[
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.58496,
    "lp_acc5": 0.83928,
    "lp_mean_per_class_recall": 0.58486,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.55556,
    "lp_acc5": 0.82688,
    "lp_mean_per_class_recall": 0.5552999999999999,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.46972,
    "lp_acc5": 0.75964,
    "lp_mean_per_class_recall": 0.46992,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 25,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.63178,
    "lp_acc5": 0.8706,
    "lp_mean_per_class_recall": 0.6318199999999999,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.64314,
    "lp_acc5": 0.8804,
    "lp_mean_per_class_recall": 0.64314,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.55894,
    "lp_acc5": 0.83244,
    "lp_mean_per_class_recall": 0.55898,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.72668,
    "lp_acc5": 0.9219,
    "lp_mean_per_class_recall": 0.7266800000000001,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.74902,
    "lp_acc5": 0.93498,
    "lp_mean_per_class_recall": 0.7489600000000001,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.73188,
    "lp_acc5": 0.92696,
    "lp_mean_per_class_recall": 0.7318399999999999,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.58406,
    "lp_acc5": 0.83606,
    "lp_mean_per_class_recall": 0.5841600000000001,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.58936,
    "lp_acc5": 0.84842,
    "lp_mean_per_class_recall": 0.58942,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.50248,
    "lp_acc5": 0.78498,
    "lp_mean_per_class_recall": 0.50246,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 25,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.62948,
    "lp_acc5": 0.8661,
    "lp_mean_per_class_recall": 0.6295599999999999,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.65172,
    "lp_acc5": 0.88532,
    "lp_mean_per_class_recall": 0.65166,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.57456,
    "lp_acc5": 0.84308,
    "lp_mean_per_class_recall": 0.5745,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.71878,
    "lp_acc5": 0.91782,
    "lp_mean_per_class_recall": 0.71874,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7448,
    "lp_acc5": 0.93302,
    "lp_mean_per_class_recall": 0.745,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.74338,
    "lp_acc5": 0.93236,
    "lp_mean_per_class_recall": 0.7433000000000001,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.58278,
    "lp_acc5": 0.83334,
    "lp_mean_per_class_recall": 0.5827,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.59356,
    "lp_acc5": 0.84976,
    "lp_mean_per_class_recall": 0.59356,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.50938,
    "lp_acc5": 0.79308,
    "lp_mean_per_class_recall": 0.50954,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 25,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.62692,
    "lp_acc5": 0.86182,
    "lp_mean_per_class_recall": 0.62692,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.64452,
    "lp_acc5": 0.88124,
    "lp_mean_per_class_recall": 0.6445599999999999,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.60002,
    "lp_acc5": 0.85926,
    "lp_mean_per_class_recall": 0.60008,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.71178,
    "lp_acc5": 0.91542,
    "lp_mean_per_class_recall": 0.7118800000000001,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.73962,
    "lp_acc5": 0.9295,
    "lp_mean_per_class_recall": 0.7395,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.74874,
    "lp_acc5": 0.93422,
    "lp_mean_per_class_recall": 0.74888,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.58698,
    "lp_acc5": 0.84978,
    "lp_mean_per_class_recall": 0.5871,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.53122,
    "lp_acc5": 0.82028,
    "lp_mean_per_class_recall": 0.53116,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.44336,
    "lp_acc5": 0.74468,
    "lp_mean_per_class_recall": 0.44324,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 25,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.64198,
    "lp_acc5": 0.88126,
    "lp_mean_per_class_recall": 0.642,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.63066,
    "lp_acc5": 0.88062,
    "lp_mean_per_class_recall": 0.6307999999999999,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.5406,
    "lp_acc5": 0.82818,
    "lp_mean_per_class_recall": 0.5408,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.73652,
    "lp_acc5": 0.93084,
    "lp_mean_per_class_recall": 0.73646,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.75612,
    "lp_acc5": 0.94112,
    "lp_mean_per_class_recall": 0.7560999999999999,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.73064,
    "lp_acc5": 0.9304,
    "lp_mean_per_class_recall": 0.7306600000000001,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.58488,
    "lp_acc5": 0.84624,
    "lp_mean_per_class_recall": 0.58488,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.57584,
    "lp_acc5": 0.84628,
    "lp_mean_per_class_recall": 0.5759,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.48116,
    "lp_acc5": 0.77758,
    "lp_mean_per_class_recall": 0.48122,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 25,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.6379,
    "lp_acc5": 0.8758,
    "lp_mean_per_class_recall": 0.63792,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.65034,
    "lp_acc5": 0.89118,
    "lp_mean_per_class_recall": 0.6504399999999999,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.5559,
    "lp_acc5": 0.8385,
    "lp_mean_per_class_recall": 0.55604,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.72816,
    "lp_acc5": 0.92632,
    "lp_mean_per_class_recall": 0.7280800000000001,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.75436,
    "lp_acc5": 0.93958,
    "lp_mean_per_class_recall": 0.75438,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.74448,
    "lp_acc5": 0.93652,
    "lp_mean_per_class_recall": 0.74444,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.58368,
    "lp_acc5": 0.842,
    "lp_mean_per_class_recall": 0.5835199999999999,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.59162,
    "lp_acc5": 0.85452,
    "lp_mean_per_class_recall": 0.5916,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.48926,
    "lp_acc5": 0.78624,
    "lp_mean_per_class_recall": 0.48926,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 25,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.63462,
    "lp_acc5": 0.87174,
    "lp_mean_per_class_recall": 0.6345599999999999,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.6527,
    "lp_acc5": 0.89122,
    "lp_mean_per_class_recall": 0.6527,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.58008,
    "lp_acc5": 0.85302,
    "lp_mean_per_class_recall": 0.58006,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.71992,
    "lp_acc5": 0.92228,
    "lp_mean_per_class_recall": 0.71978,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.74946,
    "lp_acc5": 0.93794,
    "lp_mean_per_class_recall": 0.7493400000000001,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7532,
    "lp_acc5": 0.93982,
    "lp_mean_per_class_recall": 0.75332,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.61794,
    "lp_acc5": 0.86564,
    "lp_mean_per_class_recall": 0.61784,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.5832,
    "lp_acc5": 0.85284,
    "lp_mean_per_class_recall": 0.5831000000000001,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.49784,
    "lp_acc5": 0.79078,
    "lp_mean_per_class_recall": 0.49774,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 25,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.66534,
    "lp_acc5": 0.89016,
    "lp_mean_per_class_recall": 0.6654200000000001,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.67078,
    "lp_acc5": 0.89912,
    "lp_mean_per_class_recall": 0.6708,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.58722,
    "lp_acc5": 0.85534,
    "lp_mean_per_class_recall": 0.58718,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.74398,
    "lp_acc5": 0.93052,
    "lp_mean_per_class_recall": 0.74402,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.76934,
    "lp_acc5": 0.944,
    "lp_mean_per_class_recall": 0.76922,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7533,
    "lp_acc5": 0.93906,
    "lp_mean_per_class_recall": 0.75352,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.61678,
    "lp_acc5": 0.86188,
    "lp_mean_per_class_recall": 0.6167,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.62,
    "lp_acc5": 0.87268,
    "lp_mean_per_class_recall": 0.62,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.52856,
    "lp_acc5": 0.81176,
    "lp_mean_per_class_recall": 0.52854,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 25,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.66228,
    "lp_acc5": 0.88646,
    "lp_mean_per_class_recall": 0.6623,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.67984,
    "lp_acc5": 0.90408,
    "lp_mean_per_class_recall": 0.67984,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.60386,
    "lp_acc5": 0.86584,
    "lp_mean_per_class_recall": 0.60388,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.73454,
    "lp_acc5": 0.92706,
    "lp_mean_per_class_recall": 0.73456,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.76492,
    "lp_acc5": 0.94238,
    "lp_mean_per_class_recall": 0.7650999999999999,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.76388,
    "lp_acc5": 0.94282,
    "lp_mean_per_class_recall": 0.7638800000000001,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.61544,
    "lp_acc5": 0.85848,
    "lp_mean_per_class_recall": 0.61546,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.62398,
    "lp_acc5": 0.87336,
    "lp_mean_per_class_recall": 0.6239600000000001,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.53614,
    "lp_acc5": 0.8197,
    "lp_mean_per_class_recall": 0.5362,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 25,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.65992,
    "lp_acc5": 0.88314,
    "lp_mean_per_class_recall": 0.65998,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.67488,
    "lp_acc5": 0.90018,
    "lp_mean_per_class_recall": 0.67496,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.62898,
    "lp_acc5": 0.87942,
    "lp_mean_per_class_recall": 0.6288600000000001,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.72674,
    "lp_acc5": 0.92298,
    "lp_mean_per_class_recall": 0.72666,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.75792,
    "lp_acc5": 0.9394,
    "lp_mean_per_class_recall": 0.7577200000000001,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.76858,
    "lp_acc5": 0.94458,
    "lp_mean_per_class_recall": 0.7686399999999999,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.63846,
    "lp_acc5": 0.88076,
    "lp_mean_per_class_recall": 0.63836,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.60694,
    "lp_acc5": 0.86966,
    "lp_mean_per_class_recall": 0.60698,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.52392,
    "lp_acc5": 0.8116,
    "lp_mean_per_class_recall": 0.52398,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 25,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.684,
    "lp_acc5": 0.9024,
    "lp_mean_per_class_recall": 0.6839400000000001,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.69108,
    "lp_acc5": 0.91182,
    "lp_mean_per_class_recall": 0.691,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.61236,
    "lp_acc5": 0.87304,
    "lp_mean_per_class_recall": 0.61236,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.76044,
    "lp_acc5": 0.94014,
    "lp_mean_per_class_recall": 0.7603,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.78552,
    "lp_acc5": 0.95226,
    "lp_mean_per_class_recall": 0.78552,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7719,
    "lp_acc5": 0.94804,
    "lp_mean_per_class_recall": 0.7720199999999999,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.6367,
    "lp_acc5": 0.8774,
    "lp_mean_per_class_recall": 0.63674,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.64056,
    "lp_acc5": 0.88728,
    "lp_mean_per_class_recall": 0.6405,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.55282,
    "lp_acc5": 0.8309,
    "lp_mean_per_class_recall": 0.55298,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 25,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.68226,
    "lp_acc5": 0.89862,
    "lp_mean_per_class_recall": 0.68218,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.69938,
    "lp_acc5": 0.9165,
    "lp_mean_per_class_recall": 0.69942,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.62824,
    "lp_acc5": 0.88238,
    "lp_mean_per_class_recall": 0.6282000000000001,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.75202,
    "lp_acc5": 0.93598,
    "lp_mean_per_class_recall": 0.7518800000000001,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7819,
    "lp_acc5": 0.95074,
    "lp_mean_per_class_recall": 0.7818800000000001,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7819,
    "lp_acc5": 0.95158,
    "lp_mean_per_class_recall": 0.78196,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.63568,
    "lp_acc5": 0.87372,
    "lp_mean_per_class_recall": 0.63568,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.64464,
    "lp_acc5": 0.88834,
    "lp_mean_per_class_recall": 0.64458,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.55908,
    "lp_acc5": 0.83768,
    "lp_mean_per_class_recall": 0.55924,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 25,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.68018,
    "lp_acc5": 0.8944,
    "lp_mean_per_class_recall": 0.68022,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.69314,
    "lp_acc5": 0.91246,
    "lp_mean_per_class_recall": 0.69326,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.65436,
    "lp_acc5": 0.89518,
    "lp_mean_per_class_recall": 0.65444,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7442,
    "lp_acc5": 0.93312,
    "lp_mean_per_class_recall": 0.74424,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.77566,
    "lp_acc5": 0.9484,
    "lp_mean_per_class_recall": 0.7754800000000001,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.78738,
    "lp_acc5": 0.95294,
    "lp_mean_per_class_recall": 0.7873199999999999,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.65602,
    "lp_acc5": 0.89024,
    "lp_mean_per_class_recall": 0.6560199999999999,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.6349,
    "lp_acc5": 0.88694,
    "lp_mean_per_class_recall": 0.63478,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.56026,
    "lp_acc5": 0.83286,
    "lp_mean_per_class_recall": 0.5602,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 25,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.70114,
    "lp_acc5": 0.91166,
    "lp_mean_per_class_recall": 0.70112,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.71116,
    "lp_acc5": 0.92324,
    "lp_mean_per_class_recall": 0.7111000000000001,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.63734,
    "lp_acc5": 0.88708,
    "lp_mean_per_class_recall": 0.63712,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.76744,
    "lp_acc5": 0.94232,
    "lp_mean_per_class_recall": 0.7672599999999999,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.79622,
    "lp_acc5": 0.95624,
    "lp_mean_per_class_recall": 0.79632,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7863,
    "lp_acc5": 0.95412,
    "lp_mean_per_class_recall": 0.7864200000000001,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.65628,
    "lp_acc5": 0.88742,
    "lp_mean_per_class_recall": 0.65624,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.66146,
    "lp_acc5": 0.89854,
    "lp_mean_per_class_recall": 0.6612800000000001,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.57788,
    "lp_acc5": 0.8506,
    "lp_mean_per_class_recall": 0.57774,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 25,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.69856,
    "lp_acc5": 0.908,
    "lp_mean_per_class_recall": 0.69852,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7159,
    "lp_acc5": 0.92462,
    "lp_mean_per_class_recall": 0.71586,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.6521,
    "lp_acc5": 0.89504,
    "lp_mean_per_class_recall": 0.65212,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.75706,
    "lp_acc5": 0.93904,
    "lp_mean_per_class_recall": 0.75702,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.79036,
    "lp_acc5": 0.95412,
    "lp_mean_per_class_recall": 0.7904000000000001,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.79484,
    "lp_acc5": 0.95672,
    "lp_mean_per_class_recall": 0.7949,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.65518,
    "lp_acc5": 0.88492,
    "lp_mean_per_class_recall": 0.65516,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.66026,
    "lp_acc5": 0.89738,
    "lp_mean_per_class_recall": 0.6603,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.58326,
    "lp_acc5": 0.85824,
    "lp_mean_per_class_recall": 0.5834,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 25,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.69668,
    "lp_acc5": 0.90508,
    "lp_mean_per_class_recall": 0.6966600000000001,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.70984,
    "lp_acc5": 0.92012,
    "lp_mean_per_class_recall": 0.70974,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.678,
    "lp_acc5": 0.90824,
    "lp_mean_per_class_recall": 0.67816,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.74868,
    "lp_acc5": 0.93494,
    "lp_mean_per_class_recall": 0.74876,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7838,
    "lp_acc5": 0.95102,
    "lp_mean_per_class_recall": 0.78362,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.79906,
    "lp_acc5": 0.95802,
    "lp_mean_per_class_recall": 0.799,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "imagenet1k-unverified",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.65206,
    "lp_acc5": 0.89218,
    "lp_mean_per_class_recall": 0.652,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "imagenet1k-unverified",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.59506,
    "lp_acc5": 0.86456,
    "lp_mean_per_class_recall": 0.5951,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "imagenet1k-unverified",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.51006,
    "lp_acc5": 0.80362,
    "lp_mean_per_class_recall": 0.50986,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 25,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "imagenet1k-unverified",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.70176,
    "lp_acc5": 0.91638,
    "lp_mean_per_class_recall": 0.7018199999999999,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "imagenet1k-unverified",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.68884,
    "lp_acc5": 0.91418,
    "lp_mean_per_class_recall": 0.6890599999999999,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "imagenet1k-unverified",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.60418,
    "lp_acc5": 0.87068,
    "lp_mean_per_class_recall": 0.6043599999999999,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "imagenet1k-unverified",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.77678,
    "lp_acc5": 0.9494,
    "lp_mean_per_class_recall": 0.77682,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "imagenet1k-unverified",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7982,
    "lp_acc5": 0.96032,
    "lp_mean_per_class_recall": 0.7982,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "imagenet1k-unverified",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.77676,
    "lp_acc5": 0.95278,
    "lp_mean_per_class_recall": 0.77686,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "imagenet1k-unverified",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.65134,
    "lp_acc5": 0.8894,
    "lp_mean_per_class_recall": 0.65124,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "imagenet1k-unverified",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.63628,
    "lp_acc5": 0.88842,
    "lp_mean_per_class_recall": 0.63636,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "imagenet1k-unverified",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.54836,
    "lp_acc5": 0.82842,
    "lp_mean_per_class_recall": 0.54842,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 25,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "imagenet1k-unverified",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.69968,
    "lp_acc5": 0.91196,
    "lp_mean_per_class_recall": 0.6997599999999999,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "imagenet1k-unverified",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.70624,
    "lp_acc5": 0.92278,
    "lp_mean_per_class_recall": 0.70628,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "imagenet1k-unverified",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.61982,
    "lp_acc5": 0.8798,
    "lp_mean_per_class_recall": 0.61982,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "imagenet1k-unverified",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.76814,
    "lp_acc5": 0.94464,
    "lp_mean_per_class_recall": 0.76818,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "imagenet1k-unverified",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.79556,
    "lp_acc5": 0.95916,
    "lp_mean_per_class_recall": 0.7956,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "imagenet1k-unverified",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.78882,
    "lp_acc5": 0.95798,
    "lp_mean_per_class_recall": 0.7887,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "imagenet1k-unverified",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.65102,
    "lp_acc5": 0.88652,
    "lp_mean_per_class_recall": 0.6510799999999999,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "imagenet1k-unverified",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.65416,
    "lp_acc5": 0.89498,
    "lp_mean_per_class_recall": 0.6541,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "imagenet1k-unverified",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.55474,
    "lp_acc5": 0.8324,
    "lp_mean_per_class_recall": 0.55496,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 25,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "imagenet1k-unverified",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.69716,
    "lp_acc5": 0.90842,
    "lp_mean_per_class_recall": 0.6972,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "imagenet1k-unverified",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.70968,
    "lp_acc5": 0.92338,
    "lp_mean_per_class_recall": 0.70948,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "imagenet1k-unverified",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.64166,
    "lp_acc5": 0.89186,
    "lp_mean_per_class_recall": 0.6418200000000001,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "imagenet1k-unverified",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.75746,
    "lp_acc5": 0.93994,
    "lp_mean_per_class_recall": 0.75734,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "imagenet1k-unverified",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.78942,
    "lp_acc5": 0.95648,
    "lp_mean_per_class_recall": 0.78926,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "imagenet1k-unverified",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.79602,
    "lp_acc5": 0.96018,
    "lp_mean_per_class_recall": 0.796,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "imagenet1k-unverified",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.73152,
    "lp_acc5": 0.93122,
    "lp_mean_per_class_recall": 0.73148,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "imagenet1k-unverified",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.69788,
    "lp_acc5": 0.92048,
    "lp_mean_per_class_recall": 0.6979000000000001,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "imagenet1k-unverified",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.6355,
    "lp_acc5": 0.88214,
    "lp_mean_per_class_recall": 0.63544,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 25,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "imagenet1k-unverified",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7694,
    "lp_acc5": 0.94676,
    "lp_mean_per_class_recall": 0.7694200000000001,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "imagenet1k-unverified",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.76752,
    "lp_acc5": 0.9501,
    "lp_mean_per_class_recall": 0.7676000000000001,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "imagenet1k-unverified",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.70304,
    "lp_acc5": 0.92416,
    "lp_mean_per_class_recall": 0.70312,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "imagenet1k-unverified",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.81354,
    "lp_acc5": 0.96126,
    "lp_mean_per_class_recall": 0.8135,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "imagenet1k-unverified",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.84256,
    "lp_acc5": 0.97406,
    "lp_mean_per_class_recall": 0.84254,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "imagenet1k-unverified",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.83524,
    "lp_acc5": 0.9726,
    "lp_mean_per_class_recall": 0.83526,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "imagenet1k-unverified",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.73124,
    "lp_acc5": 0.92974,
    "lp_mean_per_class_recall": 0.7313,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "imagenet1k-unverified",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.72884,
    "lp_acc5": 0.9333,
    "lp_mean_per_class_recall": 0.7289200000000001,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "imagenet1k-unverified",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.65156,
    "lp_acc5": 0.89166,
    "lp_mean_per_class_recall": 0.65158,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 25,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "imagenet1k-unverified",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7677,
    "lp_acc5": 0.9443,
    "lp_mean_per_class_recall": 0.76776,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "imagenet1k-unverified",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7767,
    "lp_acc5": 0.95388,
    "lp_mean_per_class_recall": 0.7767000000000001,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "imagenet1k-unverified",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.71406,
    "lp_acc5": 0.92874,
    "lp_mean_per_class_recall": 0.7140599999999999,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "imagenet1k-unverified",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.80102,
    "lp_acc5": 0.95702,
    "lp_mean_per_class_recall": 0.8011800000000001,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "imagenet1k-unverified",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.83702,
    "lp_acc5": 0.97196,
    "lp_mean_per_class_recall": 0.8370799999999999,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "imagenet1k-unverified",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.84204,
    "lp_acc5": 0.97488,
    "lp_mean_per_class_recall": 0.84188,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "imagenet1k-unverified",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7318,
    "lp_acc5": 0.9279,
    "lp_mean_per_class_recall": 0.73166,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "imagenet1k-unverified",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.73512,
    "lp_acc5": 0.93448,
    "lp_mean_per_class_recall": 0.7351,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "imagenet1k-unverified",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.65638,
    "lp_acc5": 0.89716,
    "lp_mean_per_class_recall": 0.6563,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 25,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "imagenet1k-unverified",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7662,
    "lp_acc5": 0.94244,
    "lp_mean_per_class_recall": 0.7662599999999999,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "imagenet1k-unverified",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.77432,
    "lp_acc5": 0.9523,
    "lp_mean_per_class_recall": 0.77428,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "imagenet1k-unverified",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.73454,
    "lp_acc5": 0.9375,
    "lp_mean_per_class_recall": 0.7345,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "imagenet1k-unverified",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.78814,
    "lp_acc5": 0.95268,
    "lp_mean_per_class_recall": 0.78822,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "imagenet1k-unverified",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.82916,
    "lp_acc5": 0.9683,
    "lp_mean_per_class_recall": 0.82904,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "imagenet1k-unverified",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.84386,
    "lp_acc5": 0.97566,
    "lp_mean_per_class_recall": 0.8439800000000001,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.61254,
    "lp_acc5": 0.86384,
    "lp_mean_per_class_recall": 0.61246,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.57424,
    "lp_acc5": 0.84942,
    "lp_mean_per_class_recall": 0.5740799999999999,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.49384,
    "lp_acc5": 0.78784,
    "lp_mean_per_class_recall": 0.49385999999999997,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 25,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.66086,
    "lp_acc5": 0.8877,
    "lp_mean_per_class_recall": 0.66086,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.66282,
    "lp_acc5": 0.8955,
    "lp_mean_per_class_recall": 0.6627799999999999,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.58478,
    "lp_acc5": 0.85504,
    "lp_mean_per_class_recall": 0.5846399999999998,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.74212,
    "lp_acc5": 0.93066,
    "lp_mean_per_class_recall": 0.74192,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.766,
    "lp_acc5": 0.94262,
    "lp_mean_per_class_recall": 0.7659400000000001,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.74722,
    "lp_acc5": 0.93586,
    "lp_mean_per_class_recall": 0.74732,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.61206,
    "lp_acc5": 0.8599,
    "lp_mean_per_class_recall": 0.6120599999999999,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.6137,
    "lp_acc5": 0.8688,
    "lp_mean_per_class_recall": 0.61358,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.52956,
    "lp_acc5": 0.81336,
    "lp_mean_per_class_recall": 0.5296599999999999,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 25,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.65798,
    "lp_acc5": 0.88292,
    "lp_mean_per_class_recall": 0.65784,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.67488,
    "lp_acc5": 0.90122,
    "lp_mean_per_class_recall": 0.67496,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.59784,
    "lp_acc5": 0.86314,
    "lp_mean_per_class_recall": 0.5979,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7344,
    "lp_acc5": 0.92648,
    "lp_mean_per_class_recall": 0.7343600000000001,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.76328,
    "lp_acc5": 0.94146,
    "lp_mean_per_class_recall": 0.76328,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7574,
    "lp_acc5": 0.94036,
    "lp_mean_per_class_recall": 0.75748,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.6104,
    "lp_acc5": 0.85716,
    "lp_mean_per_class_recall": 0.61052,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.6189,
    "lp_acc5": 0.8708,
    "lp_mean_per_class_recall": 0.6188199999999999,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.5345,
    "lp_acc5": 0.81908,
    "lp_mean_per_class_recall": 0.53452,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 25,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.65512,
    "lp_acc5": 0.8792,
    "lp_mean_per_class_recall": 0.65512,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.6703,
    "lp_acc5": 0.89762,
    "lp_mean_per_class_recall": 0.6703000000000001,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.62036,
    "lp_acc5": 0.87618,
    "lp_mean_per_class_recall": 0.6202799999999999,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.72728,
    "lp_acc5": 0.92328,
    "lp_mean_per_class_recall": 0.7272000000000001,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.75726,
    "lp_acc5": 0.93848,
    "lp_mean_per_class_recall": 0.75726,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.765,
    "lp_acc5": 0.94292,
    "lp_mean_per_class_recall": 0.7650600000000001,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7005,
    "lp_acc5": 0.91448,
    "lp_mean_per_class_recall": 0.7004400000000001,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.69006,
    "lp_acc5": 0.91574,
    "lp_mean_per_class_recall": 0.6899399999999999,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.61752,
    "lp_acc5": 0.87414,
    "lp_mean_per_class_recall": 0.61748,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 25,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.73788,
    "lp_acc5": 0.92896,
    "lp_mean_per_class_recall": 0.7378399999999999,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.74818,
    "lp_acc5": 0.94038,
    "lp_mean_per_class_recall": 0.7482000000000001,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.68458,
    "lp_acc5": 0.91348,
    "lp_mean_per_class_recall": 0.68464,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7806,
    "lp_acc5": 0.95026,
    "lp_mean_per_class_recall": 0.7804800000000001,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.81374,
    "lp_acc5": 0.96442,
    "lp_mean_per_class_recall": 0.8137000000000001,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.81268,
    "lp_acc5": 0.96308,
    "lp_mean_per_class_recall": 0.8126800000000001,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.70072,
    "lp_acc5": 0.9125,
    "lp_mean_per_class_recall": 0.70086,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.70858,
    "lp_acc5": 0.9238,
    "lp_mean_per_class_recall": 0.70874,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.63182,
    "lp_acc5": 0.88346,
    "lp_mean_per_class_recall": 0.6317999999999999,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 25,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.73686,
    "lp_acc5": 0.92654,
    "lp_mean_per_class_recall": 0.7369,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.75022,
    "lp_acc5": 0.94074,
    "lp_mean_per_class_recall": 0.75022,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.6998,
    "lp_acc5": 0.91922,
    "lp_mean_per_class_recall": 0.69974,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7699,
    "lp_acc5": 0.94478,
    "lp_mean_per_class_recall": 0.76988,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8075,
    "lp_acc5": 0.96248,
    "lp_mean_per_class_recall": 0.80756,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.81766,
    "lp_acc5": 0.96482,
    "lp_mean_per_class_recall": 0.8177000000000001,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7005,
    "lp_acc5": 0.91048,
    "lp_mean_per_class_recall": 0.7005,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7078,
    "lp_acc5": 0.92116,
    "lp_mean_per_class_recall": 0.70784,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.63916,
    "lp_acc5": 0.89064,
    "lp_mean_per_class_recall": 0.63914,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 25,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.73538,
    "lp_acc5": 0.92404,
    "lp_mean_per_class_recall": 0.73538,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.74592,
    "lp_acc5": 0.93668,
    "lp_mean_per_class_recall": 0.746,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.72496,
    "lp_acc5": 0.93104,
    "lp_mean_per_class_recall": 0.7248600000000001,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.76168,
    "lp_acc5": 0.94038,
    "lp_mean_per_class_recall": 0.7617,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.79822,
    "lp_acc5": 0.95888,
    "lp_mean_per_class_recall": 0.7982400000000001,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.81766,
    "lp_acc5": 0.96598,
    "lp_mean_per_class_recall": 0.8178000000000001,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.73368,
    "lp_acc5": 0.93088,
    "lp_mean_per_class_recall": 0.73362,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.71314,
    "lp_acc5": 0.92854,
    "lp_mean_per_class_recall": 0.7132200000000001,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.64526,
    "lp_acc5": 0.88984,
    "lp_mean_per_class_recall": 0.64524,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 25,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.76314,
    "lp_acc5": 0.94404,
    "lp_mean_per_class_recall": 0.7630600000000001,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.77238,
    "lp_acc5": 0.9504,
    "lp_mean_per_class_recall": 0.77224,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.71156,
    "lp_acc5": 0.92606,
    "lp_mean_per_class_recall": 0.7116399999999999,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.80308,
    "lp_acc5": 0.9571,
    "lp_mean_per_class_recall": 0.8031,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.83298,
    "lp_acc5": 0.97068,
    "lp_mean_per_class_recall": 0.83298,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.82934,
    "lp_acc5": 0.96948,
    "lp_mean_per_class_recall": 0.8292200000000001,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.73322,
    "lp_acc5": 0.92922,
    "lp_mean_per_class_recall": 0.7332799999999999,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.73854,
    "lp_acc5": 0.93708,
    "lp_mean_per_class_recall": 0.73858,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.65974,
    "lp_acc5": 0.89764,
    "lp_mean_per_class_recall": 0.65976,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 25,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.76196,
    "lp_acc5": 0.9422,
    "lp_mean_per_class_recall": 0.7619600000000001,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.77448,
    "lp_acc5": 0.95206,
    "lp_mean_per_class_recall": 0.77452,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7236,
    "lp_acc5": 0.9324,
    "lp_mean_per_class_recall": 0.72362,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.79188,
    "lp_acc5": 0.95266,
    "lp_mean_per_class_recall": 0.7918200000000001,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.82666,
    "lp_acc5": 0.96776,
    "lp_mean_per_class_recall": 0.82662,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.83386,
    "lp_acc5": 0.97158,
    "lp_mean_per_class_recall": 0.83394,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.73302,
    "lp_acc5": 0.92714,
    "lp_mean_per_class_recall": 0.7330800000000001,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.73942,
    "lp_acc5": 0.93604,
    "lp_mean_per_class_recall": 0.7394000000000001,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.66738,
    "lp_acc5": 0.90484,
    "lp_mean_per_class_recall": 0.66728,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 25,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.76026,
    "lp_acc5": 0.93982,
    "lp_mean_per_class_recall": 0.76022,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.76976,
    "lp_acc5": 0.94926,
    "lp_mean_per_class_recall": 0.76982,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.74734,
    "lp_acc5": 0.94124,
    "lp_mean_per_class_recall": 0.74726,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.78242,
    "lp_acc5": 0.94812,
    "lp_mean_per_class_recall": 0.7823,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.81864,
    "lp_acc5": 0.96458,
    "lp_mean_per_class_recall": 0.81862,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.83456,
    "lp_acc5": 0.97228,
    "lp_mean_per_class_recall": 0.83456,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7513,
    "lp_acc5": 0.93916,
    "lp_mean_per_class_recall": 0.7513200000000001,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.743,
    "lp_acc5": 0.93982,
    "lp_mean_per_class_recall": 0.7429600000000001,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.6753,
    "lp_acc5": 0.90496,
    "lp_mean_per_class_recall": 0.6752,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 25,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.78082,
    "lp_acc5": 0.9491,
    "lp_mean_per_class_recall": 0.7807999999999999,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.79072,
    "lp_acc5": 0.95744,
    "lp_mean_per_class_recall": 0.7907799999999999,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.73106,
    "lp_acc5": 0.9343,
    "lp_mean_per_class_recall": 0.7311400000000001,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.81082,
    "lp_acc5": 0.9606,
    "lp_mean_per_class_recall": 0.81076,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.84358,
    "lp_acc5": 0.97366,
    "lp_mean_per_class_recall": 0.8437,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.84432,
    "lp_acc5": 0.97498,
    "lp_mean_per_class_recall": 0.84436,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.75168,
    "lp_acc5": 0.93758,
    "lp_mean_per_class_recall": 0.7516,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.75788,
    "lp_acc5": 0.94526,
    "lp_mean_per_class_recall": 0.75774,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.68576,
    "lp_acc5": 0.91192,
    "lp_mean_per_class_recall": 0.68572,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 25,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.77964,
    "lp_acc5": 0.94728,
    "lp_mean_per_class_recall": 0.7798,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7903,
    "lp_acc5": 0.95786,
    "lp_mean_per_class_recall": 0.79024,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.74556,
    "lp_acc5": 0.93992,
    "lp_mean_per_class_recall": 0.74568,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.79916,
    "lp_acc5": 0.9554,
    "lp_mean_per_class_recall": 0.7991800000000001,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.83712,
    "lp_acc5": 0.97076,
    "lp_mean_per_class_recall": 0.8371400000000001,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.84802,
    "lp_acc5": 0.97542,
    "lp_mean_per_class_recall": 0.848,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.75162,
    "lp_acc5": 0.93612,
    "lp_mean_per_class_recall": 0.7515,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.75678,
    "lp_acc5": 0.9436,
    "lp_mean_per_class_recall": 0.75674,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.69204,
    "lp_acc5": 0.9204,
    "lp_mean_per_class_recall": 0.69206,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 25,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.77928,
    "lp_acc5": 0.946,
    "lp_mean_per_class_recall": 0.77924,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.78698,
    "lp_acc5": 0.95586,
    "lp_mean_per_class_recall": 0.7870199999999999,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.77298,
    "lp_acc5": 0.94996,
    "lp_mean_per_class_recall": 0.77276,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.78848,
    "lp_acc5": 0.95242,
    "lp_mean_per_class_recall": 0.78828,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8272,
    "lp_acc5": 0.96756,
    "lp_mean_per_class_recall": 0.8272,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8485,
    "lp_acc5": 0.97554,
    "lp_mean_per_class_recall": 0.8485000000000001,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.74084,
    "lp_acc5": 0.93516,
    "lp_mean_per_class_recall": 0.7409199999999999,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.73076,
    "lp_acc5": 0.93538,
    "lp_mean_per_class_recall": 0.73076,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.65636,
    "lp_acc5": 0.89946,
    "lp_mean_per_class_recall": 0.65612,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 25,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.77168,
    "lp_acc5": 0.945,
    "lp_mean_per_class_recall": 0.77162,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.78154,
    "lp_acc5": 0.95442,
    "lp_mean_per_class_recall": 0.7816000000000001,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.72258,
    "lp_acc5": 0.9302,
    "lp_mean_per_class_recall": 0.72262,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.80596,
    "lp_acc5": 0.95952,
    "lp_mean_per_class_recall": 0.8058800000000002,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.83652,
    "lp_acc5": 0.97236,
    "lp_mean_per_class_recall": 0.83664,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.83634,
    "lp_acc5": 0.97264,
    "lp_mean_per_class_recall": 0.83632,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.74096,
    "lp_acc5": 0.93254,
    "lp_mean_per_class_recall": 0.7409600000000001,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7487,
    "lp_acc5": 0.94054,
    "lp_mean_per_class_recall": 0.74874,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.67114,
    "lp_acc5": 0.90516,
    "lp_mean_per_class_recall": 0.6710999999999999,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 25,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7701,
    "lp_acc5": 0.9435,
    "lp_mean_per_class_recall": 0.7701800000000001,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7825,
    "lp_acc5": 0.95484,
    "lp_mean_per_class_recall": 0.7824800000000001,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.73452,
    "lp_acc5": 0.93594,
    "lp_mean_per_class_recall": 0.73458,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7951,
    "lp_acc5": 0.9557,
    "lp_mean_per_class_recall": 0.7953199999999999,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.82984,
    "lp_acc5": 0.96982,
    "lp_mean_per_class_recall": 0.82972,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8408,
    "lp_acc5": 0.97416,
    "lp_mean_per_class_recall": 0.8408199999999999,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.74158,
    "lp_acc5": 0.93084,
    "lp_mean_per_class_recall": 0.74158,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.74836,
    "lp_acc5": 0.93966,
    "lp_mean_per_class_recall": 0.7483,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.68072,
    "lp_acc5": 0.91276,
    "lp_mean_per_class_recall": 0.68082,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 25,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7688,
    "lp_acc5": 0.9415,
    "lp_mean_per_class_recall": 0.76876,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7784,
    "lp_acc5": 0.95158,
    "lp_mean_per_class_recall": 0.7785599999999999,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.75998,
    "lp_acc5": 0.94594,
    "lp_mean_per_class_recall": 0.75994,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.78656,
    "lp_acc5": 0.9524,
    "lp_mean_per_class_recall": 0.7865999999999999,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.82098,
    "lp_acc5": 0.96634,
    "lp_mean_per_class_recall": 0.82096,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "imagenet1k-unverified",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.84088,
    "lp_acc5": 0.97418,
    "lp_mean_per_class_recall": 0.84084,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.705,
    "lp_acc5": 0.9197,
    "lp_mean_per_class_recall": 0.7049,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.6813,
    "lp_acc5": 0.9093,
    "lp_mean_per_class_recall": 0.6812,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.3763,
    "lp_acc5": 0.6712,
    "lp_mean_per_class_recall": 0.3763,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 25,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7506,
    "lp_acc5": 0.9417,
    "lp_mean_per_class_recall": 0.7504000000000001,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7246,
    "lp_acc5": 0.9312,
    "lp_mean_per_class_recall": 0.7247,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.6328,
    "lp_acc5": 0.8882,
    "lp_mean_per_class_recall": 0.6324,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.825,
    "lp_acc5": 0.9698,
    "lp_mean_per_class_recall": 0.8251000000000001,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.821,
    "lp_acc5": 0.9701,
    "lp_mean_per_class_recall": 0.8211000000000002,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.768,
    "lp_acc5": 0.9494,
    "lp_mean_per_class_recall": 0.7678999999999999,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7036,
    "lp_acc5": 0.9174,
    "lp_mean_per_class_recall": 0.7036999999999999,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.6937,
    "lp_acc5": 0.9154,
    "lp_mean_per_class_recall": 0.6936999999999998,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.5751,
    "lp_acc5": 0.8537,
    "lp_mean_per_class_recall": 0.5749,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 25,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7456,
    "lp_acc5": 0.9382,
    "lp_mean_per_class_recall": 0.7454000000000001,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7402,
    "lp_acc5": 0.936,
    "lp_mean_per_class_recall": 0.7403,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7043,
    "lp_acc5": 0.9174,
    "lp_mean_per_class_recall": 0.7041000000000001,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.818,
    "lp_acc5": 0.9665,
    "lp_mean_per_class_recall": 0.818,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8292,
    "lp_acc5": 0.9717,
    "lp_mean_per_class_recall": 0.8289000000000002,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7862,
    "lp_acc5": 0.9564,
    "lp_mean_per_class_recall": 0.7861999999999998,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7012,
    "lp_acc5": 0.9147,
    "lp_mean_per_class_recall": 0.7014,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7022,
    "lp_acc5": 0.92,
    "lp_mean_per_class_recall": 0.7021999999999999,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.66,
    "lp_acc5": 0.8985,
    "lp_mean_per_class_recall": 0.6604000000000002,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 25,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7414,
    "lp_acc5": 0.9346,
    "lp_mean_per_class_recall": 0.7413999999999998,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7518,
    "lp_acc5": 0.939,
    "lp_mean_per_class_recall": 0.7518,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7215,
    "lp_acc5": 0.9271,
    "lp_mean_per_class_recall": 0.7216000000000001,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.81,
    "lp_acc5": 0.9627,
    "lp_mean_per_class_recall": 0.8101000000000002,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8291,
    "lp_acc5": 0.972,
    "lp_mean_per_class_recall": 0.8291000000000001,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8048,
    "lp_acc5": 0.9642,
    "lp_mean_per_class_recall": 0.8046,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.6245,
    "lp_acc5": 0.8731,
    "lp_mean_per_class_recall": 0.6243,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.5746,
    "lp_acc5": 0.8548,
    "lp_mean_per_class_recall": 0.5743000000000001,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.209,
    "lp_acc5": 0.482,
    "lp_mean_per_class_recall": 0.2089,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 25,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.6988,
    "lp_acc5": 0.9172,
    "lp_mean_per_class_recall": 0.6987000000000001,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.6341,
    "lp_acc5": 0.8853,
    "lp_mean_per_class_recall": 0.6341,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.5125,
    "lp_acc5": 0.8122,
    "lp_mean_per_class_recall": 0.5121,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7997,
    "lp_acc5": 0.9617,
    "lp_mean_per_class_recall": 0.7997,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7676,
    "lp_acc5": 0.951,
    "lp_mean_per_class_recall": 0.7674999999999998,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.6868,
    "lp_acc5": 0.9166,
    "lp_mean_per_class_recall": 0.6868,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.6393,
    "lp_acc5": 0.8813,
    "lp_mean_per_class_recall": 0.6395000000000001,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.5961,
    "lp_acc5": 0.863,
    "lp_mean_per_class_recall": 0.596,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.4294,
    "lp_acc5": 0.7552,
    "lp_mean_per_class_recall": 0.4293,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 25,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7064,
    "lp_acc5": 0.9213,
    "lp_mean_per_class_recall": 0.7064,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.6568,
    "lp_acc5": 0.8917,
    "lp_mean_per_class_recall": 0.6567000000000001,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.6132,
    "lp_acc5": 0.8685,
    "lp_mean_per_class_recall": 0.6131,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7971,
    "lp_acc5": 0.96,
    "lp_mean_per_class_recall": 0.7971,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7866,
    "lp_acc5": 0.9564,
    "lp_mean_per_class_recall": 0.7865000000000001,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.711,
    "lp_acc5": 0.9258,
    "lp_mean_per_class_recall": 0.7109999999999999,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.637,
    "lp_acc5": 0.8822,
    "lp_mean_per_class_recall": 0.6371,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.608,
    "lp_acc5": 0.8687,
    "lp_mean_per_class_recall": 0.6082,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.5598,
    "lp_acc5": 0.8455,
    "lp_mean_per_class_recall": 0.5595,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 25,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.6997,
    "lp_acc5": 0.9186,
    "lp_mean_per_class_recall": 0.6993,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.6767,
    "lp_acc5": 0.9063,
    "lp_mean_per_class_recall": 0.6766,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.6352,
    "lp_acc5": 0.8821,
    "lp_mean_per_class_recall": 0.6350000000000001,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7887,
    "lp_acc5": 0.9581,
    "lp_mean_per_class_recall": 0.7888000000000003,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7963,
    "lp_acc5": 0.9609,
    "lp_mean_per_class_recall": 0.7959999999999997,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7391,
    "lp_acc5": 0.9379,
    "lp_mean_per_class_recall": 0.7392,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7544,
    "lp_acc5": 0.9369,
    "lp_mean_per_class_recall": 0.7544,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7244,
    "lp_acc5": 0.9299,
    "lp_mean_per_class_recall": 0.7244999999999999,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.4188,
    "lp_acc5": 0.7031,
    "lp_mean_per_class_recall": 0.4188,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 25,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7997,
    "lp_acc5": 0.9578,
    "lp_mean_per_class_recall": 0.7994000000000002,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7699,
    "lp_acc5": 0.9497,
    "lp_mean_per_class_recall": 0.7699999999999999,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.671,
    "lp_acc5": 0.907,
    "lp_mean_per_class_recall": 0.6710999999999998,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8557,
    "lp_acc5": 0.9779,
    "lp_mean_per_class_recall": 0.8557000000000001,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.848,
    "lp_acc5": 0.9765,
    "lp_mean_per_class_recall": 0.8480000000000001,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8026,
    "lp_acc5": 0.9631,
    "lp_mean_per_class_recall": 0.8027,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7547,
    "lp_acc5": 0.937,
    "lp_mean_per_class_recall": 0.7547999999999999,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7389,
    "lp_acc5": 0.9333,
    "lp_mean_per_class_recall": 0.7387,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.6239,
    "lp_acc5": 0.8806,
    "lp_mean_per_class_recall": 0.624,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 25,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7915,
    "lp_acc5": 0.9553,
    "lp_mean_per_class_recall": 0.7914999999999999,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7833,
    "lp_acc5": 0.9536,
    "lp_mean_per_class_recall": 0.7836,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7448,
    "lp_acc5": 0.9404,
    "lp_mean_per_class_recall": 0.7447999999999999,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8504,
    "lp_acc5": 0.9751,
    "lp_mean_per_class_recall": 0.8506,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8578,
    "lp_acc5": 0.9788,
    "lp_mean_per_class_recall": 0.8579000000000001,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8211,
    "lp_acc5": 0.9666,
    "lp_mean_per_class_recall": 0.8210000000000001,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7513,
    "lp_acc5": 0.9351,
    "lp_mean_per_class_recall": 0.7514000000000002,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7518,
    "lp_acc5": 0.938,
    "lp_mean_per_class_recall": 0.7517,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7081,
    "lp_acc5": 0.9217,
    "lp_mean_per_class_recall": 0.7083000000000002,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 25,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7873,
    "lp_acc5": 0.9528,
    "lp_mean_per_class_recall": 0.7874,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7945,
    "lp_acc5": 0.9581,
    "lp_mean_per_class_recall": 0.7944,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7649,
    "lp_acc5": 0.9472,
    "lp_mean_per_class_recall": 0.7647000000000002,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.841,
    "lp_acc5": 0.9712,
    "lp_mean_per_class_recall": 0.8409999999999997,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8599,
    "lp_acc5": 0.9792,
    "lp_mean_per_class_recall": 0.8597999999999999,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8366,
    "lp_acc5": 0.973,
    "lp_mean_per_class_recall": 0.8365,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7192,
    "lp_acc5": 0.9322,
    "lp_mean_per_class_recall": 0.7193,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.6829,
    "lp_acc5": 0.9177,
    "lp_mean_per_class_recall": 0.6829000000000001,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.3889,
    "lp_acc5": 0.6818,
    "lp_mean_per_class_recall": 0.3889,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 25,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7721,
    "lp_acc5": 0.9535,
    "lp_mean_per_class_recall": 0.7720999999999998,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7398,
    "lp_acc5": 0.943,
    "lp_mean_per_class_recall": 0.7398,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.647,
    "lp_acc5": 0.9033,
    "lp_mean_per_class_recall": 0.6469,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8338,
    "lp_acc5": 0.9751,
    "lp_mean_per_class_recall": 0.8338999999999999,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.83,
    "lp_acc5": 0.974,
    "lp_mean_per_class_recall": 0.8298000000000001,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7827,
    "lp_acc5": 0.9565,
    "lp_mean_per_class_recall": 0.7826000000000001,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7196,
    "lp_acc5": 0.9304,
    "lp_mean_per_class_recall": 0.7197999999999999,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7014,
    "lp_acc5": 0.9253,
    "lp_mean_per_class_recall": 0.7020000000000001,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.5823,
    "lp_acc5": 0.8644,
    "lp_mean_per_class_recall": 0.5821999999999999,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 25,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7677,
    "lp_acc5": 0.9491,
    "lp_mean_per_class_recall": 0.7677999999999998,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7566,
    "lp_acc5": 0.9459,
    "lp_mean_per_class_recall": 0.7564000000000002,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7206,
    "lp_acc5": 0.9325,
    "lp_mean_per_class_recall": 0.7207000000000001,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8291,
    "lp_acc5": 0.9714,
    "lp_mean_per_class_recall": 0.8290999999999998,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8397,
    "lp_acc5": 0.9753,
    "lp_mean_per_class_recall": 0.8398000000000002,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7998,
    "lp_acc5": 0.9619,
    "lp_mean_per_class_recall": 0.7997999999999998,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.717,
    "lp_acc5": 0.9286,
    "lp_mean_per_class_recall": 0.7169,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7182,
    "lp_acc5": 0.9321,
    "lp_mean_per_class_recall": 0.7178999999999999,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.6638,
    "lp_acc5": 0.9103,
    "lp_mean_per_class_recall": 0.6639,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 25,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7629,
    "lp_acc5": 0.9457,
    "lp_mean_per_class_recall": 0.7630000000000001,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7692,
    "lp_acc5": 0.9517,
    "lp_mean_per_class_recall": 0.7693999999999999,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7364,
    "lp_acc5": 0.9396,
    "lp_mean_per_class_recall": 0.7359999999999998,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8213,
    "lp_acc5": 0.9677,
    "lp_mean_per_class_recall": 0.8213999999999999,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8407,
    "lp_acc5": 0.9765,
    "lp_mean_per_class_recall": 0.8405000000000001,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8182,
    "lp_acc5": 0.9693,
    "lp_mean_per_class_recall": 0.8181999999999999,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7414,
    "lp_acc5": 0.9337,
    "lp_mean_per_class_recall": 0.7414000000000002,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7066,
    "lp_acc5": 0.9233,
    "lp_mean_per_class_recall": 0.7067000000000001,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.497,
    "lp_acc5": 0.7944,
    "lp_mean_per_class_recall": 0.49709999999999993,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 25,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7872,
    "lp_acc5": 0.9545,
    "lp_mean_per_class_recall": 0.7874000000000001,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7603,
    "lp_acc5": 0.9448,
    "lp_mean_per_class_recall": 0.7604,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.6968,
    "lp_acc5": 0.9179,
    "lp_mean_per_class_recall": 0.6967,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8458,
    "lp_acc5": 0.9757,
    "lp_mean_per_class_recall": 0.8456999999999999,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8469,
    "lp_acc5": 0.9754,
    "lp_mean_per_class_recall": 0.8469000000000001,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8026,
    "lp_acc5": 0.9622,
    "lp_mean_per_class_recall": 0.8025999999999998,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7387,
    "lp_acc5": 0.9347,
    "lp_mean_per_class_recall": 0.7387999999999999,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.724,
    "lp_acc5": 0.9298,
    "lp_mean_per_class_recall": 0.7242000000000001,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.6521,
    "lp_acc5": 0.8895,
    "lp_mean_per_class_recall": 0.6523,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 25,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7807,
    "lp_acc5": 0.9513,
    "lp_mean_per_class_recall": 0.7807000000000001,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7741,
    "lp_acc5": 0.9515,
    "lp_mean_per_class_recall": 0.7742,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7422,
    "lp_acc5": 0.9356,
    "lp_mean_per_class_recall": 0.7419999999999999,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8365,
    "lp_acc5": 0.9716,
    "lp_mean_per_class_recall": 0.8365,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8533,
    "lp_acc5": 0.9767,
    "lp_mean_per_class_recall": 0.8535,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8158,
    "lp_acc5": 0.9669,
    "lp_mean_per_class_recall": 0.8158,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.737,
    "lp_acc5": 0.9327,
    "lp_mean_per_class_recall": 0.737,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7406,
    "lp_acc5": 0.934,
    "lp_mean_per_class_recall": 0.7407999999999997,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7088,
    "lp_acc5": 0.9159,
    "lp_mean_per_class_recall": 0.7087999999999998,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 25,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7749,
    "lp_acc5": 0.9482,
    "lp_mean_per_class_recall": 0.775,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7843,
    "lp_acc5": 0.9538,
    "lp_mean_per_class_recall": 0.7842999999999999,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7529,
    "lp_acc5": 0.9429,
    "lp_mean_per_class_recall": 0.7524,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.829,
    "lp_acc5": 0.9696,
    "lp_mean_per_class_recall": 0.8288999999999999,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8526,
    "lp_acc5": 0.9779,
    "lp_mean_per_class_recall": 0.8523999999999999,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8329,
    "lp_acc5": 0.9721,
    "lp_mean_per_class_recall": 0.8328000000000002,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "cifar100",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.677,
    "lp_acc5": 0.9005,
    "lp_mean_per_class_recall": 0.6766000000000001,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "cifar100",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.6296,
    "lp_acc5": 0.8787,
    "lp_mean_per_class_recall": 0.6295000000000001,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "cifar100",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.2154,
    "lp_acc5": 0.4337,
    "lp_mean_per_class_recall": 0.21559999999999999,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 25,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "cifar100",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7379,
    "lp_acc5": 0.9353,
    "lp_mean_per_class_recall": 0.7378,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "cifar100",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.6749,
    "lp_acc5": 0.9119,
    "lp_mean_per_class_recall": 0.6746999999999999,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "cifar100",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.5257,
    "lp_acc5": 0.8215,
    "lp_mean_per_class_recall": 0.5255,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "cifar100",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.824,
    "lp_acc5": 0.9687,
    "lp_mean_per_class_recall": 0.8240000000000001,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "cifar100",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.796,
    "lp_acc5": 0.9616,
    "lp_mean_per_class_recall": 0.7960000000000003,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "cifar100",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7284,
    "lp_acc5": 0.9331,
    "lp_mean_per_class_recall": 0.7284999999999998,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "cifar100",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.6891,
    "lp_acc5": 0.9076,
    "lp_mean_per_class_recall": 0.6892000000000001,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "cifar100",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.6488,
    "lp_acc5": 0.8888,
    "lp_mean_per_class_recall": 0.6491000000000001,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "cifar100",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.4376,
    "lp_acc5": 0.7465,
    "lp_mean_per_class_recall": 0.4375,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 25,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "cifar100",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7467,
    "lp_acc5": 0.936,
    "lp_mean_per_class_recall": 0.7467,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "cifar100",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.6968,
    "lp_acc5": 0.917,
    "lp_mean_per_class_recall": 0.6965999999999998,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "cifar100",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.662,
    "lp_acc5": 0.8938,
    "lp_mean_per_class_recall": 0.6620000000000001,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "cifar100",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8219,
    "lp_acc5": 0.9676,
    "lp_mean_per_class_recall": 0.8219,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "cifar100",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8105,
    "lp_acc5": 0.9665,
    "lp_mean_per_class_recall": 0.8103999999999999,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "cifar100",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7489,
    "lp_acc5": 0.9415,
    "lp_mean_per_class_recall": 0.7489000000000001,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "cifar100",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.6865,
    "lp_acc5": 0.9087,
    "lp_mean_per_class_recall": 0.6863000000000001,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "cifar100",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.6623,
    "lp_acc5": 0.896,
    "lp_mean_per_class_recall": 0.6622,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "cifar100",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.5984,
    "lp_acc5": 0.8644,
    "lp_mean_per_class_recall": 0.5981000000000001,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 25,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "cifar100",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7411,
    "lp_acc5": 0.9324,
    "lp_mean_per_class_recall": 0.7410999999999999,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "cifar100",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7204,
    "lp_acc5": 0.9293,
    "lp_mean_per_class_recall": 0.7203,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "cifar100",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.6788,
    "lp_acc5": 0.9067,
    "lp_mean_per_class_recall": 0.6789000000000002,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "cifar100",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8143,
    "lp_acc5": 0.9653,
    "lp_mean_per_class_recall": 0.8140999999999999,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "cifar100",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8193,
    "lp_acc5": 0.9692,
    "lp_mean_per_class_recall": 0.8190999999999999,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "cifar100",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7698,
    "lp_acc5": 0.9511,
    "lp_mean_per_class_recall": 0.7696999999999999,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "cifar100",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7696,
    "lp_acc5": 0.9419,
    "lp_mean_per_class_recall": 0.7694000000000003,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "cifar100",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7219,
    "lp_acc5": 0.9258,
    "lp_mean_per_class_recall": 0.7219999999999999,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "cifar100",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.4213,
    "lp_acc5": 0.7196,
    "lp_mean_per_class_recall": 0.4214,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 25,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "cifar100",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8191,
    "lp_acc5": 0.9601,
    "lp_mean_per_class_recall": 0.8191000000000002,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "cifar100",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7812,
    "lp_acc5": 0.9502,
    "lp_mean_per_class_recall": 0.7810999999999997,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "cifar100",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7012,
    "lp_acc5": 0.918,
    "lp_mean_per_class_recall": 0.7010000000000001,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "cifar100",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8703,
    "lp_acc5": 0.9798,
    "lp_mean_per_class_recall": 0.8703,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "cifar100",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8622,
    "lp_acc5": 0.9772,
    "lp_mean_per_class_recall": 0.8622000000000001,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "cifar100",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8204,
    "lp_acc5": 0.9622,
    "lp_mean_per_class_recall": 0.8204,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "cifar100",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7757,
    "lp_acc5": 0.9422,
    "lp_mean_per_class_recall": 0.7760000000000001,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "cifar100",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7409,
    "lp_acc5": 0.933,
    "lp_mean_per_class_recall": 0.7406999999999999,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "cifar100",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.6301,
    "lp_acc5": 0.8785,
    "lp_mean_per_class_recall": 0.6299999999999999,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 25,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "cifar100",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8173,
    "lp_acc5": 0.9597,
    "lp_mean_per_class_recall": 0.8173000000000001,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "cifar100",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7981,
    "lp_acc5": 0.9534,
    "lp_mean_per_class_recall": 0.7981999999999999,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "cifar100",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7646,
    "lp_acc5": 0.9402,
    "lp_mean_per_class_recall": 0.7646999999999999,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "cifar100",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8645,
    "lp_acc5": 0.9777,
    "lp_mean_per_class_recall": 0.8645,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "cifar100",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8681,
    "lp_acc5": 0.9784,
    "lp_mean_per_class_recall": 0.8680999999999999,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "cifar100",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8346,
    "lp_acc5": 0.9655,
    "lp_mean_per_class_recall": 0.8347,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "cifar100",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7749,
    "lp_acc5": 0.9418,
    "lp_mean_per_class_recall": 0.7749000000000001,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "cifar100",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.759,
    "lp_acc5": 0.9392,
    "lp_mean_per_class_recall": 0.7590000000000002,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "cifar100",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7112,
    "lp_acc5": 0.9173,
    "lp_mean_per_class_recall": 0.7109000000000001,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 25,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "cifar100",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8133,
    "lp_acc5": 0.9581,
    "lp_mean_per_class_recall": 0.8133000000000001,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "cifar100",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8112,
    "lp_acc5": 0.9564,
    "lp_mean_per_class_recall": 0.8111,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "cifar100",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7762,
    "lp_acc5": 0.9463,
    "lp_mean_per_class_recall": 0.7761999999999999,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "cifar100",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8582,
    "lp_acc5": 0.9747,
    "lp_mean_per_class_recall": 0.8583,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "cifar100",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8714,
    "lp_acc5": 0.9799,
    "lp_mean_per_class_recall": 0.8714000000000002,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "cifar100",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8475,
    "lp_acc5": 0.9714,
    "lp_mean_per_class_recall": 0.8475,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7396,
    "lp_acc5": 0.9329,
    "lp_mean_per_class_recall": 0.74,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7071,
    "lp_acc5": 0.9216,
    "lp_mean_per_class_recall": 0.7071000000000001,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.3818,
    "lp_acc5": 0.6607,
    "lp_mean_per_class_recall": 0.38170000000000004,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 25,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7873,
    "lp_acc5": 0.9554,
    "lp_mean_per_class_recall": 0.7871000000000001,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7557,
    "lp_acc5": 0.9455,
    "lp_mean_per_class_recall": 0.7556,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.6554,
    "lp_acc5": 0.8968,
    "lp_mean_per_class_recall": 0.6554000000000001,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8467,
    "lp_acc5": 0.9758,
    "lp_mean_per_class_recall": 0.8466999999999999,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8396,
    "lp_acc5": 0.9747,
    "lp_mean_per_class_recall": 0.8398,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.792,
    "lp_acc5": 0.9592,
    "lp_mean_per_class_recall": 0.7918999999999998,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7424,
    "lp_acc5": 0.9345,
    "lp_mean_per_class_recall": 0.7424,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7216,
    "lp_acc5": 0.9285,
    "lp_mean_per_class_recall": 0.7214999999999999,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.5995,
    "lp_acc5": 0.8479,
    "lp_mean_per_class_recall": 0.5995999999999999,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 25,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7801,
    "lp_acc5": 0.9541,
    "lp_mean_per_class_recall": 0.7800999999999998,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7717,
    "lp_acc5": 0.9477,
    "lp_mean_per_class_recall": 0.7716999999999997,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.731,
    "lp_acc5": 0.9308,
    "lp_mean_per_class_recall": 0.7309,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.842,
    "lp_acc5": 0.9731,
    "lp_mean_per_class_recall": 0.8421,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8482,
    "lp_acc5": 0.9762,
    "lp_mean_per_class_recall": 0.8484,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8103,
    "lp_acc5": 0.965,
    "lp_mean_per_class_recall": 0.8102999999999999,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7399,
    "lp_acc5": 0.9316,
    "lp_mean_per_class_recall": 0.74,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7378,
    "lp_acc5": 0.9351,
    "lp_mean_per_class_recall": 0.7373999999999999,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.693,
    "lp_acc5": 0.9063,
    "lp_mean_per_class_recall": 0.6927000000000001,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 25,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7754,
    "lp_acc5": 0.9509,
    "lp_mean_per_class_recall": 0.7755,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7858,
    "lp_acc5": 0.9534,
    "lp_mean_per_class_recall": 0.7858000000000003,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7502,
    "lp_acc5": 0.9413,
    "lp_mean_per_class_recall": 0.7501000000000001,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8329,
    "lp_acc5": 0.9687,
    "lp_mean_per_class_recall": 0.8329000000000001,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8506,
    "lp_acc5": 0.9764,
    "lp_mean_per_class_recall": 0.8506,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8293,
    "lp_acc5": 0.9699,
    "lp_mean_per_class_recall": 0.8292999999999999,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7797,
    "lp_acc5": 0.9537,
    "lp_mean_per_class_recall": 0.7797999999999997,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7492,
    "lp_acc5": 0.9448,
    "lp_mean_per_class_recall": 0.7489999999999999,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.5711,
    "lp_acc5": 0.8366,
    "lp_mean_per_class_recall": 0.5711,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 25,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8223,
    "lp_acc5": 0.9679,
    "lp_mean_per_class_recall": 0.8225,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8029,
    "lp_acc5": 0.9611,
    "lp_mean_per_class_recall": 0.8030000000000002,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7563,
    "lp_acc5": 0.9385,
    "lp_mean_per_class_recall": 0.7563000000000001,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8733,
    "lp_acc5": 0.9805,
    "lp_mean_per_class_recall": 0.8732,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8757,
    "lp_acc5": 0.9831,
    "lp_mean_per_class_recall": 0.8755,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8384,
    "lp_acc5": 0.9708,
    "lp_mean_per_class_recall": 0.8384000000000001,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7781,
    "lp_acc5": 0.9516,
    "lp_mean_per_class_recall": 0.7778999999999999,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7674,
    "lp_acc5": 0.9497,
    "lp_mean_per_class_recall": 0.7673000000000002,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.6926,
    "lp_acc5": 0.9163,
    "lp_mean_per_class_recall": 0.6927,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 25,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8165,
    "lp_acc5": 0.9646,
    "lp_mean_per_class_recall": 0.8164999999999999,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8169,
    "lp_acc5": 0.9651,
    "lp_mean_per_class_recall": 0.8167,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7859,
    "lp_acc5": 0.9531,
    "lp_mean_per_class_recall": 0.7857999999999998,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8677,
    "lp_acc5": 0.979,
    "lp_mean_per_class_recall": 0.8677000000000001,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8795,
    "lp_acc5": 0.9831,
    "lp_mean_per_class_recall": 0.8794000000000001,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8519,
    "lp_acc5": 0.9759,
    "lp_mean_per_class_recall": 0.8517000000000001,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7779,
    "lp_acc5": 0.9519,
    "lp_mean_per_class_recall": 0.7779,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7806,
    "lp_acc5": 0.9534,
    "lp_mean_per_class_recall": 0.7805000000000001,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.74,
    "lp_acc5": 0.9373,
    "lp_mean_per_class_recall": 0.7397999999999999,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 25,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8161,
    "lp_acc5": 0.9637,
    "lp_mean_per_class_recall": 0.8162,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8248,
    "lp_acc5": 0.9676,
    "lp_mean_per_class_recall": 0.8248000000000001,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.795,
    "lp_acc5": 0.9582,
    "lp_mean_per_class_recall": 0.7952000000000001,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8567,
    "lp_acc5": 0.9754,
    "lp_mean_per_class_recall": 0.8564,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8771,
    "lp_acc5": 0.9827,
    "lp_mean_per_class_recall": 0.8771000000000001,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8671,
    "lp_acc5": 0.9811,
    "lp_mean_per_class_recall": 0.8672000000000001,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8263,
    "lp_acc5": 0.9659,
    "lp_mean_per_class_recall": 0.8264,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8005,
    "lp_acc5": 0.9628,
    "lp_mean_per_class_recall": 0.8003999999999999,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.6059,
    "lp_acc5": 0.8739,
    "lp_mean_per_class_recall": 0.6059000000000001,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 25,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8586,
    "lp_acc5": 0.9766,
    "lp_mean_per_class_recall": 0.8586999999999998,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8416,
    "lp_acc5": 0.9747,
    "lp_mean_per_class_recall": 0.8416,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7973,
    "lp_acc5": 0.9622,
    "lp_mean_per_class_recall": 0.7971,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8949,
    "lp_acc5": 0.9853,
    "lp_mean_per_class_recall": 0.8946999999999999,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8986,
    "lp_acc5": 0.9866,
    "lp_mean_per_class_recall": 0.8984999999999999,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8727,
    "lp_acc5": 0.9792,
    "lp_mean_per_class_recall": 0.8724999999999998,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8247,
    "lp_acc5": 0.965,
    "lp_mean_per_class_recall": 0.8249,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8156,
    "lp_acc5": 0.9661,
    "lp_mean_per_class_recall": 0.8153,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7481,
    "lp_acc5": 0.9414,
    "lp_mean_per_class_recall": 0.7481000000000002,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 25,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8562,
    "lp_acc5": 0.9765,
    "lp_mean_per_class_recall": 0.8561,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8545,
    "lp_acc5": 0.9759,
    "lp_mean_per_class_recall": 0.8545,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8275,
    "lp_acc5": 0.9694,
    "lp_mean_per_class_recall": 0.8272999999999999,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8876,
    "lp_acc5": 0.9831,
    "lp_mean_per_class_recall": 0.8872999999999999,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9014,
    "lp_acc5": 0.9872,
    "lp_mean_per_class_recall": 0.9015,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.881,
    "lp_acc5": 0.9812,
    "lp_mean_per_class_recall": 0.8810999999999999,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8245,
    "lp_acc5": 0.9652,
    "lp_mean_per_class_recall": 0.8240000000000001,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8276,
    "lp_acc5": 0.9679,
    "lp_mean_per_class_recall": 0.8275,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7957,
    "lp_acc5": 0.9562,
    "lp_mean_per_class_recall": 0.7957000000000001,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 25,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8554,
    "lp_acc5": 0.9753,
    "lp_mean_per_class_recall": 0.8553999999999999,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8604,
    "lp_acc5": 0.977,
    "lp_mean_per_class_recall": 0.8605000000000002,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8379,
    "lp_acc5": 0.9731,
    "lp_mean_per_class_recall": 0.8379999999999996,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8821,
    "lp_acc5": 0.981,
    "lp_mean_per_class_recall": 0.8819999999999999,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8995,
    "lp_acc5": 0.9863,
    "lp_mean_per_class_recall": 0.8993999999999999,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8919,
    "lp_acc5": 0.9844,
    "lp_mean_per_class_recall": 0.8920999999999998,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8424,
    "lp_acc5": 0.97,
    "lp_mean_per_class_recall": 0.8421999999999997,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.826,
    "lp_acc5": 0.9679,
    "lp_mean_per_class_recall": 0.8260000000000001,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7002,
    "lp_acc5": 0.929,
    "lp_mean_per_class_recall": 0.7001000000000001,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 25,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8749,
    "lp_acc5": 0.9805,
    "lp_mean_per_class_recall": 0.8749000000000001,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8645,
    "lp_acc5": 0.9778,
    "lp_mean_per_class_recall": 0.8645999999999998,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8312,
    "lp_acc5": 0.9694,
    "lp_mean_per_class_recall": 0.831,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9114,
    "lp_acc5": 0.9891,
    "lp_mean_per_class_recall": 0.9113000000000001,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9126,
    "lp_acc5": 0.9893,
    "lp_mean_per_class_recall": 0.9125,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8884,
    "lp_acc5": 0.9835,
    "lp_mean_per_class_recall": 0.8884000000000001,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8417,
    "lp_acc5": 0.9692,
    "lp_mean_per_class_recall": 0.8417,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8379,
    "lp_acc5": 0.9694,
    "lp_mean_per_class_recall": 0.8377,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7967,
    "lp_acc5": 0.9578,
    "lp_mean_per_class_recall": 0.7967,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 25,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8715,
    "lp_acc5": 0.9802,
    "lp_mean_per_class_recall": 0.8715,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.872,
    "lp_acc5": 0.98,
    "lp_mean_per_class_recall": 0.8717999999999999,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8508,
    "lp_acc5": 0.9744,
    "lp_mean_per_class_recall": 0.8506999999999998,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9065,
    "lp_acc5": 0.9876,
    "lp_mean_per_class_recall": 0.9063999999999999,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9143,
    "lp_acc5": 0.9897,
    "lp_mean_per_class_recall": 0.9144000000000001,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8982,
    "lp_acc5": 0.986,
    "lp_mean_per_class_recall": 0.8981999999999999,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.841,
    "lp_acc5": 0.9698,
    "lp_mean_per_class_recall": 0.8411,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8474,
    "lp_acc5": 0.9714,
    "lp_mean_per_class_recall": 0.8475000000000001,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8213,
    "lp_acc5": 0.9658,
    "lp_mean_per_class_recall": 0.8211999999999999,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 25,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8698,
    "lp_acc5": 0.9791,
    "lp_mean_per_class_recall": 0.8698,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8782,
    "lp_acc5": 0.9817,
    "lp_mean_per_class_recall": 0.8781,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8604,
    "lp_acc5": 0.9775,
    "lp_mean_per_class_recall": 0.8603999999999999,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9023,
    "lp_acc5": 0.9862,
    "lp_mean_per_class_recall": 0.9021000000000001,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9143,
    "lp_acc5": 0.9901,
    "lp_mean_per_class_recall": 0.9143999999999999,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.906,
    "lp_acc5": 0.9881,
    "lp_mean_per_class_recall": 0.9059999999999999,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8466,
    "lp_acc5": 0.9727,
    "lp_mean_per_class_recall": 0.8467,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8194,
    "lp_acc5": 0.9698,
    "lp_mean_per_class_recall": 0.8193,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.6871,
    "lp_acc5": 0.914,
    "lp_mean_per_class_recall": 0.6869999999999998,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 25,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8728,
    "lp_acc5": 0.9797,
    "lp_mean_per_class_recall": 0.8729,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8632,
    "lp_acc5": 0.9794,
    "lp_mean_per_class_recall": 0.8633,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8307,
    "lp_acc5": 0.9709,
    "lp_mean_per_class_recall": 0.8304,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9045,
    "lp_acc5": 0.9879,
    "lp_mean_per_class_recall": 0.9044999999999999,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9109,
    "lp_acc5": 0.9891,
    "lp_mean_per_class_recall": 0.9109,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8884,
    "lp_acc5": 0.9834,
    "lp_mean_per_class_recall": 0.8882000000000001,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8329,
    "lp_acc5": 0.9716,
    "lp_mean_per_class_recall": 0.8328,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8289,
    "lp_acc5": 0.9705,
    "lp_mean_per_class_recall": 0.8288000000000002,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7928,
    "lp_acc5": 0.9583,
    "lp_mean_per_class_recall": 0.7927999999999998,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 25,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8703,
    "lp_acc5": 0.9788,
    "lp_mean_per_class_recall": 0.8703,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.873,
    "lp_acc5": 0.9807,
    "lp_mean_per_class_recall": 0.8731,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8512,
    "lp_acc5": 0.9768,
    "lp_mean_per_class_recall": 0.8512,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8992,
    "lp_acc5": 0.9865,
    "lp_mean_per_class_recall": 0.8992,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.91,
    "lp_acc5": 0.9897,
    "lp_mean_per_class_recall": 0.9101000000000002,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8981,
    "lp_acc5": 0.9851,
    "lp_mean_per_class_recall": 0.8980999999999999,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8324,
    "lp_acc5": 0.9716,
    "lp_mean_per_class_recall": 0.8324999999999999,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.841,
    "lp_acc5": 0.9716,
    "lp_mean_per_class_recall": 0.8412,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8159,
    "lp_acc5": 0.9684,
    "lp_mean_per_class_recall": 0.8160000000000001,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 25,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8697,
    "lp_acc5": 0.9776,
    "lp_mean_per_class_recall": 0.8697,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8776,
    "lp_acc5": 0.9811,
    "lp_mean_per_class_recall": 0.8775999999999999,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": 25,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8564,
    "lp_acc5": 0.9782,
    "lp_mean_per_class_recall": 0.8565,
    "seed": 0,
    "fewshot_k": 25
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.893,
    "lp_acc5": 0.9838,
    "lp_mean_per_class_recall": 0.8931,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9077,
    "lp_acc5": 0.9888,
    "lp_mean_per_class_recall": 0.9076000000000001,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "cifar100",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9058,
    "lp_acc5": 0.9889,
    "lp_mean_per_class_recall": 0.9057,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8949704142011834,
    "lp_acc5": 0.9842209072978304,
    "lp_mean_per_class_recall": 0.9115539548024827,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8441814595660749,
    "lp_acc5": 0.9413214990138067,
    "lp_mean_per_class_recall": 0.8896030819990469,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.6832675871137409,
    "lp_acc5": 0.8957922419460881,
    "lp_mean_per_class_recall": 0.6974195952168701,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9347468770545694,
    "lp_acc5": 0.9942472057856673,
    "lp_mean_per_class_recall": 0.936745157296418,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8570019723865878,
    "lp_acc5": 0.9549638395792241,
    "lp_mean_per_class_recall": 0.9167104659575244,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8047337278106509,
    "lp_acc5": 0.9411571334648258,
    "lp_mean_per_class_recall": 0.8439872904614176,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8854372123602893,
    "lp_acc5": 0.9842209072978304,
    "lp_mean_per_class_recall": 0.9185552454402816,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8359631821170282,
    "lp_acc5": 0.9452662721893491,
    "lp_mean_per_class_recall": 0.8973119359494625,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.80456936226167,
    "lp_acc5": 0.9235700197238659,
    "lp_mean_per_class_recall": 0.8407523217855181,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9373767258382643,
    "lp_acc5": 0.9934253780407627,
    "lp_mean_per_class_recall": 0.9393153004862153,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8895463510848126,
    "lp_acc5": 0.9845496383957922,
    "lp_mean_per_class_recall": 0.929837351135846,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.833990795529257,
    "lp_acc5": 0.9296515450361604,
    "lp_mean_per_class_recall": 0.8922445683790453,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8857659434582511,
    "lp_acc5": 0.9835634451019066,
    "lp_mean_per_class_recall": 0.9181486290244452,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8542077580539119,
    "lp_acc5": 0.9682774490466798,
    "lp_mean_per_class_recall": 0.9131756095354043,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8264299802761341,
    "lp_acc5": 0.9304733727810651,
    "lp_mean_per_class_recall": 0.8863216276433247,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9368836291913215,
    "lp_acc5": 0.9927679158448389,
    "lp_mean_per_class_recall": 0.9377021360328393,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9235700197238659,
    "lp_acc5": 0.9929322813938198,
    "lp_mean_per_class_recall": 0.9380223075236543,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.84155161078238,
    "lp_acc5": 0.9360618014464168,
    "lp_mean_per_class_recall": 0.9040940703163411,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/caltech101",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8759040105193951,
    "lp_acc5": 0.9889875082182774,
    "lp_mean_per_class_recall": 0.9078186545445049,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/caltech101",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8293885601577909,
    "lp_acc5": 0.9441157133464826,
    "lp_mean_per_class_recall": 0.8744901593240341,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/caltech101",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.6674884944115713,
    "lp_acc5": 0.861439842209073,
    "lp_mean_per_class_recall": 0.5912321288127034,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/caltech101",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9271860618014465,
    "lp_acc5": 0.992603550295858,
    "lp_mean_per_class_recall": 0.9329177344960162,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/caltech101",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8372781065088757,
    "lp_acc5": 0.9544707429322814,
    "lp_mean_per_class_recall": 0.8997900025400134,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/caltech101",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7958579881656804,
    "lp_acc5": 0.9192965154503616,
    "lp_mean_per_class_recall": 0.7997794380010574,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/caltech101",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8864234056541749,
    "lp_acc5": 0.9845496383957922,
    "lp_mean_per_class_recall": 0.9113793983350754,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/caltech101",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8348126232741617,
    "lp_acc5": 0.9524983563445102,
    "lp_mean_per_class_recall": 0.8868109251876346,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/caltech101",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7823800131492439,
    "lp_acc5": 0.9214332675871137,
    "lp_mean_per_class_recall": 0.7866398797542353,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/caltech101",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9303090072320842,
    "lp_acc5": 0.9935897435897436,
    "lp_mean_per_class_recall": 0.9329865702677017,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/caltech101",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8736028928336621,
    "lp_acc5": 0.9830703484549639,
    "lp_mean_per_class_recall": 0.9190635335274101,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/caltech101",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8108152531229454,
    "lp_acc5": 0.9263642340565418,
    "lp_mean_per_class_recall": 0.8534252793721535,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/caltech101",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.89086127547666,
    "lp_acc5": 0.9840565417488495,
    "lp_mean_per_class_recall": 0.9157230648666882,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/caltech101",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8481262327416174,
    "lp_acc5": 0.967948717948718,
    "lp_mean_per_class_recall": 0.8982429463537938,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/caltech101",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8164036817882971,
    "lp_acc5": 0.930802103879027,
    "lp_mean_per_class_recall": 0.8528861224817044,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/caltech101",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9317882971729126,
    "lp_acc5": 0.9932610124917817,
    "lp_mean_per_class_recall": 0.9336346142941718,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/caltech101",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.910913872452334,
    "lp_acc5": 0.9909598948060486,
    "lp_mean_per_class_recall": 0.9309619579033042,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/caltech101",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8187047994740303,
    "lp_acc5": 0.9352399737015121,
    "lp_mean_per_class_recall": 0.876602227765889,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9197896120973044,
    "lp_acc5": 0.9884944115713347,
    "lp_mean_per_class_recall": 0.9362616991799769,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8533859303090072,
    "lp_acc5": 0.9372123602892833,
    "lp_mean_per_class_recall": 0.9037798044078793,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7455621301775148,
    "lp_acc5": 0.8865877712031558,
    "lp_mean_per_class_recall": 0.7110653464403743,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9541420118343196,
    "lp_acc5": 0.9958908612754767,
    "lp_mean_per_class_recall": 0.9478357135283739,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8749178172255095,
    "lp_acc5": 0.9500328731097962,
    "lp_mean_per_class_recall": 0.9265147451332081,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8504273504273504,
    "lp_acc5": 0.9248849441157133,
    "lp_mean_per_class_recall": 0.8909291669060714,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9135437212360289,
    "lp_acc5": 0.9835634451019066,
    "lp_mean_per_class_recall": 0.9345147925426351,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8551939513477975,
    "lp_acc5": 0.9482248520710059,
    "lp_mean_per_class_recall": 0.9104822206427087,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8310322156476002,
    "lp_acc5": 0.9240631163708086,
    "lp_mean_per_class_recall": 0.8586018468031829,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9552925706771861,
    "lp_acc5": 0.9953977646285339,
    "lp_mean_per_class_recall": 0.9509631477548073,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9201183431952663,
    "lp_acc5": 0.985207100591716,
    "lp_mean_per_class_recall": 0.9434997619703427,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8418803418803419,
    "lp_acc5": 0.928007889546351,
    "lp_mean_per_class_recall": 0.9053957169972329,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9150230111768574,
    "lp_acc5": 0.9801117685733071,
    "lp_mean_per_class_recall": 0.9364090518827693,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8767258382642998,
    "lp_acc5": 0.9661406969099277,
    "lp_mean_per_class_recall": 0.9260783308417453,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8517422748191978,
    "lp_acc5": 0.9278435239973701,
    "lp_mean_per_class_recall": 0.9062572319326404,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9557856673241288,
    "lp_acc5": 0.9940828402366864,
    "lp_mean_per_class_recall": 0.9502357939040443,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9513477975016437,
    "lp_acc5": 0.9940828402366864,
    "lp_mean_per_class_recall": 0.9509804138918757,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8461538461538461,
    "lp_acc5": 0.9329388560157791,
    "lp_mean_per_class_recall": 0.9151700702437594,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9028599605522682,
    "lp_acc5": 0.9873438527284681,
    "lp_mean_per_class_recall": 0.9290136790264861,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8433596318211702,
    "lp_acc5": 0.9400065746219592,
    "lp_mean_per_class_recall": 0.8987908777386976,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.675706771860618,
    "lp_acc5": 0.8584812623274162,
    "lp_mean_per_class_recall": 0.7230298132764349,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.955456936226167,
    "lp_acc5": 0.9962195923734385,
    "lp_mean_per_class_recall": 0.9540708642261304,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8719592373438527,
    "lp_acc5": 0.9580867850098619,
    "lp_mean_per_class_recall": 0.9260116126846671,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7953648915187377,
    "lp_acc5": 0.928336620644313,
    "lp_mean_per_class_recall": 0.8677134620513149,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9100920447074293,
    "lp_acc5": 0.9896449704142012,
    "lp_mean_per_class_recall": 0.9359656089463934,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8570019723865878,
    "lp_acc5": 0.950525969756739,
    "lp_mean_per_class_recall": 0.9148557011739932,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8037475345167653,
    "lp_acc5": 0.9291584483892176,
    "lp_mean_per_class_recall": 0.8453221919406076,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9556213017751479,
    "lp_acc5": 0.9955621301775148,
    "lp_mean_per_class_recall": 0.9566974842440967,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9212689020381328,
    "lp_acc5": 0.9861932938856016,
    "lp_mean_per_class_recall": 0.9508221734828924,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8239644970414202,
    "lp_acc5": 0.9347468770545694,
    "lp_mean_per_class_recall": 0.8970015446525281,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9122287968441815,
    "lp_acc5": 0.98767258382643,
    "lp_mean_per_class_recall": 0.9395501961820997,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8803418803418803,
    "lp_acc5": 0.970249835634451,
    "lp_mean_per_class_recall": 0.927267107771361,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8392504930966469,
    "lp_acc5": 0.9363905325443787,
    "lp_mean_per_class_recall": 0.9013536911621174,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.952827087442472,
    "lp_acc5": 0.9939184746877054,
    "lp_mean_per_class_recall": 0.9522628949950488,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9477317554240631,
    "lp_acc5": 0.9944115713346483,
    "lp_mean_per_class_recall": 0.9511327305748103,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8435239973701513,
    "lp_acc5": 0.9413214990138067,
    "lp_mean_per_class_recall": 0.9081290695774281,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9128862590401052,
    "lp_acc5": 0.9916173570019724,
    "lp_mean_per_class_recall": 0.9321769962286456,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.856344510190664,
    "lp_acc5": 0.940664036817883,
    "lp_mean_per_class_recall": 0.9056073640927504,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7629848783694938,
    "lp_acc5": 0.9321170282708744,
    "lp_mean_per_class_recall": 0.7643294696456411,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9567718606180144,
    "lp_acc5": 0.9967126890203813,
    "lp_mean_per_class_recall": 0.9565676026176644,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.873767258382643,
    "lp_acc5": 0.9575936883629191,
    "lp_mean_per_class_recall": 0.9326811454276268,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8671926364234056,
    "lp_acc5": 0.9367192636423406,
    "lp_mean_per_class_recall": 0.8938522511246622,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9219263642340565,
    "lp_acc5": 0.9901380670611439,
    "lp_mean_per_class_recall": 0.9348386529980771,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8665351742274819,
    "lp_acc5": 0.9483892176199868,
    "lp_mean_per_class_recall": 0.9179672900724716,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8468113083497699,
    "lp_acc5": 0.9411571334648258,
    "lp_mean_per_class_recall": 0.8642286075103078,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9582511505588429,
    "lp_acc5": 0.9965483234714004,
    "lp_mean_per_class_recall": 0.9587029999179998,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9260355029585798,
    "lp_acc5": 0.9865220249835635,
    "lp_mean_per_class_recall": 0.9489871011137482,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.848948060486522,
    "lp_acc5": 0.935733070348455,
    "lp_mean_per_class_recall": 0.904514225415318,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9186390532544378,
    "lp_acc5": 0.9883300460223537,
    "lp_mean_per_class_recall": 0.9313696721072503,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8888888888888888,
    "lp_acc5": 0.9714003944773175,
    "lp_mean_per_class_recall": 0.9249719288394885,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8640696909927679,
    "lp_acc5": 0.9409927679158449,
    "lp_mean_per_class_recall": 0.9010114377300036,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9580867850098619,
    "lp_acc5": 0.994904667981591,
    "lp_mean_per_class_recall": 0.9615918814580562,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.953155818540434,
    "lp_acc5": 0.9957264957264957,
    "lp_mean_per_class_recall": 0.9570883581746824,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8474687705456936,
    "lp_acc5": 0.9393491124260355,
    "lp_mean_per_class_recall": 0.9110630302286921,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/caltech101",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8844510190664037,
    "lp_acc5": 0.9911242603550295,
    "lp_mean_per_class_recall": 0.9319514358105947,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/caltech101",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8354700854700855,
    "lp_acc5": 0.9449375410913873,
    "lp_mean_per_class_recall": 0.8954087372498595,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/caltech101",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.4912886259040105,
    "lp_acc5": 0.7713675213675214,
    "lp_mean_per_class_recall": 0.568494717898128,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/caltech101",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9482248520710059,
    "lp_acc5": 0.9952333990795529,
    "lp_mean_per_class_recall": 0.9529700106396063,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/caltech101",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.856344510190664,
    "lp_acc5": 0.9577580539119,
    "lp_mean_per_class_recall": 0.9187113384922316,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/caltech101",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7830374753451677,
    "lp_acc5": 0.9294871794871795,
    "lp_mean_per_class_recall": 0.8417410481154005,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/caltech101",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8906969099276791,
    "lp_acc5": 0.9888231426692965,
    "lp_mean_per_class_recall": 0.9313202884651645,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/caltech101",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.839086127547666,
    "lp_acc5": 0.9478961209730441,
    "lp_mean_per_class_recall": 0.9117099782818615,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/caltech101",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7670940170940171,
    "lp_acc5": 0.9258711374095989,
    "lp_mean_per_class_recall": 0.8072066979948919,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/caltech101",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9495397764628534,
    "lp_acc5": 0.9940828402366864,
    "lp_mean_per_class_recall": 0.9515951413275123,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/caltech101",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.893491124260355,
    "lp_acc5": 0.9830703484549639,
    "lp_mean_per_class_recall": 0.9368729240783858,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/caltech101",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8175542406311637,
    "lp_acc5": 0.9360618014464168,
    "lp_mean_per_class_recall": 0.8820283751939207,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/caltech101",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8918474687705457,
    "lp_acc5": 0.9880013149243918,
    "lp_mean_per_class_recall": 0.9317116721255269,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/caltech101",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8482905982905983,
    "lp_acc5": 0.9689349112426036,
    "lp_mean_per_class_recall": 0.9262220549130524,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/caltech101",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8234714003944773,
    "lp_acc5": 0.9373767258382643,
    "lp_mean_per_class_recall": 0.888380770029152,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/caltech101",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9503616042077581,
    "lp_acc5": 0.9929322813938198,
    "lp_mean_per_class_recall": 0.9506343350590254,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/caltech101",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9301446416831032,
    "lp_acc5": 0.9932610124917817,
    "lp_mean_per_class_recall": 0.947444903443546,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/caltech101",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8354700854700855,
    "lp_acc5": 0.9424720578566732,
    "lp_mean_per_class_recall": 0.8966142079590416,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/caltech101",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.930637738330046,
    "lp_acc5": 0.9952333990795529,
    "lp_mean_per_class_recall": 0.9490980970703117,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/caltech101",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8731097961867192,
    "lp_acc5": 0.9388560157790927,
    "lp_mean_per_class_recall": 0.9341098726051369,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/caltech101",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7744904667981591,
    "lp_acc5": 0.915680473372781,
    "lp_mean_per_class_recall": 0.8120330664178648,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/caltech101",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9633464825772519,
    "lp_acc5": 0.9972057856673241,
    "lp_mean_per_class_recall": 0.9689396489628004,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/caltech101",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8910256410256411,
    "lp_acc5": 0.9625246548323472,
    "lp_mean_per_class_recall": 0.9508366581799416,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/caltech101",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8226495726495726,
    "lp_acc5": 0.9285009861932939,
    "lp_mean_per_class_recall": 0.9068660384082353,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/caltech101",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9255424063116371,
    "lp_acc5": 0.9942472057856673,
    "lp_mean_per_class_recall": 0.9555422743304138,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/caltech101",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8809993425378041,
    "lp_acc5": 0.9490466798159106,
    "lp_mean_per_class_recall": 0.94503311923326,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/caltech101",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8367850098619329,
    "lp_acc5": 0.928336620644313,
    "lp_mean_per_class_recall": 0.8978820702574091,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/caltech101",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9649901380670611,
    "lp_acc5": 0.9970414201183432,
    "lp_mean_per_class_recall": 0.9671474466318448,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/caltech101",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9370479947403024,
    "lp_acc5": 0.9930966469428008,
    "lp_mean_per_class_recall": 0.9650533654941245,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/caltech101",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8356344510190664,
    "lp_acc5": 0.9314595660749507,
    "lp_mean_per_class_recall": 0.9123728688635808,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/caltech101",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9209401709401709,
    "lp_acc5": 0.9912886259040106,
    "lp_mean_per_class_recall": 0.9557815764169652,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/caltech101",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8957922419460881,
    "lp_acc5": 0.9746877054569362,
    "lp_mean_per_class_recall": 0.9524152982582217,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/caltech101",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8652202498356345,
    "lp_acc5": 0.9324457593688363,
    "lp_mean_per_class_recall": 0.9344100177775823,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/caltech101",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9641683103221564,
    "lp_acc5": 0.9967126890203813,
    "lp_mean_per_class_recall": 0.967267864341963,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/caltech101",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9594017094017094,
    "lp_acc5": 0.9970414201183432,
    "lp_mean_per_class_recall": 0.9684673718670019,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/caltech101",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8527284681130834,
    "lp_acc5": 0.9362261669953977,
    "lp_mean_per_class_recall": 0.9288192594648492,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9191321499013807,
    "lp_acc5": 0.9924391847468771,
    "lp_mean_per_class_recall": 0.9284959715034249,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8517422748191978,
    "lp_acc5": 0.9335963182117029,
    "lp_mean_per_class_recall": 0.8962620578299885,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7350427350427351,
    "lp_acc5": 0.8971071663379355,
    "lp_mean_per_class_recall": 0.6750604843365517,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9567718606180144,
    "lp_acc5": 0.9967126890203813,
    "lp_mean_per_class_recall": 0.9545951607618536,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8767258382642998,
    "lp_acc5": 0.9539776462853385,
    "lp_mean_per_class_recall": 0.9258713005271381,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.811801446416831,
    "lp_acc5": 0.9248849441157133,
    "lp_mean_per_class_recall": 0.8617142068875528,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.913379355687048,
    "lp_acc5": 0.9891518737672583,
    "lp_mean_per_class_recall": 0.932197620128865,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8560157790927022,
    "lp_acc5": 0.9434582511505588,
    "lp_mean_per_class_recall": 0.902624949689061,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8298816568047337,
    "lp_acc5": 0.9243918474687706,
    "lp_mean_per_class_recall": 0.8385719453050262,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9569362261669954,
    "lp_acc5": 0.9962195923734385,
    "lp_mean_per_class_recall": 0.9524704975116807,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9204470742932281,
    "lp_acc5": 0.98767258382643,
    "lp_mean_per_class_recall": 0.9468195805748886,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8262656147271532,
    "lp_acc5": 0.9271860618014465,
    "lp_mean_per_class_recall": 0.8891850191422003,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9150230111768574,
    "lp_acc5": 0.9878369493754109,
    "lp_mean_per_class_recall": 0.9299532659328597,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8734385272846811,
    "lp_acc5": 0.9699211045364892,
    "lp_mean_per_class_recall": 0.918206589946581,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8519066403681789,
    "lp_acc5": 0.928172255095332,
    "lp_mean_per_class_recall": 0.891191808577744,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9547994740302432,
    "lp_acc5": 0.9955621301775148,
    "lp_mean_per_class_recall": 0.9503987302666053,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9513477975016437,
    "lp_acc5": 0.995069033530572,
    "lp_mean_per_class_recall": 0.957075616683849,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8369493754109139,
    "lp_acc5": 0.9316239316239316,
    "lp_mean_per_class_recall": 0.9007147816037055,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9150230111768574,
    "lp_acc5": 0.9912886259040106,
    "lp_mean_per_class_recall": 0.939395483979751,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8624260355029586,
    "lp_acc5": 0.9373767258382643,
    "lp_mean_per_class_recall": 0.9285540140264017,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7948717948717948,
    "lp_acc5": 0.9240631163708086,
    "lp_mean_per_class_recall": 0.8322637028025737,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9567718606180144,
    "lp_acc5": 0.997370151216305,
    "lp_mean_per_class_recall": 0.9595550899303197,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.891190006574622,
    "lp_acc5": 0.9638395792241946,
    "lp_mean_per_class_recall": 0.9444631978234304,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8374424720578567,
    "lp_acc5": 0.9319526627218935,
    "lp_mean_per_class_recall": 0.9121175734242266,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.913379355687048,
    "lp_acc5": 0.9922748191978962,
    "lp_mean_per_class_recall": 0.9472222000885363,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8671926364234056,
    "lp_acc5": 0.9464168310322156,
    "lp_mean_per_class_recall": 0.9302975290662129,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8410585141354372,
    "lp_acc5": 0.9311308349769888,
    "lp_mean_per_class_recall": 0.8944245248903945,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9582511505588429,
    "lp_acc5": 0.9970414201183432,
    "lp_mean_per_class_recall": 0.9604437033006112,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9322813938198553,
    "lp_acc5": 0.992603550295858,
    "lp_mean_per_class_recall": 0.9528087153349852,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8456607495069034,
    "lp_acc5": 0.9340894148586456,
    "lp_mean_per_class_recall": 0.9213686285219838,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9114069690992768,
    "lp_acc5": 0.990302432610125,
    "lp_mean_per_class_recall": 0.9474275963224482,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8880670611439843,
    "lp_acc5": 0.9764957264957265,
    "lp_mean_per_class_recall": 0.9390505090010706,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.854043392504931,
    "lp_acc5": 0.9342537804076265,
    "lp_mean_per_class_recall": 0.9206976590071062,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9574293228139382,
    "lp_acc5": 0.9962195923734385,
    "lp_mean_per_class_recall": 0.9615389928072304,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9520052596975674,
    "lp_acc5": 0.9968770545693623,
    "lp_mean_per_class_recall": 0.9594082879822001,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8568376068376068,
    "lp_acc5": 0.9393491124260355,
    "lp_mean_per_class_recall": 0.9280578028924779,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.905982905982906,
    "lp_acc5": 0.9914529914529915,
    "lp_mean_per_class_recall": 0.9523367928800336,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8548652202498357,
    "lp_acc5": 0.9352399737015121,
    "lp_mean_per_class_recall": 0.9404775834798803,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8006245890861275,
    "lp_acc5": 0.9227481919789612,
    "lp_mean_per_class_recall": 0.8226635167368327,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9575936883629191,
    "lp_acc5": 0.9968770545693623,
    "lp_mean_per_class_recall": 0.9698001918505003,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8757396449704142,
    "lp_acc5": 0.9585798816568047,
    "lp_mean_per_class_recall": 0.9532298137483816,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8344838921761999,
    "lp_acc5": 0.9285009861932939,
    "lp_mean_per_class_recall": 0.9228755173713934,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9117357001972387,
    "lp_acc5": 0.9932610124917817,
    "lp_mean_per_class_recall": 0.9556913521504765,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8597961867192636,
    "lp_acc5": 0.9413214990138067,
    "lp_mean_per_class_recall": 0.9446333709792936,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8377712031558185,
    "lp_acc5": 0.9278435239973701,
    "lp_mean_per_class_recall": 0.9125477433643528,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.960223537146614,
    "lp_acc5": 0.9967126890203813,
    "lp_mean_per_class_recall": 0.9713006033770094,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9186390532544378,
    "lp_acc5": 0.9906311637080868,
    "lp_mean_per_class_recall": 0.9625977147948713,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8397435897435898,
    "lp_acc5": 0.9316239316239316,
    "lp_mean_per_class_recall": 0.9290477075893112,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9089414858645628,
    "lp_acc5": 0.9911242603550295,
    "lp_mean_per_class_recall": 0.9555267341269141,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8731097961867192,
    "lp_acc5": 0.9704142011834319,
    "lp_mean_per_class_recall": 0.9511106306063789,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.848948060486522,
    "lp_acc5": 0.9296515450361604,
    "lp_mean_per_class_recall": 0.9362569586504326,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9608809993425378,
    "lp_acc5": 0.9958908612754767,
    "lp_mean_per_class_recall": 0.9753679214237493,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.943129520052597,
    "lp_acc5": 0.9963839579224194,
    "lp_mean_per_class_recall": 0.9667064805984604,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8474687705456936,
    "lp_acc5": 0.9375410913872453,
    "lp_mean_per_class_recall": 0.9352499312759591,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9350756081525312,
    "lp_acc5": 0.9916173570019724,
    "lp_mean_per_class_recall": 0.9669881456483258,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8597961867192636,
    "lp_acc5": 0.9342537804076265,
    "lp_mean_per_class_recall": 0.944977305179028,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8297172912557528,
    "lp_acc5": 0.9237343852728468,
    "lp_mean_per_class_recall": 0.893539712273685,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9700854700854701,
    "lp_acc5": 0.997370151216305,
    "lp_mean_per_class_recall": 0.9744146317387326,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9072978303747534,
    "lp_acc5": 0.9694280078895463,
    "lp_mean_per_class_recall": 0.9671358736381678,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8487836949375411,
    "lp_acc5": 0.930637738330046,
    "lp_mean_per_class_recall": 0.9390093598908353,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9303090072320842,
    "lp_acc5": 0.9945759368836292,
    "lp_mean_per_class_recall": 0.9589635172920788,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8629191321499013,
    "lp_acc5": 0.9501972386587771,
    "lp_mean_per_class_recall": 0.9520749906541097,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8512491781722551,
    "lp_acc5": 0.930637738330046,
    "lp_mean_per_class_recall": 0.9346948764356765,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9715647600262984,
    "lp_acc5": 0.9968770545693623,
    "lp_mean_per_class_recall": 0.9751379439186487,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9521696252465484,
    "lp_acc5": 0.995069033530572,
    "lp_mean_per_class_recall": 0.9719082263595049,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8604536489151874,
    "lp_acc5": 0.9327744904667982,
    "lp_mean_per_class_recall": 0.9465732752159299,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9304733727810651,
    "lp_acc5": 0.9930966469428008,
    "lp_mean_per_class_recall": 0.9624838666689247,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8971071663379355,
    "lp_acc5": 0.982577251808021,
    "lp_mean_per_class_recall": 0.9582988693397744,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8551939513477975,
    "lp_acc5": 0.9362261669953977,
    "lp_mean_per_class_recall": 0.9455986654477486,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.972550953320184,
    "lp_acc5": 0.9965483234714004,
    "lp_mean_per_class_recall": 0.9771678691963848,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9705785667324129,
    "lp_acc5": 0.9970414201183432,
    "lp_mean_per_class_recall": 0.9742447980317599,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8749178172255095,
    "lp_acc5": 0.9388560157790927,
    "lp_mean_per_class_recall": 0.9530691682102388,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9188034188034188,
    "lp_acc5": 0.9891518737672583,
    "lp_mean_per_class_recall": 0.9585011165612972,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8648915187376726,
    "lp_acc5": 0.9365548980933597,
    "lp_mean_per_class_recall": 0.9322045697978402,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8006245890861275,
    "lp_acc5": 0.9179815910585142,
    "lp_mean_per_class_recall": 0.8561704348682077,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9626890203813281,
    "lp_acc5": 0.9972057856673241,
    "lp_mean_per_class_recall": 0.975186417540036,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8951347797501643,
    "lp_acc5": 0.9594017094017094,
    "lp_mean_per_class_recall": 0.9617708371638777,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8550295857988166,
    "lp_acc5": 0.9285009861932939,
    "lp_mean_per_class_recall": 0.9180329365524452,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9265285996055227,
    "lp_acc5": 0.990302432610125,
    "lp_mean_per_class_recall": 0.9583924782635032,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8717948717948718,
    "lp_acc5": 0.9457593688362919,
    "lp_mean_per_class_recall": 0.9473944930603829,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8453320184089415,
    "lp_acc5": 0.9275147928994083,
    "lp_mean_per_class_recall": 0.9039356433943047,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9648257725180802,
    "lp_acc5": 0.9970414201183432,
    "lp_mean_per_class_recall": 0.9752629943594571,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9375410913872453,
    "lp_acc5": 0.9924391847468771,
    "lp_mean_per_class_recall": 0.9689010584403716,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8606180144641683,
    "lp_acc5": 0.9317882971729126,
    "lp_mean_per_class_recall": 0.9310536192909408,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9258711374095989,
    "lp_acc5": 0.9889875082182774,
    "lp_mean_per_class_recall": 0.9583123551810694,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8967784352399737,
    "lp_acc5": 0.9735371466140696,
    "lp_mean_per_class_recall": 0.9577026900094578,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8630834976988823,
    "lp_acc5": 0.9304733727810651,
    "lp_mean_per_class_recall": 0.9318094267501698,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.965483234714004,
    "lp_acc5": 0.9967126890203813,
    "lp_mean_per_class_recall": 0.9762127769458627,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9594017094017094,
    "lp_acc5": 0.9967126890203813,
    "lp_mean_per_class_recall": 0.9735568141733154,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/caltech101",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8760683760683761,
    "lp_acc5": 0.938198553583169,
    "lp_mean_per_class_recall": 0.9445459379866457,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9126,
    "lp_acc5": 0.9963,
    "lp_mean_per_class_recall": 0.9126,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9019,
    "lp_acc5": 0.9949,
    "lp_mean_per_class_recall": 0.9018999999999998,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.2098,
    "lp_acc5": 0.8075,
    "lp_mean_per_class_recall": 0.2096,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9555,
    "lp_acc5": 0.9998,
    "lp_mean_per_class_recall": 0.9555999999999999,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9534,
    "lp_acc5": 0.9996,
    "lp_mean_per_class_recall": 0.9535,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9416,
    "lp_acc5": 0.9992,
    "lp_mean_per_class_recall": 0.9417,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9094,
    "lp_acc5": 0.9966,
    "lp_mean_per_class_recall": 0.9094999999999999,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9059,
    "lp_acc5": 0.9948,
    "lp_mean_per_class_recall": 0.9059000000000001,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.5631,
    "lp_acc5": 0.953,
    "lp_mean_per_class_recall": 0.563,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9549,
    "lp_acc5": 0.9998,
    "lp_mean_per_class_recall": 0.9549,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9564,
    "lp_acc5": 0.9997,
    "lp_mean_per_class_recall": 0.9563,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9458,
    "lp_acc5": 0.9995,
    "lp_mean_per_class_recall": 0.9458,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9049,
    "lp_acc5": 0.9953,
    "lp_mean_per_class_recall": 0.905,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9087,
    "lp_acc5": 0.996,
    "lp_mean_per_class_recall": 0.9087,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8349,
    "lp_acc5": 0.9881,
    "lp_mean_per_class_recall": 0.8349,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9537,
    "lp_acc5": 0.9997,
    "lp_mean_per_class_recall": 0.9538,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9576,
    "lp_acc5": 0.9998,
    "lp_mean_per_class_recall": 0.9573999999999998,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9497,
    "lp_acc5": 0.9995,
    "lp_mean_per_class_recall": 0.9497,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar10",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8774,
    "lp_acc5": 0.9912,
    "lp_mean_per_class_recall": 0.8775000000000001,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar10",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8856,
    "lp_acc5": 0.9943,
    "lp_mean_per_class_recall": 0.8854999999999998,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar10",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.1802,
    "lp_acc5": 0.8156,
    "lp_mean_per_class_recall": 0.1801,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar10",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9497,
    "lp_acc5": 0.9988,
    "lp_mean_per_class_recall": 0.9497,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar10",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9435,
    "lp_acc5": 0.9989,
    "lp_mean_per_class_recall": 0.9435,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar10",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9189,
    "lp_acc5": 0.9977,
    "lp_mean_per_class_recall": 0.9189,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar10",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8907,
    "lp_acc5": 0.9937,
    "lp_mean_per_class_recall": 0.8908000000000001,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar10",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8826,
    "lp_acc5": 0.9944,
    "lp_mean_per_class_recall": 0.8826,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar10",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.612,
    "lp_acc5": 0.9548,
    "lp_mean_per_class_recall": 0.6121,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar10",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9484,
    "lp_acc5": 0.9988,
    "lp_mean_per_class_recall": 0.9484,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar10",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9463,
    "lp_acc5": 0.9988,
    "lp_mean_per_class_recall": 0.9463000000000001,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar10",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9287,
    "lp_acc5": 0.9984,
    "lp_mean_per_class_recall": 0.9287000000000001,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar10",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8881,
    "lp_acc5": 0.9924,
    "lp_mean_per_class_recall": 0.8881,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar10",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8843,
    "lp_acc5": 0.9946,
    "lp_mean_per_class_recall": 0.8843,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar10",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8485,
    "lp_acc5": 0.9891,
    "lp_mean_per_class_recall": 0.8484,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar10",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9473,
    "lp_acc5": 0.9984,
    "lp_mean_per_class_recall": 0.9473,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar10",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9496,
    "lp_acc5": 0.9988,
    "lp_mean_per_class_recall": 0.9497,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar10",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.937,
    "lp_acc5": 0.9988,
    "lp_mean_per_class_recall": 0.9369999999999999,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9285,
    "lp_acc5": 0.9983,
    "lp_mean_per_class_recall": 0.9286,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9209,
    "lp_acc5": 0.9932,
    "lp_mean_per_class_recall": 0.921,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.263,
    "lp_acc5": 0.8528,
    "lp_mean_per_class_recall": 0.2632,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9663,
    "lp_acc5": 0.9997,
    "lp_mean_per_class_recall": 0.9663,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9671,
    "lp_acc5": 0.9998,
    "lp_mean_per_class_recall": 0.9671,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.956,
    "lp_acc5": 0.9993,
    "lp_mean_per_class_recall": 0.9560000000000001,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9337,
    "lp_acc5": 0.9935,
    "lp_mean_per_class_recall": 0.9336,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9288,
    "lp_acc5": 0.993,
    "lp_mean_per_class_recall": 0.9288000000000001,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.6588,
    "lp_acc5": 0.9756,
    "lp_mean_per_class_recall": 0.6588,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9652,
    "lp_acc5": 0.9997,
    "lp_mean_per_class_recall": 0.9652999999999998,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9688,
    "lp_acc5": 0.9998,
    "lp_mean_per_class_recall": 0.9687999999999999,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9601,
    "lp_acc5": 0.9996,
    "lp_mean_per_class_recall": 0.96,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9323,
    "lp_acc5": 0.9937,
    "lp_mean_per_class_recall": 0.9322999999999999,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9317,
    "lp_acc5": 0.9933,
    "lp_mean_per_class_recall": 0.9318,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8856,
    "lp_acc5": 0.9912,
    "lp_mean_per_class_recall": 0.8857000000000002,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9622,
    "lp_acc5": 0.9995,
    "lp_mean_per_class_recall": 0.9624,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9691,
    "lp_acc5": 0.9998,
    "lp_mean_per_class_recall": 0.9690999999999999,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9645,
    "lp_acc5": 0.9997,
    "lp_mean_per_class_recall": 0.9644999999999999,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.918,
    "lp_acc5": 0.9963,
    "lp_mean_per_class_recall": 0.9181000000000001,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9056,
    "lp_acc5": 0.9948,
    "lp_mean_per_class_recall": 0.9055,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.3567,
    "lp_acc5": 0.902,
    "lp_mean_per_class_recall": 0.35660000000000003,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9613,
    "lp_acc5": 0.9997,
    "lp_mean_per_class_recall": 0.9612,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9574,
    "lp_acc5": 0.9993,
    "lp_mean_per_class_recall": 0.9573,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9484,
    "lp_acc5": 0.998,
    "lp_mean_per_class_recall": 0.9483,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9287,
    "lp_acc5": 0.9972,
    "lp_mean_per_class_recall": 0.9287000000000001,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9157,
    "lp_acc5": 0.9956,
    "lp_mean_per_class_recall": 0.9155999999999999,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.6819,
    "lp_acc5": 0.9809,
    "lp_mean_per_class_recall": 0.6815,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9608,
    "lp_acc5": 0.9994,
    "lp_mean_per_class_recall": 0.9608000000000001,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9606,
    "lp_acc5": 0.9996,
    "lp_mean_per_class_recall": 0.9606,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9523,
    "lp_acc5": 0.9987,
    "lp_mean_per_class_recall": 0.9522999999999999,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9274,
    "lp_acc5": 0.9969,
    "lp_mean_per_class_recall": 0.9274000000000001,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9191,
    "lp_acc5": 0.9962,
    "lp_mean_per_class_recall": 0.9191,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8779,
    "lp_acc5": 0.9925,
    "lp_mean_per_class_recall": 0.8777999999999999,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9593,
    "lp_acc5": 0.9996,
    "lp_mean_per_class_recall": 0.9593,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9614,
    "lp_acc5": 0.9996,
    "lp_mean_per_class_recall": 0.9613999999999999,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9562,
    "lp_acc5": 0.9991,
    "lp_mean_per_class_recall": 0.9564,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9388,
    "lp_acc5": 0.9983,
    "lp_mean_per_class_recall": 0.9388,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9253,
    "lp_acc5": 0.9978,
    "lp_mean_per_class_recall": 0.9254000000000001,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.5083,
    "lp_acc5": 0.8871,
    "lp_mean_per_class_recall": 0.5084,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9681,
    "lp_acc5": 0.9998,
    "lp_mean_per_class_recall": 0.9681000000000001,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9652,
    "lp_acc5": 0.9997,
    "lp_mean_per_class_recall": 0.9651,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9559,
    "lp_acc5": 0.9989,
    "lp_mean_per_class_recall": 0.9558,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9379,
    "lp_acc5": 0.9983,
    "lp_mean_per_class_recall": 0.938,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9324,
    "lp_acc5": 0.9982,
    "lp_mean_per_class_recall": 0.9324,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7945,
    "lp_acc5": 0.9833,
    "lp_mean_per_class_recall": 0.7943999999999999,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9658,
    "lp_acc5": 0.9998,
    "lp_mean_per_class_recall": 0.9658,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9669,
    "lp_acc5": 0.9998,
    "lp_mean_per_class_recall": 0.9669000000000001,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9598,
    "lp_acc5": 0.9992,
    "lp_mean_per_class_recall": 0.9597999999999999,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9374,
    "lp_acc5": 0.9983,
    "lp_mean_per_class_recall": 0.9374,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9347,
    "lp_acc5": 0.9984,
    "lp_mean_per_class_recall": 0.9348000000000001,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9104,
    "lp_acc5": 0.9961,
    "lp_mean_per_class_recall": 0.9103999999999999,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9642,
    "lp_acc5": 0.9997,
    "lp_mean_per_class_recall": 0.9642000000000002,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9683,
    "lp_acc5": 0.9998,
    "lp_mean_per_class_recall": 0.9682999999999999,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9638,
    "lp_acc5": 0.9995,
    "lp_mean_per_class_recall": 0.9639,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar10",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9153,
    "lp_acc5": 0.9943,
    "lp_mean_per_class_recall": 0.9153,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar10",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9006,
    "lp_acc5": 0.9905,
    "lp_mean_per_class_recall": 0.9004999999999999,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar10",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.295,
    "lp_acc5": 0.7439,
    "lp_mean_per_class_recall": 0.2949,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar10",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.959,
    "lp_acc5": 0.9998,
    "lp_mean_per_class_recall": 0.9589000000000001,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar10",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9503,
    "lp_acc5": 0.9991,
    "lp_mean_per_class_recall": 0.9503,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar10",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9341,
    "lp_acc5": 0.9985,
    "lp_mean_per_class_recall": 0.9340999999999999,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar10",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9162,
    "lp_acc5": 0.9953,
    "lp_mean_per_class_recall": 0.9162000000000001,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar10",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9104,
    "lp_acc5": 0.9943,
    "lp_mean_per_class_recall": 0.9103000000000001,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar10",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.5521,
    "lp_acc5": 0.91,
    "lp_mean_per_class_recall": 0.5517,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar10",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9598,
    "lp_acc5": 0.9998,
    "lp_mean_per_class_recall": 0.9598000000000001,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar10",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.955,
    "lp_acc5": 0.9993,
    "lp_mean_per_class_recall": 0.9550000000000001,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar10",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9381,
    "lp_acc5": 0.9989,
    "lp_mean_per_class_recall": 0.9380999999999998,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar10",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9159,
    "lp_acc5": 0.9958,
    "lp_mean_per_class_recall": 0.9158,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar10",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9127,
    "lp_acc5": 0.9945,
    "lp_mean_per_class_recall": 0.9128000000000001,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar10",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8253,
    "lp_acc5": 0.9876,
    "lp_mean_per_class_recall": 0.8252,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar10",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.957,
    "lp_acc5": 0.9997,
    "lp_mean_per_class_recall": 0.9569999999999999,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar10",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9575,
    "lp_acc5": 0.9996,
    "lp_mean_per_class_recall": 0.9574999999999999,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar10",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9446,
    "lp_acc5": 0.999,
    "lp_mean_per_class_recall": 0.9447000000000001,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar10",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9502,
    "lp_acc5": 0.9965,
    "lp_mean_per_class_recall": 0.9503,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar10",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9402,
    "lp_acc5": 0.997,
    "lp_mean_per_class_recall": 0.9402000000000001,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar10",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.4769,
    "lp_acc5": 0.8609,
    "lp_mean_per_class_recall": 0.47700000000000004,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar10",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9802,
    "lp_acc5": 0.9997,
    "lp_mean_per_class_recall": 0.9802000000000002,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar10",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9772,
    "lp_acc5": 0.9996,
    "lp_mean_per_class_recall": 0.9772999999999998,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar10",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9699,
    "lp_acc5": 0.999,
    "lp_mean_per_class_recall": 0.9699,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar10",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9556,
    "lp_acc5": 0.9965,
    "lp_mean_per_class_recall": 0.9555,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar10",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.95,
    "lp_acc5": 0.9962,
    "lp_mean_per_class_recall": 0.95,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar10",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8602,
    "lp_acc5": 0.9891,
    "lp_mean_per_class_recall": 0.8601999999999999,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar10",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9788,
    "lp_acc5": 0.9997,
    "lp_mean_per_class_recall": 0.9788,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar10",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9792,
    "lp_acc5": 0.9996,
    "lp_mean_per_class_recall": 0.9792,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar10",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9719,
    "lp_acc5": 0.9992,
    "lp_mean_per_class_recall": 0.9719,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar10",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9548,
    "lp_acc5": 0.9965,
    "lp_mean_per_class_recall": 0.9549,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar10",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.951,
    "lp_acc5": 0.9966,
    "lp_mean_per_class_recall": 0.951,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar10",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9277,
    "lp_acc5": 0.9962,
    "lp_mean_per_class_recall": 0.9277,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar10",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9776,
    "lp_acc5": 0.9995,
    "lp_mean_per_class_recall": 0.9776,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar10",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9805,
    "lp_acc5": 0.9997,
    "lp_mean_per_class_recall": 0.9804999999999999,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar10",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.975,
    "lp_acc5": 0.9995,
    "lp_mean_per_class_recall": 0.975,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.934,
    "lp_acc5": 0.9973,
    "lp_mean_per_class_recall": 0.9339999999999999,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9261,
    "lp_acc5": 0.9937,
    "lp_mean_per_class_recall": 0.9260999999999999,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.2621,
    "lp_acc5": 0.8845,
    "lp_mean_per_class_recall": 0.26199999999999996,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9677,
    "lp_acc5": 0.9998,
    "lp_mean_per_class_recall": 0.9676999999999998,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9672,
    "lp_acc5": 1.0,
    "lp_mean_per_class_recall": 0.9671999999999998,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9577,
    "lp_acc5": 0.9994,
    "lp_mean_per_class_recall": 0.9577,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9396,
    "lp_acc5": 0.9968,
    "lp_mean_per_class_recall": 0.9395999999999999,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9346,
    "lp_acc5": 0.9939,
    "lp_mean_per_class_recall": 0.9346,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.6852,
    "lp_acc5": 0.9807,
    "lp_mean_per_class_recall": 0.685,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9673,
    "lp_acc5": 0.9998,
    "lp_mean_per_class_recall": 0.9673999999999998,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9688,
    "lp_acc5": 1.0,
    "lp_mean_per_class_recall": 0.9687999999999999,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.961,
    "lp_acc5": 0.9995,
    "lp_mean_per_class_recall": 0.9611000000000001,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9381,
    "lp_acc5": 0.9968,
    "lp_mean_per_class_recall": 0.9380999999999998,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9364,
    "lp_acc5": 0.9952,
    "lp_mean_per_class_recall": 0.9363999999999999,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8999,
    "lp_acc5": 0.9925,
    "lp_mean_per_class_recall": 0.8998000000000002,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9653,
    "lp_acc5": 0.9996,
    "lp_mean_per_class_recall": 0.9653,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.969,
    "lp_acc5": 0.9999,
    "lp_mean_per_class_recall": 0.9690000000000001,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9646,
    "lp_acc5": 0.9998,
    "lp_mean_per_class_recall": 0.9647,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9501,
    "lp_acc5": 0.998,
    "lp_mean_per_class_recall": 0.9501,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9393,
    "lp_acc5": 0.9982,
    "lp_mean_per_class_recall": 0.9393,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.6518,
    "lp_acc5": 0.9615,
    "lp_mean_per_class_recall": 0.6524,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9778,
    "lp_acc5": 1.0,
    "lp_mean_per_class_recall": 0.9777999999999999,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9766,
    "lp_acc5": 0.9998,
    "lp_mean_per_class_recall": 0.9766,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9687,
    "lp_acc5": 0.9998,
    "lp_mean_per_class_recall": 0.9686999999999999,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9575,
    "lp_acc5": 0.9988,
    "lp_mean_per_class_recall": 0.9574999999999999,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9433,
    "lp_acc5": 0.9979,
    "lp_mean_per_class_recall": 0.9433,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8816,
    "lp_acc5": 0.9924,
    "lp_mean_per_class_recall": 0.8815999999999999,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9755,
    "lp_acc5": 0.9999,
    "lp_mean_per_class_recall": 0.9755,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9778,
    "lp_acc5": 0.9999,
    "lp_mean_per_class_recall": 0.9779,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9715,
    "lp_acc5": 0.9997,
    "lp_mean_per_class_recall": 0.9715,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9566,
    "lp_acc5": 0.9988,
    "lp_mean_per_class_recall": 0.9566000000000001,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9475,
    "lp_acc5": 0.9978,
    "lp_mean_per_class_recall": 0.9475,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9298,
    "lp_acc5": 0.9967,
    "lp_mean_per_class_recall": 0.9299,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9744,
    "lp_acc5": 0.9998,
    "lp_mean_per_class_recall": 0.9744000000000002,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9785,
    "lp_acc5": 1.0,
    "lp_mean_per_class_recall": 0.9783999999999999,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9742,
    "lp_acc5": 0.9998,
    "lp_mean_per_class_recall": 0.9741000000000002,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9668,
    "lp_acc5": 0.9985,
    "lp_mean_per_class_recall": 0.9668000000000001,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9585,
    "lp_acc5": 0.9974,
    "lp_mean_per_class_recall": 0.9585000000000001,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.5244,
    "lp_acc5": 0.9484,
    "lp_mean_per_class_recall": 0.5241,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9833,
    "lp_acc5": 0.9997,
    "lp_mean_per_class_recall": 0.9833000000000001,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9841,
    "lp_acc5": 0.9998,
    "lp_mean_per_class_recall": 0.9841000000000001,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9805,
    "lp_acc5": 0.9996,
    "lp_mean_per_class_recall": 0.9804999999999999,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9698,
    "lp_acc5": 0.9981,
    "lp_mean_per_class_recall": 0.9697999999999999,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9629,
    "lp_acc5": 0.9967,
    "lp_mean_per_class_recall": 0.9629,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8615,
    "lp_acc5": 0.9969,
    "lp_mean_per_class_recall": 0.8615,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9812,
    "lp_acc5": 0.9998,
    "lp_mean_per_class_recall": 0.9811,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.984,
    "lp_acc5": 0.9998,
    "lp_mean_per_class_recall": 0.984,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9812,
    "lp_acc5": 0.9996,
    "lp_mean_per_class_recall": 0.9812,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9691,
    "lp_acc5": 0.9979,
    "lp_mean_per_class_recall": 0.9691000000000001,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.965,
    "lp_acc5": 0.997,
    "lp_mean_per_class_recall": 0.9650000000000001,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9495,
    "lp_acc5": 0.9976,
    "lp_mean_per_class_recall": 0.9495000000000001,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9799,
    "lp_acc5": 0.9997,
    "lp_mean_per_class_recall": 0.9799,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9837,
    "lp_acc5": 0.9998,
    "lp_mean_per_class_recall": 0.9837,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9828,
    "lp_acc5": 0.9998,
    "lp_mean_per_class_recall": 0.9828000000000001,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9747,
    "lp_acc5": 0.999,
    "lp_mean_per_class_recall": 0.9747,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9688,
    "lp_acc5": 0.999,
    "lp_mean_per_class_recall": 0.9688000000000001,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7816,
    "lp_acc5": 0.9811,
    "lp_mean_per_class_recall": 0.7817000000000001,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9883,
    "lp_acc5": 0.9998,
    "lp_mean_per_class_recall": 0.9883,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9894,
    "lp_acc5": 0.9998,
    "lp_mean_per_class_recall": 0.9893999999999998,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9861,
    "lp_acc5": 0.9998,
    "lp_mean_per_class_recall": 0.9861000000000001,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9741,
    "lp_acc5": 0.9988,
    "lp_mean_per_class_recall": 0.9741,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9724,
    "lp_acc5": 0.9987,
    "lp_mean_per_class_recall": 0.9724,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.936,
    "lp_acc5": 0.9964,
    "lp_mean_per_class_recall": 0.9359999999999999,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9875,
    "lp_acc5": 0.9997,
    "lp_mean_per_class_recall": 0.9875,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9891,
    "lp_acc5": 0.9998,
    "lp_mean_per_class_recall": 0.9891,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9866,
    "lp_acc5": 0.9998,
    "lp_mean_per_class_recall": 0.9865999999999999,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9731,
    "lp_acc5": 0.9987,
    "lp_mean_per_class_recall": 0.9731,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9727,
    "lp_acc5": 0.9988,
    "lp_mean_per_class_recall": 0.9727,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9617,
    "lp_acc5": 0.9986,
    "lp_mean_per_class_recall": 0.9616999999999999,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9863,
    "lp_acc5": 0.9998,
    "lp_mean_per_class_recall": 0.9863,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9885,
    "lp_acc5": 0.9998,
    "lp_mean_per_class_recall": 0.9884999999999999,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9882,
    "lp_acc5": 0.9998,
    "lp_mean_per_class_recall": 0.9883,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.975,
    "lp_acc5": 0.9999,
    "lp_mean_per_class_recall": 0.9749000000000001,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9637,
    "lp_acc5": 0.9986,
    "lp_mean_per_class_recall": 0.9638,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7276,
    "lp_acc5": 0.9646,
    "lp_mean_per_class_recall": 0.7278,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.987,
    "lp_acc5": 0.9998,
    "lp_mean_per_class_recall": 0.9870000000000001,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9875,
    "lp_acc5": 0.9998,
    "lp_mean_per_class_recall": 0.9875,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9849,
    "lp_acc5": 0.9998,
    "lp_mean_per_class_recall": 0.9849,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9683,
    "lp_acc5": 0.9992,
    "lp_mean_per_class_recall": 0.9682999999999999,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9649,
    "lp_acc5": 0.9987,
    "lp_mean_per_class_recall": 0.9649000000000001,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8982,
    "lp_acc5": 0.9927,
    "lp_mean_per_class_recall": 0.8982999999999999,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9864,
    "lp_acc5": 0.9999,
    "lp_mean_per_class_recall": 0.9865,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9874,
    "lp_acc5": 0.9998,
    "lp_mean_per_class_recall": 0.9874,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9854,
    "lp_acc5": 0.9998,
    "lp_mean_per_class_recall": 0.9855,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.969,
    "lp_acc5": 0.9992,
    "lp_mean_per_class_recall": 0.969,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9668,
    "lp_acc5": 0.9992,
    "lp_mean_per_class_recall": 0.9667999999999999,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9474,
    "lp_acc5": 0.9971,
    "lp_mean_per_class_recall": 0.9474,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9844,
    "lp_acc5": 0.9999,
    "lp_mean_per_class_recall": 0.9843999999999999,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9871,
    "lp_acc5": 0.9998,
    "lp_mean_per_class_recall": 0.9870999999999999,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar10",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9868,
    "lp_acc5": 0.9998,
    "lp_mean_per_class_recall": 0.9868,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7009,
    "lp_acc5": 0.9221,
    "lp_mean_per_class_recall": 0.7008,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.668,
    "lp_acc5": 0.9166,
    "lp_mean_per_class_recall": 0.6680000000000001,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.3583,
    "lp_acc5": 0.6449,
    "lp_mean_per_class_recall": 0.35830000000000006,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.823,
    "lp_acc5": 0.9691,
    "lp_mean_per_class_recall": 0.823,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8178,
    "lp_acc5": 0.9694,
    "lp_mean_per_class_recall": 0.8177,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7649,
    "lp_acc5": 0.9491,
    "lp_mean_per_class_recall": 0.7649000000000001,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7028,
    "lp_acc5": 0.9246,
    "lp_mean_per_class_recall": 0.7028000000000002,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.6842,
    "lp_acc5": 0.921,
    "lp_mean_per_class_recall": 0.6842000000000001,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.5624,
    "lp_acc5": 0.8511,
    "lp_mean_per_class_recall": 0.5623,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8158,
    "lp_acc5": 0.9659,
    "lp_mean_per_class_recall": 0.8158,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8265,
    "lp_acc5": 0.9723,
    "lp_mean_per_class_recall": 0.8264999999999999,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7835,
    "lp_acc5": 0.9556,
    "lp_mean_per_class_recall": 0.7834999999999998,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.6981,
    "lp_acc5": 0.9211,
    "lp_mean_per_class_recall": 0.6979999999999998,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7013,
    "lp_acc5": 0.9259,
    "lp_mean_per_class_recall": 0.7010000000000001,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.6553,
    "lp_acc5": 0.9056,
    "lp_mean_per_class_recall": 0.6554000000000001,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8057,
    "lp_acc5": 0.9631,
    "lp_mean_per_class_recall": 0.8058,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8299,
    "lp_acc5": 0.9719,
    "lp_mean_per_class_recall": 0.8301000000000002,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8004,
    "lp_acc5": 0.9623,
    "lp_mean_per_class_recall": 0.8005000000000001,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar100",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.6258,
    "lp_acc5": 0.881,
    "lp_mean_per_class_recall": 0.6257999999999999,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar100",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.5711,
    "lp_acc5": 0.8626,
    "lp_mean_per_class_recall": 0.5709,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar100",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.1924,
    "lp_acc5": 0.4383,
    "lp_mean_per_class_recall": 0.1923,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar100",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7967,
    "lp_acc5": 0.9613,
    "lp_mean_per_class_recall": 0.7968000000000001,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar100",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7637,
    "lp_acc5": 0.9496,
    "lp_mean_per_class_recall": 0.7637,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar100",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.6825,
    "lp_acc5": 0.9146,
    "lp_mean_per_class_recall": 0.6825999999999999,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar100",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.6458,
    "lp_acc5": 0.8952,
    "lp_mean_per_class_recall": 0.6457999999999999,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar100",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.5932,
    "lp_acc5": 0.8723,
    "lp_mean_per_class_recall": 0.593,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar100",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.4186,
    "lp_acc5": 0.7283,
    "lp_mean_per_class_recall": 0.41859999999999997,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar100",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7935,
    "lp_acc5": 0.9609,
    "lp_mean_per_class_recall": 0.7936,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar100",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7821,
    "lp_acc5": 0.9556,
    "lp_mean_per_class_recall": 0.7822999999999999,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar100",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7073,
    "lp_acc5": 0.9234,
    "lp_mean_per_class_recall": 0.7073999999999999,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar100",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.6426,
    "lp_acc5": 0.8896,
    "lp_mean_per_class_recall": 0.6428,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar100",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.6131,
    "lp_acc5": 0.8787,
    "lp_mean_per_class_recall": 0.6130000000000001,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar100",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.5429,
    "lp_acc5": 0.8405,
    "lp_mean_per_class_recall": 0.5425,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar100",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7842,
    "lp_acc5": 0.9576,
    "lp_mean_per_class_recall": 0.7842999999999999,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar100",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7926,
    "lp_acc5": 0.9606,
    "lp_mean_per_class_recall": 0.7925999999999999,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar100",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7346,
    "lp_acc5": 0.936,
    "lp_mean_per_class_recall": 0.7345,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7531,
    "lp_acc5": 0.9415,
    "lp_mean_per_class_recall": 0.7530000000000001,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7241,
    "lp_acc5": 0.9391,
    "lp_mean_per_class_recall": 0.7240000000000001,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.4383,
    "lp_acc5": 0.7277,
    "lp_mean_per_class_recall": 0.4382,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8547,
    "lp_acc5": 0.9765,
    "lp_mean_per_class_recall": 0.8545000000000001,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8471,
    "lp_acc5": 0.9762,
    "lp_mean_per_class_recall": 0.8469999999999999,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8001,
    "lp_acc5": 0.9622,
    "lp_mean_per_class_recall": 0.8002000000000001,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.753,
    "lp_acc5": 0.9432,
    "lp_mean_per_class_recall": 0.7528999999999999,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7388,
    "lp_acc5": 0.9426,
    "lp_mean_per_class_recall": 0.7386000000000001,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.64,
    "lp_acc5": 0.8886,
    "lp_mean_per_class_recall": 0.6397999999999999,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8513,
    "lp_acc5": 0.9745,
    "lp_mean_per_class_recall": 0.8513,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.853,
    "lp_acc5": 0.9779,
    "lp_mean_per_class_recall": 0.853,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8179,
    "lp_acc5": 0.9661,
    "lp_mean_per_class_recall": 0.8177,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7504,
    "lp_acc5": 0.9401,
    "lp_mean_per_class_recall": 0.7502000000000001,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7523,
    "lp_acc5": 0.9451,
    "lp_mean_per_class_recall": 0.7522999999999999,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7157,
    "lp_acc5": 0.9305,
    "lp_mean_per_class_recall": 0.7156,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8417,
    "lp_acc5": 0.9709,
    "lp_mean_per_class_recall": 0.8417999999999999,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8581,
    "lp_acc5": 0.9789,
    "lp_mean_per_class_recall": 0.8581,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.833,
    "lp_acc5": 0.9722,
    "lp_mean_per_class_recall": 0.8332,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7286,
    "lp_acc5": 0.9314,
    "lp_mean_per_class_recall": 0.7286,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.6856,
    "lp_acc5": 0.9235,
    "lp_mean_per_class_recall": 0.6855999999999999,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.3444,
    "lp_acc5": 0.6696,
    "lp_mean_per_class_recall": 0.3444,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8333,
    "lp_acc5": 0.974,
    "lp_mean_per_class_recall": 0.8333000000000002,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8276,
    "lp_acc5": 0.973,
    "lp_mean_per_class_recall": 0.8277,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7784,
    "lp_acc5": 0.9553,
    "lp_mean_per_class_recall": 0.7784,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7312,
    "lp_acc5": 0.9289,
    "lp_mean_per_class_recall": 0.7311,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7066,
    "lp_acc5": 0.9279,
    "lp_mean_per_class_recall": 0.7067999999999999,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.5721,
    "lp_acc5": 0.8553,
    "lp_mean_per_class_recall": 0.572,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8284,
    "lp_acc5": 0.9721,
    "lp_mean_per_class_recall": 0.8284999999999998,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8376,
    "lp_acc5": 0.9744,
    "lp_mean_per_class_recall": 0.8376000000000002,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7964,
    "lp_acc5": 0.9609,
    "lp_mean_per_class_recall": 0.7962000000000002,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7284,
    "lp_acc5": 0.9261,
    "lp_mean_per_class_recall": 0.7283,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7222,
    "lp_acc5": 0.9312,
    "lp_mean_per_class_recall": 0.7225,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.6668,
    "lp_acc5": 0.9089,
    "lp_mean_per_class_recall": 0.6668,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8187,
    "lp_acc5": 0.9687,
    "lp_mean_per_class_recall": 0.8186999999999999,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8396,
    "lp_acc5": 0.9758,
    "lp_mean_per_class_recall": 0.8397,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8139,
    "lp_acc5": 0.968,
    "lp_mean_per_class_recall": 0.8137999999999999,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7375,
    "lp_acc5": 0.936,
    "lp_mean_per_class_recall": 0.7373999999999999,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7177,
    "lp_acc5": 0.9277,
    "lp_mean_per_class_recall": 0.7177999999999999,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.4903,
    "lp_acc5": 0.7647,
    "lp_mean_per_class_recall": 0.49039999999999995,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.844,
    "lp_acc5": 0.9752,
    "lp_mean_per_class_recall": 0.8439,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8429,
    "lp_acc5": 0.9756,
    "lp_mean_per_class_recall": 0.8428999999999999,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7994,
    "lp_acc5": 0.9623,
    "lp_mean_per_class_recall": 0.7994,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7392,
    "lp_acc5": 0.9337,
    "lp_mean_per_class_recall": 0.7393000000000001,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7313,
    "lp_acc5": 0.9335,
    "lp_mean_per_class_recall": 0.7313999999999998,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.6466,
    "lp_acc5": 0.8842,
    "lp_mean_per_class_recall": 0.6464,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8361,
    "lp_acc5": 0.9711,
    "lp_mean_per_class_recall": 0.836,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8501,
    "lp_acc5": 0.9764,
    "lp_mean_per_class_recall": 0.8497000000000001,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8128,
    "lp_acc5": 0.9656,
    "lp_mean_per_class_recall": 0.8130000000000002,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7371,
    "lp_acc5": 0.9325,
    "lp_mean_per_class_recall": 0.7369000000000001,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7427,
    "lp_acc5": 0.9371,
    "lp_mean_per_class_recall": 0.7426999999999999,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7038,
    "lp_acc5": 0.919,
    "lp_mean_per_class_recall": 0.7039,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8274,
    "lp_acc5": 0.9683,
    "lp_mean_per_class_recall": 0.8275999999999998,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8489,
    "lp_acc5": 0.977,
    "lp_mean_per_class_recall": 0.8486,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8291,
    "lp_acc5": 0.9705,
    "lp_mean_per_class_recall": 0.8289,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar100",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.6788,
    "lp_acc5": 0.9044,
    "lp_mean_per_class_recall": 0.6789999999999999,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar100",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.6289,
    "lp_acc5": 0.8908,
    "lp_mean_per_class_recall": 0.6289,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar100",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.2117,
    "lp_acc5": 0.4858,
    "lp_mean_per_class_recall": 0.21170000000000003,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar100",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8225,
    "lp_acc5": 0.9698,
    "lp_mean_per_class_recall": 0.8223000000000001,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar100",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7943,
    "lp_acc5": 0.9606,
    "lp_mean_per_class_recall": 0.7944,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar100",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7246,
    "lp_acc5": 0.9318,
    "lp_mean_per_class_recall": 0.7249,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar100",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.6995,
    "lp_acc5": 0.9173,
    "lp_mean_per_class_recall": 0.6992999999999999,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar100",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.6516,
    "lp_acc5": 0.8987,
    "lp_mean_per_class_recall": 0.6517000000000001,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar100",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.4792,
    "lp_acc5": 0.783,
    "lp_mean_per_class_recall": 0.4792,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar100",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8208,
    "lp_acc5": 0.9665,
    "lp_mean_per_class_recall": 0.8208000000000001,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar100",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8084,
    "lp_acc5": 0.966,
    "lp_mean_per_class_recall": 0.8085,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar100",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7442,
    "lp_acc5": 0.9401,
    "lp_mean_per_class_recall": 0.7440999999999999,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar100",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.6967,
    "lp_acc5": 0.9148,
    "lp_mean_per_class_recall": 0.6965,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar100",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.6667,
    "lp_acc5": 0.9045,
    "lp_mean_per_class_recall": 0.6666000000000001,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar100",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.617,
    "lp_acc5": 0.8803,
    "lp_mean_per_class_recall": 0.6169,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar100",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8153,
    "lp_acc5": 0.9644,
    "lp_mean_per_class_recall": 0.8154,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar100",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.815,
    "lp_acc5": 0.9686,
    "lp_mean_per_class_recall": 0.8147000000000001,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar100",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7658,
    "lp_acc5": 0.9493,
    "lp_mean_per_class_recall": 0.7659999999999999,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar100",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7639,
    "lp_acc5": 0.9419,
    "lp_mean_per_class_recall": 0.7639,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar100",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7196,
    "lp_acc5": 0.9286,
    "lp_mean_per_class_recall": 0.7197000000000001,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar100",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.3345,
    "lp_acc5": 0.6743,
    "lp_mean_per_class_recall": 0.3345,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar100",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8694,
    "lp_acc5": 0.9792,
    "lp_mean_per_class_recall": 0.8695000000000002,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar100",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8602,
    "lp_acc5": 0.9767,
    "lp_mean_per_class_recall": 0.8603000000000002,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar100",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8187,
    "lp_acc5": 0.9613,
    "lp_mean_per_class_recall": 0.8186999999999999,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar100",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7738,
    "lp_acc5": 0.9426,
    "lp_mean_per_class_recall": 0.7741000000000001,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar100",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7375,
    "lp_acc5": 0.9351,
    "lp_mean_per_class_recall": 0.7376999999999999,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar100",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.6132,
    "lp_acc5": 0.8609,
    "lp_mean_per_class_recall": 0.6133,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar100",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8644,
    "lp_acc5": 0.977,
    "lp_mean_per_class_recall": 0.8644,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar100",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8665,
    "lp_acc5": 0.9786,
    "lp_mean_per_class_recall": 0.8665999999999998,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar100",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.833,
    "lp_acc5": 0.9646,
    "lp_mean_per_class_recall": 0.8331000000000001,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar100",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7729,
    "lp_acc5": 0.9426,
    "lp_mean_per_class_recall": 0.7726000000000001,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar100",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7567,
    "lp_acc5": 0.9398,
    "lp_mean_per_class_recall": 0.7567,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar100",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7041,
    "lp_acc5": 0.9147,
    "lp_mean_per_class_recall": 0.7043,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar100",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8577,
    "lp_acc5": 0.9747,
    "lp_mean_per_class_recall": 0.8580999999999999,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar100",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.869,
    "lp_acc5": 0.9794,
    "lp_mean_per_class_recall": 0.8692,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/cifar100",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8457,
    "lp_acc5": 0.9708,
    "lp_mean_per_class_recall": 0.8458000000000001,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.745,
    "lp_acc5": 0.9339,
    "lp_mean_per_class_recall": 0.7449999999999999,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7097,
    "lp_acc5": 0.9293,
    "lp_mean_per_class_recall": 0.7097,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.4137,
    "lp_acc5": 0.7181,
    "lp_mean_per_class_recall": 0.41409999999999997,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8464,
    "lp_acc5": 0.9738,
    "lp_mean_per_class_recall": 0.8464,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8385,
    "lp_acc5": 0.9736,
    "lp_mean_per_class_recall": 0.8386000000000001,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7884,
    "lp_acc5": 0.9589,
    "lp_mean_per_class_recall": 0.7883,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7421,
    "lp_acc5": 0.9389,
    "lp_mean_per_class_recall": 0.7423000000000001,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7224,
    "lp_acc5": 0.936,
    "lp_mean_per_class_recall": 0.7225999999999999,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.6249,
    "lp_acc5": 0.8871,
    "lp_mean_per_class_recall": 0.6247999999999999,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8412,
    "lp_acc5": 0.9722,
    "lp_mean_per_class_recall": 0.8412999999999999,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8459,
    "lp_acc5": 0.9753,
    "lp_mean_per_class_recall": 0.8462000000000001,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8082,
    "lp_acc5": 0.9638,
    "lp_mean_per_class_recall": 0.8081999999999999,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7392,
    "lp_acc5": 0.9366,
    "lp_mean_per_class_recall": 0.7386999999999999,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7368,
    "lp_acc5": 0.9405,
    "lp_mean_per_class_recall": 0.7370000000000002,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.6999,
    "lp_acc5": 0.9254,
    "lp_mean_per_class_recall": 0.7000000000000002,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8322,
    "lp_acc5": 0.9691,
    "lp_mean_per_class_recall": 0.8321999999999998,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8499,
    "lp_acc5": 0.9755,
    "lp_mean_per_class_recall": 0.8498000000000002,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8269,
    "lp_acc5": 0.9693,
    "lp_mean_per_class_recall": 0.8268000000000001,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7879,
    "lp_acc5": 0.9544,
    "lp_mean_per_class_recall": 0.7880000000000001,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7657,
    "lp_acc5": 0.9465,
    "lp_mean_per_class_recall": 0.7654,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.5881,
    "lp_acc5": 0.8559,
    "lp_mean_per_class_recall": 0.5885000000000001,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8699,
    "lp_acc5": 0.9805,
    "lp_mean_per_class_recall": 0.8699000000000002,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8733,
    "lp_acc5": 0.9828,
    "lp_mean_per_class_recall": 0.8731,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8352,
    "lp_acc5": 0.9695,
    "lp_mean_per_class_recall": 0.8352000000000003,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7829,
    "lp_acc5": 0.9537,
    "lp_mean_per_class_recall": 0.7831,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.778,
    "lp_acc5": 0.9544,
    "lp_mean_per_class_recall": 0.7780999999999999,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.717,
    "lp_acc5": 0.9237,
    "lp_mean_per_class_recall": 0.7171,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8623,
    "lp_acc5": 0.9781,
    "lp_mean_per_class_recall": 0.8624,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8782,
    "lp_acc5": 0.9828,
    "lp_mean_per_class_recall": 0.8781000000000002,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.85,
    "lp_acc5": 0.9741,
    "lp_mean_per_class_recall": 0.8499000000000002,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7819,
    "lp_acc5": 0.9525,
    "lp_mean_per_class_recall": 0.7818999999999999,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7899,
    "lp_acc5": 0.9564,
    "lp_mean_per_class_recall": 0.7898999999999999,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7602,
    "lp_acc5": 0.9421,
    "lp_mean_per_class_recall": 0.7604,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8549,
    "lp_acc5": 0.9753,
    "lp_mean_per_class_recall": 0.8549000000000001,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8744,
    "lp_acc5": 0.9822,
    "lp_mean_per_class_recall": 0.8744,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8647,
    "lp_acc5": 0.9803,
    "lp_mean_per_class_recall": 0.8645999999999999,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8369,
    "lp_acc5": 0.9664,
    "lp_mean_per_class_recall": 0.8368000000000001,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8142,
    "lp_acc5": 0.9634,
    "lp_mean_per_class_recall": 0.814,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.578,
    "lp_acc5": 0.8562,
    "lp_mean_per_class_recall": 0.5779,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8936,
    "lp_acc5": 0.9843,
    "lp_mean_per_class_recall": 0.8935999999999998,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8986,
    "lp_acc5": 0.9858,
    "lp_mean_per_class_recall": 0.8984999999999999,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8708,
    "lp_acc5": 0.9787,
    "lp_mean_per_class_recall": 0.8707999999999998,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8292,
    "lp_acc5": 0.9669,
    "lp_mean_per_class_recall": 0.8292,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8231,
    "lp_acc5": 0.9659,
    "lp_mean_per_class_recall": 0.8231,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7569,
    "lp_acc5": 0.9408,
    "lp_mean_per_class_recall": 0.7568999999999998,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8888,
    "lp_acc5": 0.9823,
    "lp_mean_per_class_recall": 0.8887999999999999,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.901,
    "lp_acc5": 0.9868,
    "lp_mean_per_class_recall": 0.9009,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8795,
    "lp_acc5": 0.9809,
    "lp_mean_per_class_recall": 0.8794,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8288,
    "lp_acc5": 0.967,
    "lp_mean_per_class_recall": 0.8288000000000001,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8317,
    "lp_acc5": 0.9675,
    "lp_mean_per_class_recall": 0.8317999999999999,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8058,
    "lp_acc5": 0.9608,
    "lp_mean_per_class_recall": 0.8058000000000003,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8828,
    "lp_acc5": 0.9797,
    "lp_mean_per_class_recall": 0.883,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8991,
    "lp_acc5": 0.9864,
    "lp_mean_per_class_recall": 0.8992000000000001,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8892,
    "lp_acc5": 0.9844,
    "lp_mean_per_class_recall": 0.8891999999999999,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8418,
    "lp_acc5": 0.9709,
    "lp_mean_per_class_recall": 0.8419000000000001,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8297,
    "lp_acc5": 0.9678,
    "lp_mean_per_class_recall": 0.8297000000000001,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7137,
    "lp_acc5": 0.9216,
    "lp_mean_per_class_recall": 0.7134999999999999,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9087,
    "lp_acc5": 0.9882,
    "lp_mean_per_class_recall": 0.9087,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9094,
    "lp_acc5": 0.9895,
    "lp_mean_per_class_recall": 0.9096,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8868,
    "lp_acc5": 0.9832,
    "lp_mean_per_class_recall": 0.8867,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8476,
    "lp_acc5": 0.9703,
    "lp_mean_per_class_recall": 0.8475000000000001,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8407,
    "lp_acc5": 0.9708,
    "lp_mean_per_class_recall": 0.8408,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8003,
    "lp_acc5": 0.9579,
    "lp_mean_per_class_recall": 0.8003,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9053,
    "lp_acc5": 0.9859,
    "lp_mean_per_class_recall": 0.9053000000000001,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.913,
    "lp_acc5": 0.9895,
    "lp_mean_per_class_recall": 0.9129999999999999,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8963,
    "lp_acc5": 0.9858,
    "lp_mean_per_class_recall": 0.8962999999999998,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.849,
    "lp_acc5": 0.9701,
    "lp_mean_per_class_recall": 0.8489000000000001,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8495,
    "lp_acc5": 0.972,
    "lp_mean_per_class_recall": 0.8493999999999999,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8248,
    "lp_acc5": 0.9661,
    "lp_mean_per_class_recall": 0.8249,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9023,
    "lp_acc5": 0.9851,
    "lp_mean_per_class_recall": 0.9020999999999999,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9134,
    "lp_acc5": 0.9895,
    "lp_mean_per_class_recall": 0.9134,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9042,
    "lp_acc5": 0.9877,
    "lp_mean_per_class_recall": 0.9042999999999999,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8452,
    "lp_acc5": 0.9741,
    "lp_mean_per_class_recall": 0.8453999999999998,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8255,
    "lp_acc5": 0.9707,
    "lp_mean_per_class_recall": 0.8254,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7192,
    "lp_acc5": 0.9201,
    "lp_mean_per_class_recall": 0.7192000000000001,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9022,
    "lp_acc5": 0.9866,
    "lp_mean_per_class_recall": 0.9024,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9101,
    "lp_acc5": 0.9889,
    "lp_mean_per_class_recall": 0.91,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.887,
    "lp_acc5": 0.9833,
    "lp_mean_per_class_recall": 0.8869999999999999,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8434,
    "lp_acc5": 0.9732,
    "lp_mean_per_class_recall": 0.8430999999999998,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8385,
    "lp_acc5": 0.9734,
    "lp_mean_per_class_recall": 0.8384,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8037,
    "lp_acc5": 0.9599,
    "lp_mean_per_class_recall": 0.8038,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8981,
    "lp_acc5": 0.9859,
    "lp_mean_per_class_recall": 0.8981,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9108,
    "lp_acc5": 0.9888,
    "lp_mean_per_class_recall": 0.9108000000000002,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8955,
    "lp_acc5": 0.9847,
    "lp_mean_per_class_recall": 0.8953999999999998,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8432,
    "lp_acc5": 0.9729,
    "lp_mean_per_class_recall": 0.8432999999999999,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.846,
    "lp_acc5": 0.9745,
    "lp_mean_per_class_recall": 0.8460000000000001,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8242,
    "lp_acc5": 0.9687,
    "lp_mean_per_class_recall": 0.8242999999999999,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.891,
    "lp_acc5": 0.9838,
    "lp_mean_per_class_recall": 0.8909999999999999,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9077,
    "lp_acc5": 0.9883,
    "lp_mean_per_class_recall": 0.9078,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/cifar100",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9045,
    "lp_acc5": 0.9882,
    "lp_mean_per_class_recall": 0.9046000000000001,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.26513333333333333,
    "lp_acc5": 0.8712,
    "lp_mean_per_class_recall": 0.26468694207793275,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.28473333333333334,
    "lp_acc5": 0.8759333333333333,
    "lp_mean_per_class_recall": 0.2836606901269833,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.1494,
    "lp_acc5": 0.7192666666666667,
    "lp_mean_per_class_recall": 0.14998478829603742,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.6649333333333334,
    "lp_acc5": 0.9999333333333333,
    "lp_mean_per_class_recall": 0.6643887192374676,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.5968,
    "lp_acc5": 0.9993333333333333,
    "lp_mean_per_class_recall": 0.5960354756724642,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.4734,
    "lp_acc5": 0.9986666666666667,
    "lp_mean_per_class_recall": 0.4736904485197814,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.3318,
    "lp_acc5": 0.8896666666666667,
    "lp_mean_per_class_recall": 0.3310739261758724,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.30033333333333334,
    "lp_acc5": 0.8739333333333333,
    "lp_mean_per_class_recall": 0.29938592934832436,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.22926666666666667,
    "lp_acc5": 0.8238666666666666,
    "lp_mean_per_class_recall": 0.22902309792152492,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.6844666666666667,
    "lp_acc5": 1.0,
    "lp_mean_per_class_recall": 0.6840830167325744,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.6243333333333333,
    "lp_acc5": 0.9994666666666666,
    "lp_mean_per_class_recall": 0.6234025683156268,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.5221333333333333,
    "lp_acc5": 0.9993333333333333,
    "lp_mean_per_class_recall": 0.5219447521471922,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.33813333333333334,
    "lp_acc5": 0.9094,
    "lp_mean_per_class_recall": 0.3374502769221439,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.30373333333333336,
    "lp_acc5": 0.8750666666666667,
    "lp_mean_per_class_recall": 0.3028977095918692,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.24486666666666668,
    "lp_acc5": 0.8801333333333333,
    "lp_mean_per_class_recall": 0.2445625840652209,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7011333333333334,
    "lp_acc5": 1.0,
    "lp_mean_per_class_recall": 0.7010103430362938,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.6494,
    "lp_acc5": 0.9998666666666667,
    "lp_mean_per_class_recall": 0.648764832360331,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.5623333333333334,
    "lp_acc5": 0.9992,
    "lp_mean_per_class_recall": 0.5621643462036814,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_count_all",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.24253333333333332,
    "lp_acc5": 0.8956,
    "lp_mean_per_class_recall": 0.2429222294745981,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_count_all",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.2557333333333333,
    "lp_acc5": 0.8671333333333333,
    "lp_mean_per_class_recall": 0.2546412620175986,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_count_all",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.19106666666666666,
    "lp_acc5": 0.6872666666666667,
    "lp_mean_per_class_recall": 0.19281299601100144,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_count_all",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.6054,
    "lp_acc5": 0.9995333333333334,
    "lp_mean_per_class_recall": 0.6049068245210603,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_count_all",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.5272,
    "lp_acc5": 0.9981333333333333,
    "lp_mean_per_class_recall": 0.5267939772099417,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_count_all",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.3980666666666667,
    "lp_acc5": 0.9878,
    "lp_mean_per_class_recall": 0.39809763124645564,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_count_all",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.3051333333333333,
    "lp_acc5": 0.8791333333333333,
    "lp_mean_per_class_recall": 0.3037086200166749,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_count_all",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.26926666666666665,
    "lp_acc5": 0.8558666666666667,
    "lp_mean_per_class_recall": 0.2672787320214509,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_count_all",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.1832,
    "lp_acc5": 0.8117333333333333,
    "lp_mean_per_class_recall": 0.183921008719661,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_count_all",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.6262,
    "lp_acc5": 0.9997333333333334,
    "lp_mean_per_class_recall": 0.6257145101417667,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_count_all",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.5627333333333333,
    "lp_acc5": 0.9989333333333333,
    "lp_mean_per_class_recall": 0.5615589313778243,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_count_all",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.4417333333333333,
    "lp_acc5": 0.9938666666666667,
    "lp_mean_per_class_recall": 0.4416342950453068,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_count_all",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.3098666666666667,
    "lp_acc5": 0.8801333333333333,
    "lp_mean_per_class_recall": 0.308381214842161,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_count_all",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.2758,
    "lp_acc5": 0.8594666666666667,
    "lp_mean_per_class_recall": 0.2742903520308082,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_count_all",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.2278,
    "lp_acc5": 0.8744666666666666,
    "lp_mean_per_class_recall": 0.22711004192082215,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_count_all",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.6437333333333334,
    "lp_acc5": 0.9998666666666667,
    "lp_mean_per_class_recall": 0.6433723232473783,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_count_all",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.5892666666666667,
    "lp_acc5": 0.9993333333333333,
    "lp_mean_per_class_recall": 0.5888164723231224,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_count_all",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.48433333333333334,
    "lp_acc5": 0.9968,
    "lp_mean_per_class_recall": 0.48430426834039986,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.2687333333333333,
    "lp_acc5": 0.8506,
    "lp_mean_per_class_recall": 0.2680736712101296,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.24573333333333333,
    "lp_acc5": 0.8645333333333334,
    "lp_mean_per_class_recall": 0.2444121099596126,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.14193333333333333,
    "lp_acc5": 0.7716,
    "lp_mean_per_class_recall": 0.1428702811582772,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.6608666666666667,
    "lp_acc5": 0.9998666666666667,
    "lp_mean_per_class_recall": 0.6604380530499918,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.5872,
    "lp_acc5": 0.9992,
    "lp_mean_per_class_recall": 0.5862797733053217,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.4572,
    "lp_acc5": 0.9970666666666667,
    "lp_mean_per_class_recall": 0.45713328504866824,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.28573333333333334,
    "lp_acc5": 0.8856666666666667,
    "lp_mean_per_class_recall": 0.2850922180137433,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.257,
    "lp_acc5": 0.8593333333333333,
    "lp_mean_per_class_recall": 0.2558808633423743,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.193,
    "lp_acc5": 0.8560666666666666,
    "lp_mean_per_class_recall": 0.19308558877365073,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.6802,
    "lp_acc5": 0.9998666666666667,
    "lp_mean_per_class_recall": 0.6795014691161169,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.6141333333333333,
    "lp_acc5": 0.9996666666666667,
    "lp_mean_per_class_recall": 0.6135289846724051,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.5064,
    "lp_acc5": 0.9987333333333334,
    "lp_mean_per_class_recall": 0.5059818126864087,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.2946666666666667,
    "lp_acc5": 0.8983333333333333,
    "lp_mean_per_class_recall": 0.29372749544542154,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.2656,
    "lp_acc5": 0.8643333333333333,
    "lp_mean_per_class_recall": 0.2644036391259942,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.22193333333333334,
    "lp_acc5": 0.8620666666666666,
    "lp_mean_per_class_recall": 0.22111700923897853,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.6984,
    "lp_acc5": 1.0,
    "lp_mean_per_class_recall": 0.6974988584673637,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.6428,
    "lp_acc5": 0.9998666666666667,
    "lp_mean_per_class_recall": 0.6421051581493495,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.5488,
    "lp_acc5": 0.9989333333333333,
    "lp_mean_per_class_recall": 0.5486737948307208,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.2622,
    "lp_acc5": 0.8898666666666667,
    "lp_mean_per_class_recall": 0.26210457185647923,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.25,
    "lp_acc5": 0.8591333333333333,
    "lp_mean_per_class_recall": 0.2488894534364201,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.1738,
    "lp_acc5": 0.7508666666666667,
    "lp_mean_per_class_recall": 0.17374888586643977,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.6806666666666666,
    "lp_acc5": 0.9999333333333333,
    "lp_mean_per_class_recall": 0.6802030761717232,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.6046,
    "lp_acc5": 0.9996,
    "lp_mean_per_class_recall": 0.6040607164163184,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.4702,
    "lp_acc5": 0.9977333333333334,
    "lp_mean_per_class_recall": 0.47029084906391394,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.282,
    "lp_acc5": 0.8853333333333333,
    "lp_mean_per_class_recall": 0.28174286811192883,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.25426666666666664,
    "lp_acc5": 0.866,
    "lp_mean_per_class_recall": 0.25345340040922903,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.20893333333333333,
    "lp_acc5": 0.8097333333333333,
    "lp_mean_per_class_recall": 0.20827054282451657,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7048666666666666,
    "lp_acc5": 1.0,
    "lp_mean_per_class_recall": 0.7042877458617494,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.6345333333333333,
    "lp_acc5": 0.9998,
    "lp_mean_per_class_recall": 0.6342106211376621,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.5158666666666667,
    "lp_acc5": 0.9989333333333333,
    "lp_mean_per_class_recall": 0.5156323638851352,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.2902666666666667,
    "lp_acc5": 0.9012,
    "lp_mean_per_class_recall": 0.28948430845298834,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.2606,
    "lp_acc5": 0.8716,
    "lp_mean_per_class_recall": 0.2600851356229021,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.2328,
    "lp_acc5": 0.8386,
    "lp_mean_per_class_recall": 0.2315201167322016,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7211333333333333,
    "lp_acc5": 1.0,
    "lp_mean_per_class_recall": 0.7209417194156951,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.6632666666666667,
    "lp_acc5": 0.9999333333333333,
    "lp_mean_per_class_recall": 0.6628661292146047,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.5587333333333333,
    "lp_acc5": 0.9994,
    "lp_mean_per_class_recall": 0.5586671485750907,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.26753333333333335,
    "lp_acc5": 0.8770666666666667,
    "lp_mean_per_class_recall": 0.26772217198381626,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.2896,
    "lp_acc5": 0.8614,
    "lp_mean_per_class_recall": 0.28927226753322166,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.1882,
    "lp_acc5": 0.7566,
    "lp_mean_per_class_recall": 0.18910400676588318,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7058666666666666,
    "lp_acc5": 0.9999333333333333,
    "lp_mean_per_class_recall": 0.7053597157917479,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.6346,
    "lp_acc5": 0.9996666666666667,
    "lp_mean_per_class_recall": 0.6344369087766897,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.5051333333333333,
    "lp_acc5": 0.9990666666666667,
    "lp_mean_per_class_recall": 0.505503714831512,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.308,
    "lp_acc5": 0.9052666666666667,
    "lp_mean_per_class_recall": 0.3071602004323917,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.28786666666666666,
    "lp_acc5": 0.869,
    "lp_mean_per_class_recall": 0.28687387626660965,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.2574666666666667,
    "lp_acc5": 0.8442,
    "lp_mean_per_class_recall": 0.25834692142798205,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7214666666666667,
    "lp_acc5": 1.0,
    "lp_mean_per_class_recall": 0.721258118683572,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.6662666666666667,
    "lp_acc5": 0.9998,
    "lp_mean_per_class_recall": 0.6655144285810375,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.5464,
    "lp_acc5": 0.9994,
    "lp_mean_per_class_recall": 0.5459838353239439,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.3214666666666667,
    "lp_acc5": 0.916,
    "lp_mean_per_class_recall": 0.3209433666741095,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.2929333333333333,
    "lp_acc5": 0.875,
    "lp_mean_per_class_recall": 0.29185022031314706,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.2782,
    "lp_acc5": 0.8600666666666666,
    "lp_mean_per_class_recall": 0.27818782332974923,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7368,
    "lp_acc5": 1.0,
    "lp_mean_per_class_recall": 0.7364607516147998,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.69,
    "lp_acc5": 0.9998666666666667,
    "lp_mean_per_class_recall": 0.6895174105031869,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.5905333333333334,
    "lp_acc5": 0.9996,
    "lp_mean_per_class_recall": 0.5898091070156817,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_count_all",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.2507333333333333,
    "lp_acc5": 0.8771333333333333,
    "lp_mean_per_class_recall": 0.24986454633129726,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_count_all",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.25,
    "lp_acc5": 0.8717333333333334,
    "lp_mean_per_class_recall": 0.2484724244984962,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_count_all",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.14453333333333335,
    "lp_acc5": 0.7344,
    "lp_mean_per_class_recall": 0.1439699569118788,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_count_all",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.6614,
    "lp_acc5": 0.9997333333333334,
    "lp_mean_per_class_recall": 0.6608487051535605,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_count_all",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.5756,
    "lp_acc5": 0.9994,
    "lp_mean_per_class_recall": 0.5747743174029025,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_count_all",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.4235333333333333,
    "lp_acc5": 0.9946,
    "lp_mean_per_class_recall": 0.4235522934651278,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_count_all",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.27853333333333335,
    "lp_acc5": 0.9057333333333333,
    "lp_mean_per_class_recall": 0.27856865307904105,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_count_all",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.2546,
    "lp_acc5": 0.8777333333333334,
    "lp_mean_per_class_recall": 0.25398442651643455,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_count_all",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.1854,
    "lp_acc5": 0.8139333333333333,
    "lp_mean_per_class_recall": 0.18508864810511147,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_count_all",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.6854,
    "lp_acc5": 0.9998666666666667,
    "lp_mean_per_class_recall": 0.6845583827957573,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_count_all",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.6122,
    "lp_acc5": 0.9994,
    "lp_mean_per_class_recall": 0.6116341640164086,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_count_all",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.4772666666666667,
    "lp_acc5": 0.9984,
    "lp_mean_per_class_recall": 0.4771219720168899,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_count_all",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.2866666666666667,
    "lp_acc5": 0.9164,
    "lp_mean_per_class_recall": 0.28604020836766963,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_count_all",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.2586,
    "lp_acc5": 0.8826666666666667,
    "lp_mean_per_class_recall": 0.25818016414951295,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_count_all",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.2272,
    "lp_acc5": 0.8620666666666666,
    "lp_mean_per_class_recall": 0.22578267676099523,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_count_all",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7062666666666667,
    "lp_acc5": 0.9999333333333333,
    "lp_mean_per_class_recall": 0.7059531020777635,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_count_all",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.6378666666666667,
    "lp_acc5": 0.9996,
    "lp_mean_per_class_recall": 0.6378814642875164,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_count_all",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.5249333333333334,
    "lp_acc5": 0.9992666666666666,
    "lp_mean_per_class_recall": 0.5248958088474347,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_count_all",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.2562,
    "lp_acc5": 0.8561333333333333,
    "lp_mean_per_class_recall": 0.2570675891396732,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_count_all",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.28013333333333335,
    "lp_acc5": 0.8925333333333333,
    "lp_mean_per_class_recall": 0.2802630526143548,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_count_all",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.13173333333333334,
    "lp_acc5": 0.8528666666666667,
    "lp_mean_per_class_recall": 0.13612989836080255,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_count_all",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.6771333333333334,
    "lp_acc5": 0.9999333333333333,
    "lp_mean_per_class_recall": 0.676566728949025,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_count_all",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.5906666666666667,
    "lp_acc5": 0.9996,
    "lp_mean_per_class_recall": 0.5901684520960672,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_count_all",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.4466,
    "lp_acc5": 0.9948666666666667,
    "lp_mean_per_class_recall": 0.44692181274316933,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_count_all",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.30406666666666665,
    "lp_acc5": 0.8962,
    "lp_mean_per_class_recall": 0.30271027369760467,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_count_all",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.28673333333333334,
    "lp_acc5": 0.8824,
    "lp_mean_per_class_recall": 0.2861469613420807,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_count_all",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.19646666666666668,
    "lp_acc5": 0.8575333333333334,
    "lp_mean_per_class_recall": 0.19878854045066027,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_count_all",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7016,
    "lp_acc5": 0.9999333333333333,
    "lp_mean_per_class_recall": 0.701022437003221,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_count_all",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.632,
    "lp_acc5": 0.9998666666666667,
    "lp_mean_per_class_recall": 0.6317047482102487,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_count_all",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.4998,
    "lp_acc5": 0.998,
    "lp_mean_per_class_recall": 0.49961132382394935,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_count_all",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.3054,
    "lp_acc5": 0.9056666666666666,
    "lp_mean_per_class_recall": 0.3050557246682157,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_count_all",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.2932,
    "lp_acc5": 0.8844,
    "lp_mean_per_class_recall": 0.2924549841498149,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_count_all",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.2468,
    "lp_acc5": 0.8934,
    "lp_mean_per_class_recall": 0.24815782492182759,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_count_all",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7224666666666667,
    "lp_acc5": 0.9999333333333333,
    "lp_mean_per_class_recall": 0.7223227124125418,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_count_all",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.6617333333333333,
    "lp_acc5": 0.9999333333333333,
    "lp_mean_per_class_recall": 0.6611558865313127,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_count_all",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.5477333333333333,
    "lp_acc5": 0.9990666666666667,
    "lp_mean_per_class_recall": 0.5473246891668774,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.25093333333333334,
    "lp_acc5": 0.8576666666666667,
    "lp_mean_per_class_recall": 0.25098081384168225,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.27513333333333334,
    "lp_acc5": 0.8402,
    "lp_mean_per_class_recall": 0.2736903532079534,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.1392,
    "lp_acc5": 0.7188666666666667,
    "lp_mean_per_class_recall": 0.1408671118909216,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.6613333333333333,
    "lp_acc5": 0.9998,
    "lp_mean_per_class_recall": 0.660510906681617,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.585,
    "lp_acc5": 0.9995333333333334,
    "lp_mean_per_class_recall": 0.5841918798165956,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.4534,
    "lp_acc5": 0.9966,
    "lp_mean_per_class_recall": 0.45304995679664106,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.3157333333333333,
    "lp_acc5": 0.8776,
    "lp_mean_per_class_recall": 0.3160379249649812,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.2790666666666667,
    "lp_acc5": 0.8462,
    "lp_mean_per_class_recall": 0.2780302879717367,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.21446666666666667,
    "lp_acc5": 0.7934666666666667,
    "lp_mean_per_class_recall": 0.21450967002480695,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.6796666666666666,
    "lp_acc5": 0.9998666666666667,
    "lp_mean_per_class_recall": 0.6792957509732755,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.6156666666666667,
    "lp_acc5": 0.9996,
    "lp_mean_per_class_recall": 0.615134335987432,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.5006666666666667,
    "lp_acc5": 0.9985333333333334,
    "lp_mean_per_class_recall": 0.5006761072254345,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.323,
    "lp_acc5": 0.8946666666666667,
    "lp_mean_per_class_recall": 0.32185903600535004,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.28513333333333335,
    "lp_acc5": 0.852,
    "lp_mean_per_class_recall": 0.28410998928129905,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.2534,
    "lp_acc5": 0.8281333333333334,
    "lp_mean_per_class_recall": 0.2520967871777824,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.6966666666666667,
    "lp_acc5": 1.0,
    "lp_mean_per_class_recall": 0.6963974965415451,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.6432666666666667,
    "lp_acc5": 0.9998,
    "lp_mean_per_class_recall": 0.642728523807502,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.5418,
    "lp_acc5": 0.9991333333333333,
    "lp_mean_per_class_recall": 0.5414049322133657,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.3014,
    "lp_acc5": 0.9044,
    "lp_mean_per_class_recall": 0.30119855663519063,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.29733333333333334,
    "lp_acc5": 0.9042,
    "lp_mean_per_class_recall": 0.29671909573315847,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.15253333333333333,
    "lp_acc5": 0.8167333333333333,
    "lp_mean_per_class_recall": 0.15474628452091493,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7103333333333334,
    "lp_acc5": 0.9999333333333333,
    "lp_mean_per_class_recall": 0.7103832082073486,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.6324666666666666,
    "lp_acc5": 0.9995333333333334,
    "lp_mean_per_class_recall": 0.6320798085029242,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.5195333333333333,
    "lp_acc5": 0.9980666666666667,
    "lp_mean_per_class_recall": 0.5197411979099136,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.34186666666666665,
    "lp_acc5": 0.9022666666666667,
    "lp_mean_per_class_recall": 0.3404784656391876,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.3161333333333333,
    "lp_acc5": 0.8941333333333333,
    "lp_mean_per_class_recall": 0.31505160223869033,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.21066666666666667,
    "lp_acc5": 0.8748666666666667,
    "lp_mean_per_class_recall": 0.21133990317818746,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7326666666666667,
    "lp_acc5": 0.9999333333333333,
    "lp_mean_per_class_recall": 0.7323747667603318,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.6638666666666667,
    "lp_acc5": 0.9997333333333334,
    "lp_mean_per_class_recall": 0.663222912633384,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.5548666666666666,
    "lp_acc5": 0.9992,
    "lp_mean_per_class_recall": 0.554955989241253,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.3562666666666667,
    "lp_acc5": 0.9168666666666667,
    "lp_mean_per_class_recall": 0.35515356470667026,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.32306666666666667,
    "lp_acc5": 0.9025333333333333,
    "lp_mean_per_class_recall": 0.3217715650465669,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.2632,
    "lp_acc5": 0.9062,
    "lp_mean_per_class_recall": 0.2627013192539595,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7503333333333333,
    "lp_acc5": 1.0,
    "lp_mean_per_class_recall": 0.7506138623936813,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.6928666666666666,
    "lp_acc5": 0.9998666666666667,
    "lp_mean_per_class_recall": 0.6926871907589858,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.5944,
    "lp_acc5": 0.9992666666666666,
    "lp_mean_per_class_recall": 0.5937873259835479,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.29086666666666666,
    "lp_acc5": 0.8912,
    "lp_mean_per_class_recall": 0.29043308107522403,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.2926666666666667,
    "lp_acc5": 0.9022,
    "lp_mean_per_class_recall": 0.2921061083087948,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.17386666666666667,
    "lp_acc5": 0.8486666666666667,
    "lp_mean_per_class_recall": 0.17709260071474692,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7228666666666667,
    "lp_acc5": 0.9998,
    "lp_mean_per_class_recall": 0.7225089722696085,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.636,
    "lp_acc5": 0.9994,
    "lp_mean_per_class_recall": 0.6353412251477997,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.5052666666666666,
    "lp_acc5": 0.9972,
    "lp_mean_per_class_recall": 0.5055140872388635,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.3238666666666667,
    "lp_acc5": 0.9173333333333333,
    "lp_mean_per_class_recall": 0.32305084256558975,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.30246666666666666,
    "lp_acc5": 0.8933333333333333,
    "lp_mean_per_class_recall": 0.3013432122484504,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.22853333333333334,
    "lp_acc5": 0.8846666666666667,
    "lp_mean_per_class_recall": 0.22963519661951298,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7468,
    "lp_acc5": 1.0,
    "lp_mean_per_class_recall": 0.7462881133605437,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.6694,
    "lp_acc5": 0.9996,
    "lp_mean_per_class_recall": 0.6686877779076766,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.5552,
    "lp_acc5": 0.9984666666666666,
    "lp_mean_per_class_recall": 0.5552892853122243,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.33553333333333335,
    "lp_acc5": 0.9222,
    "lp_mean_per_class_recall": 0.33468169764678857,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.3074,
    "lp_acc5": 0.8982,
    "lp_mean_per_class_recall": 0.3063326508023704,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.26886666666666664,
    "lp_acc5": 0.8947333333333334,
    "lp_mean_per_class_recall": 0.26880913894662084,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7652666666666667,
    "lp_acc5": 1.0,
    "lp_mean_per_class_recall": 0.7648376406012055,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7022,
    "lp_acc5": 0.9998,
    "lp_mean_per_class_recall": 0.7015178660287548,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.5956666666666667,
    "lp_acc5": 0.9991333333333333,
    "lp_mean_per_class_recall": 0.5951219524007906,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.32666666666666666,
    "lp_acc5": 0.9408666666666666,
    "lp_mean_per_class_recall": 0.3258096027094778,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.31906666666666667,
    "lp_acc5": 0.9197333333333333,
    "lp_mean_per_class_recall": 0.3178005713568994,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.26213333333333333,
    "lp_acc5": 0.8487333333333333,
    "lp_mean_per_class_recall": 0.25891657778622523,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7554666666666666,
    "lp_acc5": 1.0,
    "lp_mean_per_class_recall": 0.7554957529534478,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.6826,
    "lp_acc5": 0.9996666666666667,
    "lp_mean_per_class_recall": 0.681944081791857,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.5854,
    "lp_acc5": 0.9992666666666666,
    "lp_mean_per_class_recall": 0.5855079064816407,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.34213333333333334,
    "lp_acc5": 0.9334,
    "lp_mean_per_class_recall": 0.34036555615294667,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.32413333333333333,
    "lp_acc5": 0.9243333333333333,
    "lp_mean_per_class_recall": 0.3231329417993507,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.27566666666666667,
    "lp_acc5": 0.9078,
    "lp_mean_per_class_recall": 0.2732930207068268,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7807333333333333,
    "lp_acc5": 1.0,
    "lp_mean_per_class_recall": 0.7808306874440871,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.714,
    "lp_acc5": 0.9998,
    "lp_mean_per_class_recall": 0.7133954255673827,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.6226,
    "lp_acc5": 0.9994666666666666,
    "lp_mean_per_class_recall": 0.6224236482862089,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.35186666666666666,
    "lp_acc5": 0.9414666666666667,
    "lp_mean_per_class_recall": 0.35113440243746363,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.33,
    "lp_acc5": 0.9278,
    "lp_mean_per_class_recall": 0.3290649507196761,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.30833333333333335,
    "lp_acc5": 0.92,
    "lp_mean_per_class_recall": 0.30688086231429484,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.798,
    "lp_acc5": 1.0,
    "lp_mean_per_class_recall": 0.7978611387488812,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7408,
    "lp_acc5": 1.0,
    "lp_mean_per_class_recall": 0.7403727476425357,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.6518666666666667,
    "lp_acc5": 0.9996666666666667,
    "lp_mean_per_class_recall": 0.6512455411555587,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.30906666666666666,
    "lp_acc5": 0.9142666666666667,
    "lp_mean_per_class_recall": 0.3095160212408731,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.3211333333333333,
    "lp_acc5": 0.9119333333333334,
    "lp_mean_per_class_recall": 0.31974891226839874,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.20206666666666667,
    "lp_acc5": 0.7946,
    "lp_mean_per_class_recall": 0.20116308817427808,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7447333333333334,
    "lp_acc5": 0.9999333333333333,
    "lp_mean_per_class_recall": 0.7441094700288784,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.6647333333333333,
    "lp_acc5": 0.9996666666666667,
    "lp_mean_per_class_recall": 0.6643181979140875,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.5452,
    "lp_acc5": 0.9984,
    "lp_mean_per_class_recall": 0.5457666915375355,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.3494,
    "lp_acc5": 0.9222,
    "lp_mean_per_class_recall": 0.34810514069504317,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.3288,
    "lp_acc5": 0.9099333333333334,
    "lp_mean_per_class_recall": 0.3275394307665962,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.24813333333333334,
    "lp_acc5": 0.9075333333333333,
    "lp_mean_per_class_recall": 0.24694132099797855,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7674,
    "lp_acc5": 1.0,
    "lp_mean_per_class_recall": 0.7671210376665882,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.6966,
    "lp_acc5": 0.9999333333333333,
    "lp_mean_per_class_recall": 0.6956419792334876,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.5866,
    "lp_acc5": 0.9989333333333333,
    "lp_mean_per_class_recall": 0.586801098003811,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.366,
    "lp_acc5": 0.9352,
    "lp_mean_per_class_recall": 0.3646740243604858,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.3366,
    "lp_acc5": 0.9134,
    "lp_mean_per_class_recall": 0.3351585989684023,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.28926666666666667,
    "lp_acc5": 0.9209333333333334,
    "lp_mean_per_class_recall": 0.287886285503315,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7864666666666666,
    "lp_acc5": 1.0,
    "lp_mean_per_class_recall": 0.7861276124752441,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7260666666666666,
    "lp_acc5": 0.9999333333333333,
    "lp_mean_per_class_recall": 0.7258629310921842,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_count_all",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.6261333333333333,
    "lp_acc5": 0.9992,
    "lp_mean_per_class_recall": 0.6257715716781497,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.25826666666666664,
    "lp_acc5": 0.9272,
    "lp_mean_per_class_recall": 0.25395980730514855,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.22933333333333333,
    "lp_acc5": 0.9167333333333333,
    "lp_mean_per_class_recall": 0.24916618542960092,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.23306666666666667,
    "lp_acc5": 0.8724,
    "lp_mean_per_class_recall": 0.1892264881515048,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.5006666666666667,
    "lp_acc5": 0.9978,
    "lp_mean_per_class_recall": 0.4915115623810265,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.4342,
    "lp_acc5": 0.9927333333333334,
    "lp_mean_per_class_recall": 0.4168916835994663,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.3464,
    "lp_acc5": 0.9756666666666667,
    "lp_mean_per_class_recall": 0.31268745877247844,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.24926666666666666,
    "lp_acc5": 0.9338,
    "lp_mean_per_class_recall": 0.26488794407605487,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.2296,
    "lp_acc5": 0.9188,
    "lp_mean_per_class_recall": 0.25086493159637774,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.22446666666666668,
    "lp_acc5": 0.9078666666666667,
    "lp_mean_per_class_recall": 0.23378204405996916,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.5170666666666667,
    "lp_acc5": 0.9982666666666666,
    "lp_mean_per_class_recall": 0.5103356290010993,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.46313333333333334,
    "lp_acc5": 0.9952666666666666,
    "lp_mean_per_class_recall": 0.44874356145753747,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.3696,
    "lp_acc5": 0.9814666666666667,
    "lp_mean_per_class_recall": 0.34458265547051875,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.25706666666666667,
    "lp_acc5": 0.9337333333333333,
    "lp_mean_per_class_recall": 0.27571553895875694,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.23853333333333335,
    "lp_acc5": 0.9224,
    "lp_mean_per_class_recall": 0.25754125870881733,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.22053333333333333,
    "lp_acc5": 0.9124666666666666,
    "lp_mean_per_class_recall": 0.2417337971424464,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.5284,
    "lp_acc5": 0.9988,
    "lp_mean_per_class_recall": 0.5217434046507962,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.4842,
    "lp_acc5": 0.997,
    "lp_mean_per_class_recall": 0.47239100411042,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.39766666666666667,
    "lp_acc5": 0.9862666666666666,
    "lp_mean_per_class_recall": 0.3757711394052908,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.2840666666666667,
    "lp_acc5": 0.945,
    "lp_mean_per_class_recall": 0.2928031396891512,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.2591333333333333,
    "lp_acc5": 0.9271333333333334,
    "lp_mean_per_class_recall": 0.2889813550283231,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.2392,
    "lp_acc5": 0.7624666666666666,
    "lp_mean_per_class_recall": 0.19328822813775237,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.5085333333333333,
    "lp_acc5": 0.9976,
    "lp_mean_per_class_recall": 0.5016102683637711,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.44293333333333335,
    "lp_acc5": 0.9920666666666667,
    "lp_mean_per_class_recall": 0.42475676263647727,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.362,
    "lp_acc5": 0.9797333333333333,
    "lp_mean_per_class_recall": 0.32083686340826195,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.28026666666666666,
    "lp_acc5": 0.9536,
    "lp_mean_per_class_recall": 0.3040348622890411,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.26526666666666665,
    "lp_acc5": 0.9286666666666666,
    "lp_mean_per_class_recall": 0.2935846066677926,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.2358,
    "lp_acc5": 0.9225333333333333,
    "lp_mean_per_class_recall": 0.27458199995246835,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.5226666666666666,
    "lp_acc5": 0.9982666666666666,
    "lp_mean_per_class_recall": 0.5172805578801652,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.474,
    "lp_acc5": 0.9946,
    "lp_mean_per_class_recall": 0.4607127455711834,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.3893333333333333,
    "lp_acc5": 0.9843333333333333,
    "lp_mean_per_class_recall": 0.36233013733180175,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.28286666666666666,
    "lp_acc5": 0.9522,
    "lp_mean_per_class_recall": 0.3121047694336518,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.2688,
    "lp_acc5": 0.9314666666666667,
    "lp_mean_per_class_recall": 0.29581596148059547,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.2528666666666667,
    "lp_acc5": 0.9253333333333333,
    "lp_mean_per_class_recall": 0.2851716631776129,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.5374,
    "lp_acc5": 0.999,
    "lp_mean_per_class_recall": 0.5341667614687611,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.49393333333333334,
    "lp_acc5": 0.9967333333333334,
    "lp_mean_per_class_recall": 0.48424216164144357,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.4126666666666667,
    "lp_acc5": 0.9881333333333333,
    "lp_mean_per_class_recall": 0.38994818291560734,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.2432,
    "lp_acc5": 0.9236666666666666,
    "lp_mean_per_class_recall": 0.24661126259441482,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.2458,
    "lp_acc5": 0.9267333333333333,
    "lp_mean_per_class_recall": 0.2613595522355253,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.209,
    "lp_acc5": 0.9196666666666666,
    "lp_mean_per_class_recall": 0.1852122874634902,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.49606666666666666,
    "lp_acc5": 0.9974,
    "lp_mean_per_class_recall": 0.48625166771168465,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.4284,
    "lp_acc5": 0.9908,
    "lp_mean_per_class_recall": 0.41019168681693613,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.3515333333333333,
    "lp_acc5": 0.9746,
    "lp_mean_per_class_recall": 0.31245342578384777,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.26513333333333333,
    "lp_acc5": 0.9422666666666667,
    "lp_mean_per_class_recall": 0.27513056153120646,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.24806666666666666,
    "lp_acc5": 0.9258,
    "lp_mean_per_class_recall": 0.2636195247370863,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.2216,
    "lp_acc5": 0.9380666666666667,
    "lp_mean_per_class_recall": 0.2062971530778436,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.5126666666666667,
    "lp_acc5": 0.9983333333333333,
    "lp_mean_per_class_recall": 0.5054569979853099,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.4546,
    "lp_acc5": 0.9936,
    "lp_mean_per_class_recall": 0.44018443608959773,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.37406666666666666,
    "lp_acc5": 0.9806,
    "lp_mean_per_class_recall": 0.3466219106956459,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.2693333333333333,
    "lp_acc5": 0.9350666666666667,
    "lp_mean_per_class_recall": 0.2912366304023836,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.2526,
    "lp_acc5": 0.9274666666666667,
    "lp_mean_per_class_recall": 0.2693295677668762,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.24106666666666668,
    "lp_acc5": 0.9351333333333334,
    "lp_mean_per_class_recall": 0.24639842052834515,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.5242666666666667,
    "lp_acc5": 0.9988,
    "lp_mean_per_class_recall": 0.5191731203345762,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.4779333333333333,
    "lp_acc5": 0.9962666666666666,
    "lp_mean_per_class_recall": 0.4656658779307527,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.3994666666666667,
    "lp_acc5": 0.9852666666666666,
    "lp_mean_per_class_recall": 0.3768404592800409,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.23673333333333332,
    "lp_acc5": 0.9286666666666666,
    "lp_mean_per_class_recall": 0.24031903434205668,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.2574666666666667,
    "lp_acc5": 0.9081333333333333,
    "lp_mean_per_class_recall": 0.2754171895148196,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.20153333333333334,
    "lp_acc5": 0.8632,
    "lp_mean_per_class_recall": 0.17056681039827096,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.4981333333333333,
    "lp_acc5": 0.9973333333333333,
    "lp_mean_per_class_recall": 0.4943014421631055,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.4358,
    "lp_acc5": 0.9920666666666667,
    "lp_mean_per_class_recall": 0.42098340042878774,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.34713333333333335,
    "lp_acc5": 0.9754,
    "lp_mean_per_class_recall": 0.31425156151073147,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.2618666666666667,
    "lp_acc5": 0.9366666666666666,
    "lp_mean_per_class_recall": 0.271746738493005,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.25826666666666664,
    "lp_acc5": 0.9126,
    "lp_mean_per_class_recall": 0.274985684957686,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.2328,
    "lp_acc5": 0.8942666666666667,
    "lp_mean_per_class_recall": 0.23379305547669096,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.5093333333333333,
    "lp_acc5": 0.9984,
    "lp_mean_per_class_recall": 0.5071461279159242,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.46366666666666667,
    "lp_acc5": 0.9948,
    "lp_mean_per_class_recall": 0.4520899277016146,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.37546666666666667,
    "lp_acc5": 0.9806666666666667,
    "lp_mean_per_class_recall": 0.3529673609109277,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.26406666666666667,
    "lp_acc5": 0.9326,
    "lp_mean_per_class_recall": 0.27092868494478467,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.2578666666666667,
    "lp_acc5": 0.9186666666666666,
    "lp_mean_per_class_recall": 0.2734122106023848,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.2516,
    "lp_acc5": 0.904,
    "lp_mean_per_class_recall": 0.26828891690760387,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.5189333333333334,
    "lp_acc5": 0.9991333333333333,
    "lp_mean_per_class_recall": 0.516563119720833,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.4856666666666667,
    "lp_acc5": 0.9963333333333333,
    "lp_mean_per_class_recall": 0.47774443877027456,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.40286666666666665,
    "lp_acc5": 0.9868666666666667,
    "lp_mean_per_class_recall": 0.3834923599964774,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.2577333333333333,
    "lp_acc5": 0.8966,
    "lp_mean_per_class_recall": 0.27632593326187427,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.2561333333333333,
    "lp_acc5": 0.9310666666666667,
    "lp_mean_per_class_recall": 0.2516033189609541,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.23906666666666668,
    "lp_acc5": 0.9289333333333334,
    "lp_mean_per_class_recall": 0.2071794085477907,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.5130666666666667,
    "lp_acc5": 0.9982,
    "lp_mean_per_class_recall": 0.5037175774006565,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.44253333333333333,
    "lp_acc5": 0.9938,
    "lp_mean_per_class_recall": 0.42914351397589373,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.3542666666666667,
    "lp_acc5": 0.9757333333333333,
    "lp_mean_per_class_recall": 0.32446239339993543,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.26553333333333334,
    "lp_acc5": 0.9402666666666667,
    "lp_mean_per_class_recall": 0.2603619115739013,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.25753333333333334,
    "lp_acc5": 0.9303333333333333,
    "lp_mean_per_class_recall": 0.254801574571676,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.2456,
    "lp_acc5": 0.9302666666666667,
    "lp_mean_per_class_recall": 0.2318498882478258,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.5264666666666666,
    "lp_acc5": 0.9989333333333333,
    "lp_mean_per_class_recall": 0.5189125334436794,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.4668,
    "lp_acc5": 0.9963333333333333,
    "lp_mean_per_class_recall": 0.45488227123413455,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.37793333333333334,
    "lp_acc5": 0.9808,
    "lp_mean_per_class_recall": 0.35697397101737255,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.2616,
    "lp_acc5": 0.9368666666666666,
    "lp_mean_per_class_recall": 0.25894570157330205,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.2597333333333333,
    "lp_acc5": 0.9327333333333333,
    "lp_mean_per_class_recall": 0.25721993730732645,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.25253333333333333,
    "lp_acc5": 0.9328,
    "lp_mean_per_class_recall": 0.24358262366024422,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.5372,
    "lp_acc5": 0.9992666666666666,
    "lp_mean_per_class_recall": 0.53147142015157,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.493,
    "lp_acc5": 0.9975333333333334,
    "lp_mean_per_class_recall": 0.48194535852376763,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.40753333333333336,
    "lp_acc5": 0.9874,
    "lp_mean_per_class_recall": 0.39090915711453095,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.25466666666666665,
    "lp_acc5": 0.8947333333333334,
    "lp_mean_per_class_recall": 0.2884965046678721,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.2688,
    "lp_acc5": 0.9152,
    "lp_mean_per_class_recall": 0.29188538055220326,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.2316,
    "lp_acc5": 0.9048,
    "lp_mean_per_class_recall": 0.21257996287166314,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.5048666666666667,
    "lp_acc5": 0.9979333333333333,
    "lp_mean_per_class_recall": 0.49343294907431773,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.43266666666666664,
    "lp_acc5": 0.9916,
    "lp_mean_per_class_recall": 0.41140840427681935,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.34146666666666664,
    "lp_acc5": 0.9746,
    "lp_mean_per_class_recall": 0.2909609211358185,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.2567333333333333,
    "lp_acc5": 0.9376666666666666,
    "lp_mean_per_class_recall": 0.28338588002934256,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.2664666666666667,
    "lp_acc5": 0.918,
    "lp_mean_per_class_recall": 0.2899317997003233,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.2702,
    "lp_acc5": 0.9168666666666667,
    "lp_mean_per_class_recall": 0.27869808961814885,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.5162,
    "lp_acc5": 0.9984,
    "lp_mean_per_class_recall": 0.5078609345133714,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.4594,
    "lp_acc5": 0.9944666666666667,
    "lp_mean_per_class_recall": 0.4403729234298184,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.3784,
    "lp_acc5": 0.9821333333333333,
    "lp_mean_per_class_recall": 0.3452929387533083,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.2654,
    "lp_acc5": 0.9502666666666667,
    "lp_mean_per_class_recall": 0.28135267938391245,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.26426666666666665,
    "lp_acc5": 0.9222,
    "lp_mean_per_class_recall": 0.2875080160261065,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.2733333333333333,
    "lp_acc5": 0.9189333333333334,
    "lp_mean_per_class_recall": 0.289530708084383,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.526,
    "lp_acc5": 0.9987333333333334,
    "lp_mean_per_class_recall": 0.5206317777467018,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.4846,
    "lp_acc5": 0.9964,
    "lp_mean_per_class_recall": 0.46902833314208153,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.40166666666666667,
    "lp_acc5": 0.9869333333333333,
    "lp_mean_per_class_recall": 0.37518491334180465,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.25926666666666665,
    "lp_acc5": 0.9416666666666667,
    "lp_mean_per_class_recall": 0.2650691257968662,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.2806,
    "lp_acc5": 0.9234,
    "lp_mean_per_class_recall": 0.29364416948352345,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.2516,
    "lp_acc5": 0.9565333333333333,
    "lp_mean_per_class_recall": 0.1930880132975654,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.5402,
    "lp_acc5": 0.9992,
    "lp_mean_per_class_recall": 0.5340030493707701,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.4818,
    "lp_acc5": 0.9964666666666666,
    "lp_mean_per_class_recall": 0.4683555483961861,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.3904666666666667,
    "lp_acc5": 0.9844666666666667,
    "lp_mean_per_class_recall": 0.3553994855862084,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.2996666666666667,
    "lp_acc5": 0.9396666666666667,
    "lp_mean_per_class_recall": 0.3200120660901254,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.2676,
    "lp_acc5": 0.928,
    "lp_mean_per_class_recall": 0.2905653506296312,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.24893333333333334,
    "lp_acc5": 0.9688666666666667,
    "lp_mean_per_class_recall": 0.21904131965115517,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.5525333333333333,
    "lp_acc5": 0.9993333333333333,
    "lp_mean_per_class_recall": 0.55007231548018,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.5066666666666667,
    "lp_acc5": 0.9976666666666667,
    "lp_mean_per_class_recall": 0.497304724559174,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.4206666666666667,
    "lp_acc5": 0.9906,
    "lp_mean_per_class_recall": 0.397345110917515,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.2749333333333333,
    "lp_acc5": 0.9486666666666667,
    "lp_mean_per_class_recall": 0.3030463812939008,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.2727333333333333,
    "lp_acc5": 0.928,
    "lp_mean_per_class_recall": 0.29857732458412234,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.2697333333333333,
    "lp_acc5": 0.9401333333333334,
    "lp_mean_per_class_recall": 0.2656043254396671,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.5631333333333334,
    "lp_acc5": 0.9995333333333334,
    "lp_mean_per_class_recall": 0.5611681106240347,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.5276,
    "lp_acc5": 0.9986666666666667,
    "lp_mean_per_class_recall": 0.5200866334318524,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.4498666666666667,
    "lp_acc5": 0.9940666666666667,
    "lp_mean_per_class_recall": 0.4318426522863816,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.23173333333333335,
    "lp_acc5": 0.9263333333333333,
    "lp_mean_per_class_recall": 0.25453982834587513,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.23966666666666667,
    "lp_acc5": 0.9180666666666667,
    "lp_mean_per_class_recall": 0.2568571258742194,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.22533333333333333,
    "lp_acc5": 0.8832666666666666,
    "lp_mean_per_class_recall": 0.16746392295343904,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.4991333333333333,
    "lp_acc5": 0.9974666666666666,
    "lp_mean_per_class_recall": 0.48891901920945696,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.43006666666666665,
    "lp_acc5": 0.9889333333333333,
    "lp_mean_per_class_recall": 0.41302818608142466,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.35546666666666665,
    "lp_acc5": 0.9766,
    "lp_mean_per_class_recall": 0.3189398982257164,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.25006666666666666,
    "lp_acc5": 0.9364,
    "lp_mean_per_class_recall": 0.25798547644210407,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.23493333333333333,
    "lp_acc5": 0.9201333333333334,
    "lp_mean_per_class_recall": 0.2559263067833058,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.23333333333333334,
    "lp_acc5": 0.918,
    "lp_mean_per_class_recall": 0.22862963581060958,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.5169333333333334,
    "lp_acc5": 0.9983333333333333,
    "lp_mean_per_class_recall": 0.5093799298479113,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.4557333333333333,
    "lp_acc5": 0.9938,
    "lp_mean_per_class_recall": 0.44199464434173413,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.3704,
    "lp_acc5": 0.9808,
    "lp_mean_per_class_recall": 0.3458281455441794,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.25406666666666666,
    "lp_acc5": 0.9322,
    "lp_mean_per_class_recall": 0.27584022794070245,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.23966666666666667,
    "lp_acc5": 0.9214,
    "lp_mean_per_class_recall": 0.2606487067631705,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.2378,
    "lp_acc5": 0.9204666666666667,
    "lp_mean_per_class_recall": 0.24946740619897453,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.5320666666666667,
    "lp_acc5": 0.9988666666666667,
    "lp_mean_per_class_recall": 0.525388129430857,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.4816666666666667,
    "lp_acc5": 0.9957333333333334,
    "lp_mean_per_class_recall": 0.46951373998420004,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.3944666666666667,
    "lp_acc5": 0.9848,
    "lp_mean_per_class_recall": 0.37503247620000685,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.2378,
    "lp_acc5": 0.9196,
    "lp_mean_per_class_recall": 0.24126047452262775,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.24306666666666665,
    "lp_acc5": 0.9124,
    "lp_mean_per_class_recall": 0.25379165343854404,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.23026666666666668,
    "lp_acc5": 0.9011333333333333,
    "lp_mean_per_class_recall": 0.21378383334092635,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.5150666666666667,
    "lp_acc5": 0.9984,
    "lp_mean_per_class_recall": 0.5063356598233463,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.4582,
    "lp_acc5": 0.9946666666666667,
    "lp_mean_per_class_recall": 0.44169301726338556,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.36173333333333335,
    "lp_acc5": 0.9773333333333334,
    "lp_mean_per_class_recall": 0.3323836527066042,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.2434,
    "lp_acc5": 0.9262,
    "lp_mean_per_class_recall": 0.25155542781819573,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.24473333333333333,
    "lp_acc5": 0.9137333333333333,
    "lp_mean_per_class_recall": 0.2551615009529587,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.237,
    "lp_acc5": 0.9177333333333333,
    "lp_mean_per_class_recall": 0.22233275570071961,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.528,
    "lp_acc5": 0.9991333333333333,
    "lp_mean_per_class_recall": 0.5211333496678238,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.48246666666666665,
    "lp_acc5": 0.9968666666666667,
    "lp_mean_per_class_recall": 0.47068683702640374,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.39813333333333334,
    "lp_acc5": 0.9851333333333333,
    "lp_mean_per_class_recall": 0.3742483438822455,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.24166666666666667,
    "lp_acc5": 0.9247333333333333,
    "lp_mean_per_class_recall": 0.2591748971600248,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.24346666666666666,
    "lp_acc5": 0.9159333333333334,
    "lp_mean_per_class_recall": 0.2554411998228654,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.24386666666666668,
    "lp_acc5": 0.9091333333333333,
    "lp_mean_per_class_recall": 0.24857112580651244,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.5357333333333333,
    "lp_acc5": 0.9992666666666666,
    "lp_mean_per_class_recall": 0.5294993276686241,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.5056666666666667,
    "lp_acc5": 0.9979333333333333,
    "lp_mean_per_class_recall": 0.49567662072587676,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.4245333333333333,
    "lp_acc5": 0.9912,
    "lp_mean_per_class_recall": 0.4038909409394649,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.25993333333333335,
    "lp_acc5": 0.9332666666666667,
    "lp_mean_per_class_recall": 0.2817661022123269,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.2588,
    "lp_acc5": 0.9176666666666666,
    "lp_mean_per_class_recall": 0.2725548732073008,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.239,
    "lp_acc5": 0.8546,
    "lp_mean_per_class_recall": 0.20368703029719648,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.5032,
    "lp_acc5": 0.9979333333333333,
    "lp_mean_per_class_recall": 0.4958890722960416,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.4394,
    "lp_acc5": 0.9923333333333333,
    "lp_mean_per_class_recall": 0.4264671805544567,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.359,
    "lp_acc5": 0.9782,
    "lp_mean_per_class_recall": 0.3341402502425758,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.25933333333333336,
    "lp_acc5": 0.9317333333333333,
    "lp_mean_per_class_recall": 0.27346852068151545,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.2544,
    "lp_acc5": 0.9236666666666666,
    "lp_mean_per_class_recall": 0.2726147273079044,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.24113333333333334,
    "lp_acc5": 0.9328666666666666,
    "lp_mean_per_class_recall": 0.23211259517486993,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.5192666666666667,
    "lp_acc5": 0.9985333333333334,
    "lp_mean_per_class_recall": 0.5137854024805464,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.47,
    "lp_acc5": 0.9954666666666667,
    "lp_mean_per_class_recall": 0.45840479242624993,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.3794,
    "lp_acc5": 0.9824,
    "lp_mean_per_class_recall": 0.3621566436591544,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.24873333333333333,
    "lp_acc5": 0.9328,
    "lp_mean_per_class_recall": 0.2678604861250495,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.25726666666666664,
    "lp_acc5": 0.9227333333333333,
    "lp_mean_per_class_recall": 0.27697507217683076,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.25206666666666666,
    "lp_acc5": 0.9241333333333334,
    "lp_mean_per_class_recall": 0.2587497733576644,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.5314666666666666,
    "lp_acc5": 0.9986,
    "lp_mean_per_class_recall": 0.5268020138989759,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.4915333333333333,
    "lp_acc5": 0.997,
    "lp_mean_per_class_recall": 0.4831053742717731,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.4052,
    "lp_acc5": 0.9868666666666667,
    "lp_mean_per_class_recall": 0.3903186853490779,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.28933333333333333,
    "lp_acc5": 0.9486,
    "lp_mean_per_class_recall": 0.2905635823539295,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.263,
    "lp_acc5": 0.9248666666666666,
    "lp_mean_per_class_recall": 0.2718053036014126,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.2512666666666667,
    "lp_acc5": 0.893,
    "lp_mean_per_class_recall": 0.2594375170409781,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.5356666666666666,
    "lp_acc5": 0.9991333333333333,
    "lp_mean_per_class_recall": 0.5271012689122742,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.46413333333333334,
    "lp_acc5": 0.9954,
    "lp_mean_per_class_recall": 0.4493342374708336,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.37446666666666667,
    "lp_acc5": 0.9826666666666667,
    "lp_mean_per_class_recall": 0.3500545284306267,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.25866666666666666,
    "lp_acc5": 0.9448,
    "lp_mean_per_class_recall": 0.2733667066354452,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.26313333333333333,
    "lp_acc5": 0.9284,
    "lp_mean_per_class_recall": 0.2704802923140305,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.25966666666666666,
    "lp_acc5": 0.9081333333333333,
    "lp_mean_per_class_recall": 0.2601616665295819,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.5518666666666666,
    "lp_acc5": 0.9996666666666667,
    "lp_mean_per_class_recall": 0.5458035479936463,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.4908666666666667,
    "lp_acc5": 0.9979333333333333,
    "lp_mean_per_class_recall": 0.4782604095448271,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.3998,
    "lp_acc5": 0.9874,
    "lp_mean_per_class_recall": 0.37967310374141877,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.2647333333333333,
    "lp_acc5": 0.9451333333333334,
    "lp_mean_per_class_recall": 0.268308368036908,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.2627333333333333,
    "lp_acc5": 0.9312666666666667,
    "lp_mean_per_class_recall": 0.2698546372984671,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.2627333333333333,
    "lp_acc5": 0.9228,
    "lp_mean_per_class_recall": 0.26753166861838595,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.5645333333333333,
    "lp_acc5": 0.9997333333333334,
    "lp_mean_per_class_recall": 0.5596942387846059,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.5199333333333334,
    "lp_acc5": 0.9988,
    "lp_mean_per_class_recall": 0.5099716889678669,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.42673333333333335,
    "lp_acc5": 0.9915333333333334,
    "lp_mean_per_class_recall": 0.41012621303548075,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.2522,
    "lp_acc5": 0.9419333333333333,
    "lp_mean_per_class_recall": 0.22487235081256554,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.266,
    "lp_acc5": 0.9079333333333334,
    "lp_mean_per_class_recall": 0.2812039477991462,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.26026666666666665,
    "lp_acc5": 0.9228666666666666,
    "lp_mean_per_class_recall": 0.23975639433163912,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.5168666666666667,
    "lp_acc5": 0.9983333333333333,
    "lp_mean_per_class_recall": 0.5052564270701881,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.45613333333333334,
    "lp_acc5": 0.9938666666666667,
    "lp_mean_per_class_recall": 0.4379200051926165,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.3694,
    "lp_acc5": 0.978,
    "lp_mean_per_class_recall": 0.33673480230910563,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.24753333333333333,
    "lp_acc5": 0.9045333333333333,
    "lp_mean_per_class_recall": 0.2769201720145827,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.26293333333333335,
    "lp_acc5": 0.9078666666666667,
    "lp_mean_per_class_recall": 0.2792217908010473,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.2623333333333333,
    "lp_acc5": 0.9138666666666667,
    "lp_mean_per_class_recall": 0.2582194115830063,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.5287333333333334,
    "lp_acc5": 0.9988666666666667,
    "lp_mean_per_class_recall": 0.5184325868790173,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.48,
    "lp_acc5": 0.9959333333333333,
    "lp_mean_per_class_recall": 0.46433691475226024,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.39413333333333334,
    "lp_acc5": 0.9844666666666667,
    "lp_mean_per_class_recall": 0.36949038499888237,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.2546,
    "lp_acc5": 0.8995333333333333,
    "lp_mean_per_class_recall": 0.2789192469863911,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.25953333333333334,
    "lp_acc5": 0.9079333333333334,
    "lp_mean_per_class_recall": 0.2786471934994025,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.26613333333333333,
    "lp_acc5": 0.9118666666666667,
    "lp_mean_per_class_recall": 0.2743383239202852,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.5386666666666666,
    "lp_acc5": 0.9991333333333333,
    "lp_mean_per_class_recall": 0.5309202637689784,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.5003333333333333,
    "lp_acc5": 0.9975333333333334,
    "lp_mean_per_class_recall": 0.48584722351713944,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/clevr_closest_object_distance",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.4185333333333333,
    "lp_acc5": 0.9899333333333333,
    "lp_mean_per_class_recall": 0.397686752294705,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.2666744785563628,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.29897262368142014,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.19531286618232951,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3216006969707652,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.13182563862198265,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.24505577873050516,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7562690414811343,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.32233711018577405,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7444574642606047,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.24285971762882624,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7359503163815327,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.2,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.25633934848839934,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3371960575283029,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.2647058823529412,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3350668595755141,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.18460276540895243,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.2878665477264305,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.75917506444809,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3390323654668307,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.750667916569018,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.27808779678409706,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7361612374033278,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.2004138738328991,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.3366768221232716,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3349748908276351,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.2675415983126318,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.33525273510434445,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.2283102882587298,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3155992194149153,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7595969064916803,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.34663011437945757,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7543707522849777,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3079168224366585,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7390672603702836,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.2171567129298329,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.2741270213264589,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.30339486352649264,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.24457464260604642,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.30527260938004597,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.1380126552613077,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.2424960505395787,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7522849777361144,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3046811712100588,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7412467775955004,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.23739061822299776,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7359503163815327,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.2,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.3500351535036325,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3222048003044473,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.30864776189360205,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3151447670610709,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.20110147644715257,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.27825467681416666,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7556128427466604,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3193472182875494,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.745418326693227,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.26101111665034166,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.735903445043356,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.19998726236346848,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.32310756972111554,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3143101100174764,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.3109210217951722,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.31734678709699277,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.24731661588938364,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.2961106277436901,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7568783688774314,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3309010567804797,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7501288961799859,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.284678309075651,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7374033278650105,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.21187392896051147,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.3019217248652449,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3101836781609363,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.2902038903210687,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3381264209973034,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.10855401921724865,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.2326344535183408,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.754323880946801,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.31234480107996365,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7423716897117413,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.23794470259168018,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7359503163815327,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.2,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.41115537848605577,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3548698148978239,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.35526130771033515,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3509576912546457,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.2504569955472229,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3093000460973519,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7568549332083431,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.32798811576933995,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7481134286383876,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.2661279015019789,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7359503163815327,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.2001273408816097,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.357511131942817,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.34055688580797006,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.34052027185376144,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3504507139053687,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.3433794234825404,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3385094144506121,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7588235294117647,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.33846177014294737,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7516522146707288,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.29333551948742953,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7380595265994844,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.21425568764649316,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.3865479259432857,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.34551494430861995,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.363627841574877,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3004045530666185,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.3741738926646356,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.2826156383048793,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7660885868291539,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.33556928755129634,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7515116006561987,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.25914416004088386,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7359737520506211,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.2000318369945877,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.2222873213030232,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3323949638620776,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.32334192641199905,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.313512002937865,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.32535739395359736,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.27567961389702067,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7685258964143427,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.35102424987794567,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7599953128661824,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.2932709715864786,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7367236934614483,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.20373881699143598,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.3084368408718069,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3308236765826638,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.32024841809233656,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3198864891523447,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.35741738926646355,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.2904414580511821,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7691352238106398,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3598295960188796,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7640028122802907,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.32006104051499773,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7431216311225686,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.2311497609356358,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.5147879071947504,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3022643418730023,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.2737051792828685,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3051258403809952,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.16904148113428638,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.26794067267394156,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7633934848839934,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.33341325947489414,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7492383407546286,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.2592637244948942,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7359503163815327,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.2,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.3431450667916569,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3369978398674376,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.2855167565033982,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3166564903123315,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.34190297632997424,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.2840354407707637,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.765690180454652,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3458091334911307,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7557300210921022,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.283897828202901,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7368408718068901,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.2069243032547202,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.3254980079681275,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3336238986471699,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.28092336536208107,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.318589413205166,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.2925943285680806,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.30354827899512865,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7671431919381299,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.35948171184828637,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.761237403327865,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3118817024484984,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7409186782282634,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.22932948860058477,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.26786969767986873,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.34259576953980564,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.4193812983360675,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.34471609370436457,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.5312397468947738,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.27785549948073024,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7629716428404031,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3288451843988073,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7465901101476448,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.24518567286786236,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7359268807124444,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.20001909935805617,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.2853995781579564,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3411841670851764,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.36170611670963204,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3441223445174509,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.5433091164752754,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3002456130559176,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7667916569018045,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3483510389286501,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7545113662995079,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.2763511626890904,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7359268807124444,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.20083100610899107,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.32188891492852123,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.339124704471257,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.3572064682446684,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3459226815455418,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.46196390906960394,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.33320742487614935,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7682915397234591,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.363589141467265,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7599953128661824,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3066079982018932,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7392078743848137,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.2229024044716958,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.28197797047105694,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3108356088377242,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.3039371924068432,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3014854277966995,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.5058120459339114,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.26780014642236183,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7703070072650574,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3552507138093637,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7568549332083431,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.27411391039208904,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7358097023670026,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.20008912797201509,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.2548394656667448,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.2973634700836631,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.30018748535270684,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.30112227457741714,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.382845090227326,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.28114230033121057,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7723693461448324,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.36881897742795255,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7638856339348489,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3164651418681175,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7377314272322475,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.2086944089281359,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.25587063510663227,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.31122737920313936,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.2780173423951254,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.30108178729221147,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.3745722990391376,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.29648100121312043,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7737051792828685,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.37777346449952687,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7681743613780173,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.34133261459281605,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7460979610967893,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.23320172851302745,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.27921256151863133,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.31202243656359085,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.3057651745957347,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.32773862266647236,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.14682446683852823,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.2424547468628367,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7554019217248652,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3110951674914578,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7432622451370987,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.24506045169150723,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7359503163815327,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.2,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.37325990157018984,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.33794627903510516,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.32362315444105927,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3290677333374793,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.29927349425826105,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.29982906607621446,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7567143191938129,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3230023274386082,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7483009139910944,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.26827753525209397,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7359737520506211,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.20028344386643995,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.3559409421138974,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3341361960244182,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.33670025779235996,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3330276524554311,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.2936723693461448,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.31799901078937987,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.757909538317319,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3318590051637299,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7526599484415281,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.2947339961930727,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7377314272322475,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.2178905599612965,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.23494258261073353,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.34540617377679206,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.2584954300445278,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3325670030480616,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.35434731661588936,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.2800421632389247,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7673775486290133,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3520947509838283,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7505038668853996,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.27249268520679193,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.735903445043356,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.2001400714214001,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.21462385751113194,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.33452929151409866,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.27014295758143897,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.33770402153691903,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.2747129130536677,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.31744717522510324,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7697914225451137,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.367136324664238,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7587297867354112,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3099150609998688,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7376845558940708,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.213723902448135,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.31298336067494725,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3505203109445474,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.27581438950082027,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3412952930118295,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.2913053667682212,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3269025932647859,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7708694633231779,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3761539723098158,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7649402390438247,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3372542249810785,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.743215373798922,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.2390676972673042,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.36772908366533863,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.32465065695053025,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.22294352003749707,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.32337185642026495,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.2752284977736114,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.28306559895804223,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.762901335833138,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3385383127925726,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7457932973986408,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.2520104062357945,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7359503163815327,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.20007640452896586,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.24811342863838762,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3179137450052719,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.26280759315678465,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3165269761194718,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.3863838762596672,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.31337227857001515,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7647527536911178,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3533483249466035,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7531520974923834,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.28252610565847963,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.736770564799625,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.20927153135188076,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.2982657604874619,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3263408185233665,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.25807358800093744,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3166573234053013,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.32118584485587065,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.32081187038719,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7655261307710335,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3618667555583185,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7591281931099133,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3160250957671578,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7392781813920788,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.22589600681881036,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.16695570658542302,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.33988253846473154,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.3265994844152801,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.34646878215205035,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.11985001171783455,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.301329068491233,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7705647996250293,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.35829852296428283,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.755847199437544,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.2824293014343996,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7359503163815327,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.20078643857461292,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.4545816733067729,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3536203977176509,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.3702367002577924,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.35271014235558135,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.1957581438950082,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3117393761693939,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7736583079446918,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.37634878456781984,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.762901335833138,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.31552535706898216,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7395828450902273,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.2226091143082658,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.39247715022263885,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3492244113043249,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.40074994141082726,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3552414281402494,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.23430981954534802,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.32701143553538675,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7755565971408483,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3858528022226127,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7682681040543707,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3448779340360761,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7467072884930864,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.24688470316711095,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.4888914928521209,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3141559835673755,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.25378486055776894,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.34951413691239297,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.1118818842277947,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.2808945529000148,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7715959690649168,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3623004243256324,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7567143191938129,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.2880371546282427,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7355519100070307,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.20032468908695486,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.23360674947269744,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3643027744190165,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.2833372392781814,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3563862721997505,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.12823998125146474,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.30268358823220975,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7733067729083666,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3728247875011963,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7633934848839934,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3183385704294343,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7378251699086009,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.22198566270852024,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.33346613545816733,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.36360049623683677,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.2977970471056949,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.36000614631427513,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.19149285212092806,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3280439337371493,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.774337942348254,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.37776920355383575,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7687836887743145,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3418713990063328,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/diabetic_retinopathy",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7463088821185845,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.2463828548908739,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.24838354959313833,
    "lp_acc5": 0.9144051022652299,
    "lp_mean_per_class_recall": 0.2589951954543755,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.2564328128436332,
    "lp_acc5": 0.9172201451506488,
    "lp_mean_per_class_recall": 0.2566430743107005,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.1987684187376292,
    "lp_acc5": 0.9010776336045745,
    "lp_mean_per_class_recall": 0.19365345279032617,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.4943039366615351,
    "lp_acc5": 0.9774356718715637,
    "lp_mean_per_class_recall": 0.4694913209544847,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.47451066637343303,
    "lp_acc5": 0.9752364196173301,
    "lp_mean_per_class_recall": 0.44849732889135147,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.4017594018033869,
    "lp_acc5": 0.9621728612271827,
    "lp_mean_per_class_recall": 0.36643333514493376,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.29052122278425335,
    "lp_acc5": 0.9170442049703101,
    "lp_mean_per_class_recall": 0.2752403957275233,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.2705520123158126,
    "lp_acc5": 0.9164723993842093,
    "lp_mean_per_class_recall": 0.2651884959608801,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.21033648559489773,
    "lp_acc5": 0.8921486694523861,
    "lp_mean_per_class_recall": 0.21467340440260094,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.4968990543215307,
    "lp_acc5": 0.9784913129535958,
    "lp_mean_per_class_recall": 0.4721505542894105,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.4812843633164724,
    "lp_acc5": 0.9766879261051242,
    "lp_mean_per_class_recall": 0.45712137646015255,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.4284143391246976,
    "lp_acc5": 0.9664394106003958,
    "lp_mean_per_class_recall": 0.39802181593881997,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.2890697162964592,
    "lp_acc5": 0.9165163844292941,
    "lp_mean_per_class_recall": 0.27426888622820667,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.27627006817681987,
    "lp_acc5": 0.9165603694743787,
    "lp_mean_per_class_recall": 0.2682755160770344,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.23734330327688585,
    "lp_acc5": 0.903804706399824,
    "lp_mean_per_class_recall": 0.24144639360201015,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.4974268748625467,
    "lp_acc5": 0.9788871783593578,
    "lp_mean_per_class_recall": 0.4730949602350536,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.48862986584561247,
    "lp_acc5": 0.9771277765559709,
    "lp_mean_per_class_recall": 0.46436512032899985,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.45221024851550473,
    "lp_acc5": 0.970705959973609,
    "lp_mean_per_class_recall": 0.42452562299488794,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dmlab",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.2543215306795689,
    "lp_acc5": 0.9023971849571146,
    "lp_mean_per_class_recall": 0.2584098222920858,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dmlab",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.25502529140092367,
    "lp_acc5": 0.9082471959533759,
    "lp_mean_per_class_recall": 0.2560143710888621,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dmlab",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.20180338684847152,
    "lp_acc5": 0.8759621728612271,
    "lp_mean_per_class_recall": 0.19533405250829708,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dmlab",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.4858588080052782,
    "lp_acc5": 0.9764680008797009,
    "lp_mean_per_class_recall": 0.4603176424543014,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dmlab",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.45973169122498353,
    "lp_acc5": 0.9704860347481856,
    "lp_mean_per_class_recall": 0.43257064053451866,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dmlab",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.3942379590939081,
    "lp_acc5": 0.9587860127556631,
    "lp_mean_per_class_recall": 0.35514430349094045,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dmlab",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.2850670771937541,
    "lp_acc5": 0.9067077193754124,
    "lp_mean_per_class_recall": 0.27178221187734414,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dmlab",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.2685726852870024,
    "lp_acc5": 0.9081592258632065,
    "lp_mean_per_class_recall": 0.26244987166717393,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dmlab",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.2221244776775896,
    "lp_acc5": 0.8925885199032328,
    "lp_mean_per_class_recall": 0.22039622972529382,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dmlab",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.489905432153068,
    "lp_acc5": 0.9778315372773257,
    "lp_mean_per_class_recall": 0.46474912448657685,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dmlab",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.4736749505168243,
    "lp_acc5": 0.9736969430393666,
    "lp_mean_per_class_recall": 0.44715562799850206,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dmlab",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.41596657136573567,
    "lp_acc5": 0.9633164723993842,
    "lp_mean_per_class_recall": 0.38312734337353643,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dmlab",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.28550692764460084,
    "lp_acc5": 0.9052122278425335,
    "lp_mean_per_class_recall": 0.27389728166108873,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dmlab",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.2736309654717396,
    "lp_acc5": 0.9067077193754124,
    "lp_mean_per_class_recall": 0.26540453621832216,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dmlab",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.23998240598196613,
    "lp_acc5": 0.8998900373872883,
    "lp_mean_per_class_recall": 0.24242003141938306,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dmlab",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.49113701341543875,
    "lp_acc5": 0.9782713877281725,
    "lp_mean_per_class_recall": 0.4655184115345454,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dmlab",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.4822960193534198,
    "lp_acc5": 0.9753683747525841,
    "lp_mean_per_class_recall": 0.45657472658049936,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dmlab",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.4383109742687486,
    "lp_acc5": 0.9681108423136133,
    "lp_mean_per_class_recall": 0.40959016774925555,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.2572685287002419,
    "lp_acc5": 0.9037607213547394,
    "lp_mean_per_class_recall": 0.2615134556693671,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.2571365735649879,
    "lp_acc5": 0.9050362876621949,
    "lp_mean_per_class_recall": 0.2524862078338306,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.20655377171761602,
    "lp_acc5": 0.8795249615130856,
    "lp_mean_per_class_recall": 0.18598736599850707,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.49923026171101825,
    "lp_acc5": 0.9787992082691884,
    "lp_mean_per_class_recall": 0.4767475094081011,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.47385089069716296,
    "lp_acc5": 0.974312733670552,
    "lp_mean_per_class_recall": 0.44711248612798404,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.3956014954915329,
    "lp_acc5": 0.9583021772597317,
    "lp_mean_per_class_recall": 0.3580812820590053,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.28335166043545196,
    "lp_acc5": 0.9055641082032109,
    "lp_mean_per_class_recall": 0.2710711058947719,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.26500989663514407,
    "lp_acc5": 0.9066637343303277,
    "lp_mean_per_class_recall": 0.25848952005379894,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.20237519243457225,
    "lp_acc5": 0.8661974928524302,
    "lp_mean_per_class_recall": 0.19890402083953093,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.5031889157686387,
    "lp_acc5": 0.9792390587200351,
    "lp_mean_per_class_recall": 0.481465163833447,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.4857708379151089,
    "lp_acc5": 0.9766439410600396,
    "lp_mean_per_class_recall": 0.46105914621584754,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.4230481636243677,
    "lp_acc5": 0.963624367714977,
    "lp_mean_per_class_recall": 0.3903248660661427,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.2878381350340884,
    "lp_acc5": 0.9093028370354079,
    "lp_mean_per_class_recall": 0.2770503627297392,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.27090389267649,
    "lp_acc5": 0.9075874202771058,
    "lp_mean_per_class_recall": 0.2617424522556582,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.22999780074774576,
    "lp_acc5": 0.8875742247635804,
    "lp_mean_per_class_recall": 0.23084232463913293,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.5051682427974489,
    "lp_acc5": 0.9793710138552892,
    "lp_mean_per_class_recall": 0.48360722110994686,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.49619529360017595,
    "lp_acc5": 0.9781394325929184,
    "lp_mean_per_class_recall": 0.47305717784592966,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.4499670112161865,
    "lp_acc5": 0.9687266329447988,
    "lp_mean_per_class_recall": 0.42105713933793054,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.2669452386188696,
    "lp_acc5": 0.9137013415438751,
    "lp_mean_per_class_recall": 0.263835280905854,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.26421816582361995,
    "lp_acc5": 0.9027930503628766,
    "lp_mean_per_class_recall": 0.26611626106733655,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.19890037387288323,
    "lp_acc5": 0.8912249835056081,
    "lp_mean_per_class_recall": 0.20113890448879815,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.5133054761381131,
    "lp_acc5": 0.9801187596217286,
    "lp_mean_per_class_recall": 0.48901660244614237,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.48458324169782274,
    "lp_acc5": 0.9758961952936002,
    "lp_mean_per_class_recall": 0.4591783257068674,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.41455904992302617,
    "lp_acc5": 0.9638003078953156,
    "lp_mean_per_class_recall": 0.3788848600836667,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.2932922806245876,
    "lp_acc5": 0.9064438091049043,
    "lp_mean_per_class_recall": 0.28724425082404037,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.2825159445788432,
    "lp_acc5": 0.9058720035188036,
    "lp_mean_per_class_recall": 0.28015325467796054,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.20958873982845833,
    "lp_acc5": 0.8923685946778095,
    "lp_mean_per_class_recall": 0.21513754567243604,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.5176599956014954,
    "lp_acc5": 0.98060259511766,
    "lp_mean_per_class_recall": 0.4945984992062417,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.4983945458544095,
    "lp_acc5": 0.9776116120519024,
    "lp_mean_per_class_recall": 0.47339920048967987,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.4394106003958654,
    "lp_acc5": 0.9681988124037827,
    "lp_mean_per_class_recall": 0.40834642386990216,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.2909170881900154,
    "lp_acc5": 0.9062238838794809,
    "lp_mean_per_class_recall": 0.2837508568102933,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.2877501649439191,
    "lp_acc5": 0.906487794149989,
    "lp_mean_per_class_recall": 0.283409292447159,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.2388387948097647,
    "lp_acc5": 0.8971629645920387,
    "lp_mean_per_class_recall": 0.24474555216897662,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.518671651638443,
    "lp_acc5": 0.980866505388168,
    "lp_mean_per_class_recall": 0.49455513083838215,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.5073235100065978,
    "lp_acc5": 0.9791950736749505,
    "lp_mean_per_class_recall": 0.4832302988130652,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.4651418517703981,
    "lp_acc5": 0.9725533318671652,
    "lp_mean_per_class_recall": 0.4372188922168276,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.24983505608093248,
    "lp_acc5": 0.9071475698262591,
    "lp_mean_per_class_recall": 0.2514927856969056,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.22894215966571366,
    "lp_acc5": 0.8917088190015394,
    "lp_mean_per_class_recall": 0.22923944077003885,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.18038266989223664,
    "lp_acc5": 0.825819221464702,
    "lp_mean_per_class_recall": 0.1998200634217734,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.5144490873103145,
    "lp_acc5": 0.9792390587200351,
    "lp_mean_per_class_recall": 0.48986241432734506,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.4923685946778095,
    "lp_acc5": 0.9756322850230922,
    "lp_mean_per_class_recall": 0.4679972466169679,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.4179898834396305,
    "lp_acc5": 0.9641961733010777,
    "lp_mean_per_class_recall": 0.3813249386922146,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.23294479876841873,
    "lp_acc5": 0.9018693644160986,
    "lp_mean_per_class_recall": 0.23288880668103665,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.23391246976028152,
    "lp_acc5": 0.8978667253133934,
    "lp_mean_per_class_recall": 0.2321596016360132,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.19533758522102485,
    "lp_acc5": 0.8489993402243238,
    "lp_mean_per_class_recall": 0.20650224082424953,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.515988563888278,
    "lp_acc5": 0.97994281944139,
    "lp_mean_per_class_recall": 0.4917415695181504,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.5022212447767759,
    "lp_acc5": 0.9775676270068177,
    "lp_mean_per_class_recall": 0.47858047197807957,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.44609632724873544,
    "lp_acc5": 0.9689025731251375,
    "lp_mean_per_class_recall": 0.41455471347487777,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.23259291840774138,
    "lp_acc5": 0.9004178579283044,
    "lp_mean_per_class_recall": 0.23035140611320837,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.23518803606773697,
    "lp_acc5": 0.9017813943259292,
    "lp_mean_per_class_recall": 0.23301711938507078,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.21279964811963933,
    "lp_acc5": 0.8744226962832637,
    "lp_mean_per_class_recall": 0.21772605984432605,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.5181438310974269,
    "lp_acc5": 0.9809544754783374,
    "lp_mean_per_class_recall": 0.4935140693758771,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.5115900593798108,
    "lp_acc5": 0.9791510886298659,
    "lp_mean_per_class_recall": 0.4876410498067876,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.47235539916428415,
    "lp_acc5": 0.9724213767319112,
    "lp_mean_per_class_recall": 0.44511902558811767,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dmlab",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.244952716076534,
    "lp_acc5": 0.9128216406421816,
    "lp_mean_per_class_recall": 0.24815649505989798,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dmlab",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.25863206509786674,
    "lp_acc5": 0.9117659995601496,
    "lp_mean_per_class_recall": 0.2576998238356862,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dmlab",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.2041345942379591,
    "lp_acc5": 0.8566527380690565,
    "lp_mean_per_class_recall": 0.2026974573358438,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dmlab",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.4979986804486475,
    "lp_acc5": 0.9762480756542775,
    "lp_mean_per_class_recall": 0.4726701310851709,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dmlab",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.4669452386188696,
    "lp_acc5": 0.971629645920387,
    "lp_mean_per_class_recall": 0.4386916320111665,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dmlab",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.39841653837695185,
    "lp_acc5": 0.9600175940180339,
    "lp_mean_per_class_recall": 0.35882174503254105,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dmlab",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.2770178139432593,
    "lp_acc5": 0.9100065977567627,
    "lp_mean_per_class_recall": 0.2695785029444014,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dmlab",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.26624147789751484,
    "lp_acc5": 0.912645700461843,
    "lp_mean_per_class_recall": 0.2651744647536893,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dmlab",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.2241477897514845,
    "lp_acc5": 0.9020453045964372,
    "lp_mean_per_class_recall": 0.22013211887136042,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dmlab",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.5052562128876182,
    "lp_acc5": 0.9772157466461403,
    "lp_mean_per_class_recall": 0.4805616535526032,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dmlab",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.4801847371893556,
    "lp_acc5": 0.9729491972729272,
    "lp_mean_per_class_recall": 0.45328031140514696,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dmlab",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.4219485374972509,
    "lp_acc5": 0.9645920387068396,
    "lp_mean_per_class_recall": 0.38747858684232295,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dmlab",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.2740708159225863,
    "lp_acc5": 0.9137453265889598,
    "lp_mean_per_class_recall": 0.2666356956333309,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dmlab",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.2704640422256433,
    "lp_acc5": 0.9123817901913349,
    "lp_mean_per_class_recall": 0.2675942010563095,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dmlab",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.24314932922806246,
    "lp_acc5": 0.913173521002859,
    "lp_mean_per_class_recall": 0.24286178138882278,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dmlab",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.5074554651418518,
    "lp_acc5": 0.9784033428634265,
    "lp_mean_per_class_recall": 0.4825452592420058,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dmlab",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.4922806245876402,
    "lp_acc5": 0.9748845392566527,
    "lp_mean_per_class_recall": 0.466593817614484,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dmlab",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.4461403122938201,
    "lp_acc5": 0.9677149769078514,
    "lp_mean_per_class_recall": 0.4151401174978531,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dmlab",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.3180998460523422,
    "lp_acc5": 0.9246976028150429,
    "lp_mean_per_class_recall": 0.3063699387657199,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dmlab",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.2691005058280185,
    "lp_acc5": 0.9174400703760721,
    "lp_mean_per_class_recall": 0.26927390251699385,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dmlab",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.1682427974488674,
    "lp_acc5": 0.867692984385309,
    "lp_mean_per_class_recall": 0.19408932740785534,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dmlab",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.5351660435451946,
    "lp_acc5": 0.9842973389047723,
    "lp_mean_per_class_recall": 0.5082268862095135,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dmlab",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.5103144930723554,
    "lp_acc5": 0.980470639982406,
    "lp_mean_per_class_recall": 0.48267736835073,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dmlab",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.4246316252474159,
    "lp_acc5": 0.9690785133054761,
    "lp_mean_per_class_recall": 0.3891478179247334,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dmlab",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.28651858368154826,
    "lp_acc5": 0.9296239278645261,
    "lp_mean_per_class_recall": 0.2798430027196061,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dmlab",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.27534638223004176,
    "lp_acc5": 0.9188475918187816,
    "lp_mean_per_class_recall": 0.2735153981656247,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dmlab",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.21455904992302618,
    "lp_acc5": 0.8870024191774797,
    "lp_mean_per_class_recall": 0.22787886806673596,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dmlab",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.5367055201231581,
    "lp_acc5": 0.9849571145810424,
    "lp_mean_per_class_recall": 0.510586533233824,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dmlab",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.5243897074994502,
    "lp_acc5": 0.9826698922366396,
    "lp_mean_per_class_recall": 0.49720432412795224,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dmlab",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.45616890257312515,
    "lp_acc5": 0.974048823400044,
    "lp_mean_per_class_recall": 0.4243225127690809,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dmlab",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.2803606773696943,
    "lp_acc5": 0.9318671651638443,
    "lp_mean_per_class_recall": 0.2742808758442609,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dmlab",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.2797888717835936,
    "lp_acc5": 0.9210908291180998,
    "lp_mean_per_class_recall": 0.2759410659730288,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dmlab",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.2516824279744887,
    "lp_acc5": 0.9078073455025292,
    "lp_mean_per_class_recall": 0.2580316704121794,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dmlab",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.5371013855289202,
    "lp_acc5": 0.9848691444908731,
    "lp_mean_per_class_recall": 0.5107574294300945,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dmlab",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.532570925885199,
    "lp_acc5": 0.9842093688146031,
    "lp_mean_per_class_recall": 0.5058331077213318,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dmlab",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.48440730151748407,
    "lp_acc5": 0.9784473279085111,
    "lp_mean_per_class_recall": 0.45497068593087603,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.24204970310094567,
    "lp_acc5": 0.9106223883879481,
    "lp_mean_per_class_recall": 0.2529368374921839,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.24807565427754563,
    "lp_acc5": 0.9053001979327029,
    "lp_mean_per_class_recall": 0.24495502901038377,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.18759621728612272,
    "lp_acc5": 0.8989663514405102,
    "lp_mean_per_class_recall": 0.17845783947768812,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.5014295139652518,
    "lp_acc5": 0.9777435671871564,
    "lp_mean_per_class_recall": 0.4778433164596767,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.4716956234880141,
    "lp_acc5": 0.973521002859028,
    "lp_mean_per_class_recall": 0.4452311137382204,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.3895315592698482,
    "lp_acc5": 0.958654057620409,
    "lp_mean_per_class_recall": 0.3527551206199408,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.2618429733890477,
    "lp_acc5": 0.9046404222564328,
    "lp_mean_per_class_recall": 0.26620532911106387,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.254717396085331,
    "lp_acc5": 0.902749065317792,
    "lp_mean_per_class_recall": 0.2538406668449393,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.2010556410820321,
    "lp_acc5": 0.8862986584561249,
    "lp_mean_per_class_recall": 0.201705602047436,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.5038486914449087,
    "lp_acc5": 0.9788431933142732,
    "lp_mean_per_class_recall": 0.48042765205986765,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.48559489773477016,
    "lp_acc5": 0.9752804046624147,
    "lp_mean_per_class_recall": 0.4610472494060931,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.41702221244776777,
    "lp_acc5": 0.965471739608533,
    "lp_mean_per_class_recall": 0.38552255459868384,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.26958434132394987,
    "lp_acc5": 0.9099186276665934,
    "lp_mean_per_class_recall": 0.2686706537648665,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.26223883879480975,
    "lp_acc5": 0.9045084671211788,
    "lp_mean_per_class_recall": 0.2602226621445681,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.23228502309214866,
    "lp_acc5": 0.8961952936001759,
    "lp_mean_per_class_recall": 0.23123140537035067,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.5059159885638883,
    "lp_acc5": 0.9795029689905432,
    "lp_mean_per_class_recall": 0.4822104989915574,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.49667912909610734,
    "lp_acc5": 0.9771717616010557,
    "lp_mean_per_class_recall": 0.47259227224492717,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.4432372993182318,
    "lp_acc5": 0.9689025731251375,
    "lp_mean_per_class_recall": 0.4147617344446375,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.30824719595337585,
    "lp_acc5": 0.9028370354079613,
    "lp_mean_per_class_recall": 0.29452263590895483,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.2962392786452606,
    "lp_acc5": 0.9027930503628766,
    "lp_mean_per_class_recall": 0.2928004897548166,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.20967670991862766,
    "lp_acc5": 0.8726193094347922,
    "lp_mean_per_class_recall": 0.23782775307881188,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.5114581042445568,
    "lp_acc5": 0.9838574884539256,
    "lp_mean_per_class_recall": 0.4870684816613739,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.4954475478337365,
    "lp_acc5": 0.9795469540356279,
    "lp_mean_per_class_recall": 0.4683974791409593,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.43738728832197055,
    "lp_acc5": 0.9703100945678469,
    "lp_mean_per_class_recall": 0.4000346402227808,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.29813063558390146,
    "lp_acc5": 0.899802067297119,
    "lp_mean_per_class_recall": 0.29209418997875747,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.29619529360017594,
    "lp_acc5": 0.9044644820760941,
    "lp_mean_per_class_recall": 0.2911225496393764,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.24609632724873542,
    "lp_acc5": 0.8963712337805146,
    "lp_mean_per_class_recall": 0.262407652023585,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.5136573564987904,
    "lp_acc5": 0.983681548273587,
    "lp_mean_per_class_recall": 0.4899774240979198,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.5046404222564328,
    "lp_acc5": 0.9812183857488453,
    "lp_mean_per_class_recall": 0.4785623975565891,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.4625907191554871,
    "lp_acc5": 0.9734330327688586,
    "lp_mean_per_class_recall": 0.4299988702314699,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.29047723773916867,
    "lp_acc5": 0.896591159005938,
    "lp_mean_per_class_recall": 0.287680516861979,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.2979107103584781,
    "lp_acc5": 0.9051242577523642,
    "lp_mean_per_class_recall": 0.29154127439034333,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.2791290961073235,
    "lp_acc5": 0.9031009456784693,
    "lp_mean_per_class_recall": 0.2850849700569688,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.5123378051462503,
    "lp_acc5": 0.9833296679129097,
    "lp_mean_per_class_recall": 0.4887839241361103,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.5094787772157466,
    "lp_acc5": 0.9826698922366396,
    "lp_mean_per_class_recall": 0.48428773210310433,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.48044864745986365,
    "lp_acc5": 0.9751484495271607,
    "lp_mean_per_class_recall": 0.4506278760604925,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.2917088190015395,
    "lp_acc5": 0.9122058500109963,
    "lp_mean_per_class_recall": 0.2907517620875168,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.28185616890257315,
    "lp_acc5": 0.9046404222564328,
    "lp_mean_per_class_recall": 0.2791900877789796,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.18407741367934902,
    "lp_acc5": 0.8807565427754563,
    "lp_mean_per_class_recall": 0.2139417938518214,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.5326149109302837,
    "lp_acc5": 0.9810864306135914,
    "lp_mean_per_class_recall": 0.5053822147159042,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.5038047063998241,
    "lp_acc5": 0.9784033428634265,
    "lp_mean_per_class_recall": 0.47615480592298676,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.4284143391246976,
    "lp_acc5": 0.9647679788871784,
    "lp_mean_per_class_recall": 0.39246947584662323,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.2994501869364416,
    "lp_acc5": 0.9163844292940401,
    "lp_mean_per_class_recall": 0.2918110674389054,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.28445128656256874,
    "lp_acc5": 0.9070595997360897,
    "lp_mean_per_class_recall": 0.279780381486386,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.23268088849791072,
    "lp_acc5": 0.8914888937761162,
    "lp_mean_per_class_recall": 0.2462816018716947,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.5372773257092589,
    "lp_acc5": 0.9816582361996921,
    "lp_mean_per_class_recall": 0.5117673771249874,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.5168682647899714,
    "lp_acc5": 0.9800747745766439,
    "lp_mean_per_class_recall": 0.48891774121294174,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.45977567627006816,
    "lp_acc5": 0.9701781394325929,
    "lp_mean_per_class_recall": 0.42736395959731527,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.30472839234660215,
    "lp_acc5": 0.9180118759621728,
    "lp_mean_per_class_recall": 0.2951730215187762,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.28994941719815265,
    "lp_acc5": 0.908906971629646,
    "lp_mean_per_class_recall": 0.28371790412576253,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.27129975808225204,
    "lp_acc5": 0.9039366615350781,
    "lp_mean_per_class_recall": 0.27401719316950546,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.5369254453485814,
    "lp_acc5": 0.9822300417857929,
    "lp_mean_per_class_recall": 0.5110500810474786,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.5282164064218166,
    "lp_acc5": 0.9810424455685067,
    "lp_mean_per_class_recall": 0.50102520272912,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.48106443809104904,
    "lp_acc5": 0.9739608533098747,
    "lp_mean_per_class_recall": 0.45117382353696506,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.28990543215306797,
    "lp_acc5": 0.9208269188475918,
    "lp_mean_per_class_recall": 0.2868954876321245,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.274510666373433,
    "lp_acc5": 0.9046844073015174,
    "lp_mean_per_class_recall": 0.2723016901516348,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.235583901473499,
    "lp_acc5": 0.8912249835056081,
    "lp_mean_per_class_recall": 0.21166643029451918,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.5389047723773916,
    "lp_acc5": 0.9839014734990104,
    "lp_mean_per_class_recall": 0.5128660502838641,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.5199912029909831,
    "lp_acc5": 0.9812623707939301,
    "lp_mean_per_class_recall": 0.49109452972768824,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.4494831757202551,
    "lp_acc5": 0.970837915108863,
    "lp_mean_per_class_recall": 0.41284915066872524,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.2826039146690125,
    "lp_acc5": 0.9069716296459204,
    "lp_mean_per_class_recall": 0.27970126839229936,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.27380690565207827,
    "lp_acc5": 0.9063118539696503,
    "lp_mean_per_class_recall": 0.2733616206957056,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.2358917967890917,
    "lp_acc5": 0.9003298878381351,
    "lp_mean_per_class_recall": 0.22711241735538187,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.5433912469760281,
    "lp_acc5": 0.9845172641301957,
    "lp_mean_per_class_recall": 0.5180514309333032,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.532043105344183,
    "lp_acc5": 0.9829777875522322,
    "lp_mean_per_class_recall": 0.5043889966153984,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.4788651858368155,
    "lp_acc5": 0.9743567187156367,
    "lp_mean_per_class_recall": 0.44555531905162954,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.2886298658456125,
    "lp_acc5": 0.9101385528920167,
    "lp_mean_per_class_recall": 0.28202059311587274,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.27829338025071476,
    "lp_acc5": 0.9056080932482956,
    "lp_mean_per_class_recall": 0.2770808719657118,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.25647679788871786,
    "lp_acc5": 0.9038926764899934,
    "lp_mean_per_class_recall": 0.2527704811873542,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.5431713217506048,
    "lp_acc5": 0.9846932043105344,
    "lp_mean_per_class_recall": 0.5178166763749521,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.5366175500329888,
    "lp_acc5": 0.9836375632285023,
    "lp_mean_per_class_recall": 0.5098104477725779,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.5021332746866065,
    "lp_acc5": 0.9786672531339344,
    "lp_mean_per_class_recall": 0.4714073341724208,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.2543215306795689,
    "lp_acc5": 0.9149769078513306,
    "lp_mean_per_class_recall": 0.2506765310204763,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.2505828018473719,
    "lp_acc5": 0.916780294699802,
    "lp_mean_per_class_recall": 0.24999078717185727,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.16340444248955355,
    "lp_acc5": 0.8244117000219925,
    "lp_mean_per_class_recall": 0.17613500132246354,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.5352979986804487,
    "lp_acc5": 0.9845612491752804,
    "lp_mean_per_class_recall": 0.5101110263016769,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.5101385528920167,
    "lp_acc5": 0.9798988343963052,
    "lp_mean_per_class_recall": 0.4828483821863625,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.4431933142731471,
    "lp_acc5": 0.9684627226742908,
    "lp_mean_per_class_recall": 0.4080364560098824,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.2719155487134374,
    "lp_acc5": 0.9220585001099626,
    "lp_mean_per_class_recall": 0.26815255204891425,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.2578843193314273,
    "lp_acc5": 0.9174400703760721,
    "lp_mean_per_class_recall": 0.2561074920619937,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.19837255333186715,
    "lp_acc5": 0.8720914888937761,
    "lp_mean_per_class_recall": 0.20994230973269778,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.5404442489553551,
    "lp_acc5": 0.9850450846712118,
    "lp_mean_per_class_recall": 0.5156651468792729,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.5232460963272487,
    "lp_acc5": 0.9817901913349462,
    "lp_mean_per_class_recall": 0.4969477743627684,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.4731471299758082,
    "lp_acc5": 0.9724213767319112,
    "lp_mean_per_class_recall": 0.44297216230364134,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.27178359357818344,
    "lp_acc5": 0.9196393226303057,
    "lp_mean_per_class_recall": 0.2731003138145627,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.2609632724873543,
    "lp_acc5": 0.9203430833516605,
    "lp_mean_per_class_recall": 0.2587822066541577,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.23215306795689467,
    "lp_acc5": 0.9073235100065977,
    "lp_mean_per_class_recall": 0.2371094006061564,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.5398724433692544,
    "lp_acc5": 0.9849571145810424,
    "lp_mean_per_class_recall": 0.5154231445152924,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.5303276885858808,
    "lp_acc5": 0.983945458544095,
    "lp_mean_per_class_recall": 0.5044152983734991,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dmlab",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.48915768638662854,
    "lp_acc5": 0.976731911150209,
    "lp_mean_per_class_recall": 0.4608345108485719,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.14241536458333334,
    "lp_acc5": 0.4411349826388889,
    "lp_mean_per_class_recall": 0.14274685957148184,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.1185031467013889,
    "lp_acc5": 0.3688015407986111,
    "lp_mean_per_class_recall": 0.11888961984548736,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.054484049479166664,
    "lp_acc5": 0.21705457899305555,
    "lp_mean_per_class_recall": 0.05369796265593864,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.6762559678819444,
    "lp_acc5": 0.9945203993055556,
    "lp_mean_per_class_recall": 0.6759106118871052,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.5848931206597222,
    "lp_acc5": 0.9825439453125,
    "lp_mean_per_class_recall": 0.5844927815365806,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.4445258246527778,
    "lp_acc5": 0.9195556640625,
    "lp_mean_per_class_recall": 0.4448485228104045,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.1849907769097222,
    "lp_acc5": 0.5134684244791666,
    "lp_mean_per_class_recall": 0.18514518304782004,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.1374782986111111,
    "lp_acc5": 0.4097086588541667,
    "lp_mean_per_class_recall": 0.1379227281027139,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.0902370876736111,
    "lp_acc5": 0.3015001085069444,
    "lp_mean_per_class_recall": 0.08979618977191182,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.6995713975694444,
    "lp_acc5": 0.9959852430555556,
    "lp_mean_per_class_recall": 0.6992562164168779,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.6202121310763888,
    "lp_acc5": 0.9883761935763888,
    "lp_mean_per_class_recall": 0.6200822685971763,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.4936930338541667,
    "lp_acc5": 0.9512261284722222,
    "lp_mean_per_class_recall": 0.4935822369390161,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.2146538628472222,
    "lp_acc5": 0.5912136501736112,
    "lp_mean_per_class_recall": 0.21491133143000188,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.1429714626736111,
    "lp_acc5": 0.4259168836805556,
    "lp_mean_per_class_recall": 0.14339273989313006,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.11417643229166667,
    "lp_acc5": 0.3678249782986111,
    "lp_mean_per_class_recall": 0.1145870678676503,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7204047309027778,
    "lp_acc5": 0.9969211154513888,
    "lp_mean_per_class_recall": 0.7202672636349658,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.6516655815972222,
    "lp_acc5": 0.9925672743055556,
    "lp_mean_per_class_recall": 0.651217876419433,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.53759765625,
    "lp_acc5": 0.9694281684027778,
    "lp_mean_per_class_recall": 0.5375156409197315,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.1040988498263889,
    "lp_acc5": 0.3540988498263889,
    "lp_mean_per_class_recall": 0.10418074546106473,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.09849717881944445,
    "lp_acc5": 0.2838677300347222,
    "lp_mean_per_class_recall": 0.09868260573153546,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.03305392795138889,
    "lp_acc5": 0.14567057291666666,
    "lp_mean_per_class_recall": 0.03258719375342444,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.5921766493055556,
    "lp_acc5": 0.9788682725694444,
    "lp_mean_per_class_recall": 0.5918408697320336,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.4777153862847222,
    "lp_acc5": 0.9376763237847222,
    "lp_mean_per_class_recall": 0.47766722923272464,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.3227810329861111,
    "lp_acc5": 0.8078884548611112,
    "lp_mean_per_class_recall": 0.3229773770313047,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.12791612413194445,
    "lp_acc5": 0.4090169270833333,
    "lp_mean_per_class_recall": 0.1280760304730198,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.10734049479166667,
    "lp_acc5": 0.3486599392361111,
    "lp_mean_per_class_recall": 0.10759797675875378,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.06321885850694445,
    "lp_acc5": 0.1983100043402778,
    "lp_mean_per_class_recall": 0.06291103776520965,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.6199001736111112,
    "lp_acc5": 0.9846733940972222,
    "lp_mean_per_class_recall": 0.6194030348942483,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.5201009114583334,
    "lp_acc5": 0.9570583767361112,
    "lp_mean_per_class_recall": 0.5200126151806662,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.3733045789930556,
    "lp_acc5": 0.8593478732638888,
    "lp_mean_per_class_recall": 0.37335806900132895,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.149169921875,
    "lp_acc5": 0.4734022352430556,
    "lp_mean_per_class_recall": 0.1495574710515401,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.11366102430555555,
    "lp_acc5": 0.3641764322916667,
    "lp_mean_per_class_recall": 0.11412420421385101,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.08280436197916667,
    "lp_acc5": 0.2837727864583333,
    "lp_mean_per_class_recall": 0.08289380277462081,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.6436767578125,
    "lp_acc5": 0.9887017144097222,
    "lp_mean_per_class_recall": 0.643264075413766,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.5571695963541666,
    "lp_acc5": 0.97021484375,
    "lp_mean_per_class_recall": 0.5568876165785841,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.4200303819444444,
    "lp_acc5": 0.9009060329861112,
    "lp_mean_per_class_recall": 0.42026275704830907,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.12186686197916667,
    "lp_acc5": 0.3776719835069444,
    "lp_mean_per_class_recall": 0.12219640007528491,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.09813096788194445,
    "lp_acc5": 0.3154161241319444,
    "lp_mean_per_class_recall": 0.09852297097520582,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.045450846354166664,
    "lp_acc5": 0.19251844618055555,
    "lp_mean_per_class_recall": 0.045305345966790644,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.6288113064236112,
    "lp_acc5": 0.9865858289930556,
    "lp_mean_per_class_recall": 0.6284580828453366,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.5254448784722222,
    "lp_acc5": 0.9614122178819444,
    "lp_mean_per_class_recall": 0.5252928413838733,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.3759901258680556,
    "lp_acc5": 0.8595241970486112,
    "lp_mean_per_class_recall": 0.37589402585760334,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.14371744791666666,
    "lp_acc5": 0.4175075954861111,
    "lp_mean_per_class_recall": 0.1439302621165132,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.1092258029513889,
    "lp_acc5": 0.3533121744791667,
    "lp_mean_per_class_recall": 0.10974569236799554,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.0693630642361111,
    "lp_acc5": 0.2614339192708333,
    "lp_mean_per_class_recall": 0.06892467901670571,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.6540662977430556,
    "lp_acc5": 0.9896240234375,
    "lp_mean_per_class_recall": 0.6536283834126374,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.5646837022569444,
    "lp_acc5": 0.97412109375,
    "lp_mean_per_class_recall": 0.5643277756858606,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.4258761935763889,
    "lp_acc5": 0.9049886067708334,
    "lp_mean_per_class_recall": 0.4256683084196,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.16853841145833334,
    "lp_acc5": 0.4885389539930556,
    "lp_mean_per_class_recall": 0.168872313481532,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.11870659722222222,
    "lp_acc5": 0.3645697699652778,
    "lp_mean_per_class_recall": 0.11922130039377773,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.0998263888888889,
    "lp_acc5": 0.3025444878472222,
    "lp_mean_per_class_recall": 0.09999815313568407,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.6735297309027778,
    "lp_acc5": 0.9919297960069444,
    "lp_mean_per_class_recall": 0.672812854724105,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.5997721354166666,
    "lp_acc5": 0.9818657769097222,
    "lp_mean_per_class_recall": 0.599557539366766,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.4711507161458333,
    "lp_acc5": 0.9354383680555556,
    "lp_mean_per_class_recall": 0.47111245905812044,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.1351318359375,
    "lp_acc5": 0.4129774305555556,
    "lp_mean_per_class_recall": 0.1356317359590494,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.1041259765625,
    "lp_acc5": 0.3401421440972222,
    "lp_mean_per_class_recall": 0.10406477844886304,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.0538330078125,
    "lp_acc5": 0.2057156032986111,
    "lp_mean_per_class_recall": 0.054083758987037635,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7421468098958334,
    "lp_acc5": 0.9975179036458334,
    "lp_mean_per_class_recall": 0.7418998755400255,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.6416693793402778,
    "lp_acc5": 0.9905734592013888,
    "lp_mean_per_class_recall": 0.6415505255229441,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.4801567925347222,
    "lp_acc5": 0.9374050564236112,
    "lp_mean_per_class_recall": 0.48024361334097937,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.17138671875,
    "lp_acc5": 0.4977349175347222,
    "lp_mean_per_class_recall": 0.17062423340268693,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.11332194010416667,
    "lp_acc5": 0.3709581163194444,
    "lp_mean_per_class_recall": 0.11284642686597532,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.0782470703125,
    "lp_acc5": 0.2678087022569444,
    "lp_mean_per_class_recall": 0.07790533496820302,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7665066189236112,
    "lp_acc5": 0.9981553819444444,
    "lp_mean_per_class_recall": 0.7657092109857315,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.6823594835069444,
    "lp_acc5": 0.9945068359375,
    "lp_mean_per_class_recall": 0.6821745862743926,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.5334065755208334,
    "lp_acc5": 0.9630126953125,
    "lp_mean_per_class_recall": 0.5333127988811308,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.2205268012152778,
    "lp_acc5": 0.5899929470486112,
    "lp_mean_per_class_recall": 0.22014662138929286,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.1268039279513889,
    "lp_acc5": 0.3973388671875,
    "lp_mean_per_class_recall": 0.12622232939453332,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.0975341796875,
    "lp_acc5": 0.3348795572916667,
    "lp_mean_per_class_recall": 0.09720670753723977,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7861056857638888,
    "lp_acc5": 0.9986300998263888,
    "lp_mean_per_class_recall": 0.7853036344700313,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7162136501736112,
    "lp_acc5": 0.9965006510416666,
    "lp_mean_per_class_recall": 0.7159396846124076,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.5842149522569444,
    "lp_acc5": 0.980224609375,
    "lp_mean_per_class_recall": 0.5840041462083836,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.1588812934027778,
    "lp_acc5": 0.4408365885416667,
    "lp_mean_per_class_recall": 0.15888256142394486,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.1136203342013889,
    "lp_acc5": 0.372802734375,
    "lp_mean_per_class_recall": 0.11348015467345848,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.06476508246527778,
    "lp_acc5": 0.24070909288194445,
    "lp_mean_per_class_recall": 0.06425703882168714,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7645806206597222,
    "lp_acc5": 0.9978434244791666,
    "lp_mean_per_class_recall": 0.7640456402050463,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.6686062282986112,
    "lp_acc5": 0.9928792317708334,
    "lp_mean_per_class_recall": 0.6681915112550769,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.506103515625,
    "lp_acc5": 0.9579399956597222,
    "lp_mean_per_class_recall": 0.5060595555237667,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.19774034288194445,
    "lp_acc5": 0.5297309027777778,
    "lp_mean_per_class_recall": 0.1976029528728558,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.12938096788194445,
    "lp_acc5": 0.3987765842013889,
    "lp_mean_per_class_recall": 0.12899852660967137,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.08430989583333333,
    "lp_acc5": 0.3348931206597222,
    "lp_mean_per_class_recall": 0.08417292079475068,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7872585720486112,
    "lp_acc5": 0.99853515625,
    "lp_mean_per_class_recall": 0.7864117237377768,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7073838975694444,
    "lp_acc5": 0.9957411024305556,
    "lp_mean_per_class_recall": 0.7068824067829741,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.561767578125,
    "lp_acc5": 0.9763726128472222,
    "lp_mean_per_class_recall": 0.5616795135432839,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.23111979166666666,
    "lp_acc5": 0.60888671875,
    "lp_mean_per_class_recall": 0.23129763058113345,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.1424560546875,
    "lp_acc5": 0.4196912977430556,
    "lp_mean_per_class_recall": 0.1422552955219166,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.10735405815972222,
    "lp_acc5": 0.3684624565972222,
    "lp_mean_per_class_recall": 0.10681386214149002,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8050265842013888,
    "lp_acc5": 0.9988878038194444,
    "lp_mean_per_class_recall": 0.8041120010465225,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7403971354166666,
    "lp_acc5": 0.9970703125,
    "lp_mean_per_class_recall": 0.7396056687300453,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.6143798828125,
    "lp_acc5": 0.9864773220486112,
    "lp_mean_per_class_recall": 0.6142142411634037,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.11085340711805555,
    "lp_acc5": 0.3353678385416667,
    "lp_mean_per_class_recall": 0.11154902680574101,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.0972629123263889,
    "lp_acc5": 0.3149278428819444,
    "lp_mean_per_class_recall": 0.09799166782419436,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.04871961805555555,
    "lp_acc5": 0.16105143229166666,
    "lp_mean_per_class_recall": 0.04860017386303406,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.66015625,
    "lp_acc5": 0.9908718532986112,
    "lp_mean_per_class_recall": 0.6600756486706063,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.5365397135416666,
    "lp_acc5": 0.9613850911458334,
    "lp_mean_per_class_recall": 0.5365369837648151,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.3353271484375,
    "lp_acc5": 0.8229709201388888,
    "lp_mean_per_class_recall": 0.3353100430516972,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.13301595052083334,
    "lp_acc5": 0.4203559027777778,
    "lp_mean_per_class_recall": 0.13278515580887712,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.11336263020833333,
    "lp_acc5": 0.3815782335069444,
    "lp_mean_per_class_recall": 0.11361267466098617,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.06574164496527778,
    "lp_acc5": 0.20829264322916666,
    "lp_mean_per_class_recall": 0.06559110858373009,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.6918131510416666,
    "lp_acc5": 0.9938286675347222,
    "lp_mean_per_class_recall": 0.691454102807132,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.5851779513888888,
    "lp_acc5": 0.9770914713541666,
    "lp_mean_per_class_recall": 0.5851220045500538,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.4039713541666667,
    "lp_acc5": 0.8851860894097222,
    "lp_mean_per_class_recall": 0.40406339033888655,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.16304524739583334,
    "lp_acc5": 0.4764675564236111,
    "lp_mean_per_class_recall": 0.16282182740331078,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.1177978515625,
    "lp_acc5": 0.3961859809027778,
    "lp_mean_per_class_recall": 0.11791754229754756,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.0947265625,
    "lp_acc5": 0.3137478298611111,
    "lp_mean_per_class_recall": 0.09509876954250907,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7178548177083334,
    "lp_acc5": 0.9955512152777778,
    "lp_mean_per_class_recall": 0.717881204703017,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.6258138020833334,
    "lp_acc5": 0.9859347873263888,
    "lp_mean_per_class_recall": 0.6254728094260926,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.4656168619791667,
    "lp_acc5": 0.9278700086805556,
    "lp_mean_per_class_recall": 0.4654625284263689,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.1326904296875,
    "lp_acc5": 0.4026692708333333,
    "lp_mean_per_class_recall": 0.13221800142255957,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.09800889756944445,
    "lp_acc5": 0.3350016276041667,
    "lp_mean_per_class_recall": 0.09789636402153867,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.0644259982638889,
    "lp_acc5": 0.19883897569444445,
    "lp_mean_per_class_recall": 0.06410752055334315,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7783610026041666,
    "lp_acc5": 0.9983859592013888,
    "lp_mean_per_class_recall": 0.7778138529725643,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.6650119357638888,
    "lp_acc5": 0.9912651909722222,
    "lp_mean_per_class_recall": 0.6644658455790978,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.4835883246527778,
    "lp_acc5": 0.9464246961805556,
    "lp_mean_per_class_recall": 0.4838821819115786,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.17484537760416666,
    "lp_acc5": 0.4982367621527778,
    "lp_mean_per_class_recall": 0.17475281568769221,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.1246609157986111,
    "lp_acc5": 0.3713785807291667,
    "lp_mean_per_class_recall": 0.12464507228767115,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.07344563802083333,
    "lp_acc5": 0.2763536241319444,
    "lp_mean_per_class_recall": 0.07316483956337369,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8033447265625,
    "lp_acc5": 0.9990098741319444,
    "lp_mean_per_class_recall": 0.8025667888397823,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7090386284722222,
    "lp_acc5": 0.9952799479166666,
    "lp_mean_per_class_recall": 0.7082872512310328,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.5469156901041666,
    "lp_acc5": 0.9675157335069444,
    "lp_mean_per_class_recall": 0.5467954640605909,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.2125922309027778,
    "lp_acc5": 0.5735948350694444,
    "lp_mean_per_class_recall": 0.2125362654901058,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.1270209418402778,
    "lp_acc5": 0.3965521918402778,
    "lp_mean_per_class_recall": 0.12695314173615513,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.10260687934027778,
    "lp_acc5": 0.3280436197916667,
    "lp_mean_per_class_recall": 0.10232474953011575,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8223470052083334,
    "lp_acc5": 0.9992133246527778,
    "lp_mean_per_class_recall": 0.8218005618272507,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7468532986111112,
    "lp_acc5": 0.9974772135416666,
    "lp_mean_per_class_recall": 0.7465600256547804,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.6026882595486112,
    "lp_acc5": 0.9817301432291666,
    "lp_mean_per_class_recall": 0.6020626002965284,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.11564127604166667,
    "lp_acc5": 0.3922254774305556,
    "lp_mean_per_class_recall": 0.1157569262514487,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.10761176215277778,
    "lp_acc5": 0.3141140407986111,
    "lp_mean_per_class_recall": 0.10799752474969271,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.04271104600694445,
    "lp_acc5": 0.1783989800347222,
    "lp_mean_per_class_recall": 0.04330492980489635,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.6140950520833334,
    "lp_acc5": 0.9859076605902778,
    "lp_mean_per_class_recall": 0.6140091045902911,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.50830078125,
    "lp_acc5": 0.9612765842013888,
    "lp_mean_per_class_recall": 0.508103544639246,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.3507351345486111,
    "lp_acc5": 0.8504638671875,
    "lp_mean_per_class_recall": 0.3508349488106223,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.14808485243055555,
    "lp_acc5": 0.4381510416666667,
    "lp_mean_per_class_recall": 0.1483980071978379,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.12065972222222222,
    "lp_acc5": 0.3678656684027778,
    "lp_mean_per_class_recall": 0.12115472898998872,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.08330620659722222,
    "lp_acc5": 0.2748209635416667,
    "lp_mean_per_class_recall": 0.08364013001198253,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.6385769314236112,
    "lp_acc5": 0.9895968967013888,
    "lp_mean_per_class_recall": 0.6384706269391701,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.5492485894097222,
    "lp_acc5": 0.9735921223958334,
    "lp_mean_per_class_recall": 0.5490386146996021,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.4004584418402778,
    "lp_acc5": 0.9018283420138888,
    "lp_mean_per_class_recall": 0.4003019103213356,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.17332628038194445,
    "lp_acc5": 0.5058051215277778,
    "lp_mean_per_class_recall": 0.1736193775629285,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.12950303819444445,
    "lp_acc5": 0.3866373697916667,
    "lp_mean_per_class_recall": 0.12989805592686818,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.10191514756944445,
    "lp_acc5": 0.3247341579861111,
    "lp_mean_per_class_recall": 0.10247136686531384,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.6580539279513888,
    "lp_acc5": 0.9913465711805556,
    "lp_mean_per_class_recall": 0.6577681684879311,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.5857476128472222,
    "lp_acc5": 0.9811740451388888,
    "lp_mean_per_class_recall": 0.5852943522927114,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.4517415364583333,
    "lp_acc5": 0.9358317057291666,
    "lp_mean_per_class_recall": 0.45119382993856283,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.1611599392361111,
    "lp_acc5": 0.4940185546875,
    "lp_mean_per_class_recall": 0.1610815333462062,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.11131456163194445,
    "lp_acc5": 0.3853759765625,
    "lp_mean_per_class_recall": 0.1112039379624501,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.0809597439236111,
    "lp_acc5": 0.2887776692708333,
    "lp_mean_per_class_recall": 0.08090209704030873,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8232421875,
    "lp_acc5": 0.9992404513888888,
    "lp_mean_per_class_recall": 0.8228384194066418,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7404649522569444,
    "lp_acc5": 0.9972737630208334,
    "lp_mean_per_class_recall": 0.7398725774031367,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.5772026909722222,
    "lp_acc5": 0.9791124131944444,
    "lp_mean_per_class_recall": 0.5771758556381351,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.2315402560763889,
    "lp_acc5": 0.5999348958333334,
    "lp_mean_per_class_recall": 0.23184555858746442,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.1283908420138889,
    "lp_acc5": 0.4107259114583333,
    "lp_mean_per_class_recall": 0.12834358493220152,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.09159342447916667,
    "lp_acc5": 0.3420138888888889,
    "lp_mean_per_class_recall": 0.09152853036495362,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8399929470486112,
    "lp_acc5": 0.9995252821180556,
    "lp_mean_per_class_recall": 0.8398714244128085,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7757839626736112,
    "lp_acc5": 0.9983995225694444,
    "lp_mean_per_class_recall": 0.7752700155304495,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.6356743706597222,
    "lp_acc5": 0.9888916015625,
    "lp_mean_per_class_recall": 0.63538556458682,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.2634548611111111,
    "lp_acc5": 0.6615125868055556,
    "lp_mean_per_class_recall": 0.2638463128891096,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.1535101996527778,
    "lp_acc5": 0.4554036458333333,
    "lp_mean_per_class_recall": 0.1533288416084791,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.10431586371527778,
    "lp_acc5": 0.3783637152777778,
    "lp_mean_per_class_recall": 0.10408715091889964,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8545057508680556,
    "lp_acc5": 0.9995930989583334,
    "lp_mean_per_class_recall": 0.853961408324275,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8043077256944444,
    "lp_acc5": 0.9988742404513888,
    "lp_mean_per_class_recall": 0.8041503147627992,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.6881239149305556,
    "lp_acc5": 0.9938557942708334,
    "lp_mean_per_class_recall": 0.6878904734730598,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.1602240668402778,
    "lp_acc5": 0.4640977647569444,
    "lp_mean_per_class_recall": 0.1600515410200287,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.11275227864583333,
    "lp_acc5": 0.3635525173611111,
    "lp_mean_per_class_recall": 0.1125448477325047,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.04600694444444445,
    "lp_acc5": 0.2668321397569444,
    "lp_mean_per_class_recall": 0.045655640284292774,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7750651041666666,
    "lp_acc5": 0.9977484809027778,
    "lp_mean_per_class_recall": 0.7744344504330706,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.6962890625,
    "lp_acc5": 0.9943983289930556,
    "lp_mean_per_class_recall": 0.6962305023401686,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.5365397135416666,
    "lp_acc5": 0.9714219835069444,
    "lp_mean_per_class_recall": 0.5368706838404292,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.19874403211805555,
    "lp_acc5": 0.5542534722222222,
    "lp_mean_per_class_recall": 0.19919070378102077,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.131103515625,
    "lp_acc5": 0.3924153645833333,
    "lp_mean_per_class_recall": 0.13102152265238892,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.0850558810763889,
    "lp_acc5": 0.3187255859375,
    "lp_mean_per_class_recall": 0.08475973714082374,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7904730902777778,
    "lp_acc5": 0.9982367621527778,
    "lp_mean_per_class_recall": 0.7900354192259635,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7290852864583334,
    "lp_acc5": 0.9963107638888888,
    "lp_mean_per_class_recall": 0.728579975167813,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.5950385199652778,
    "lp_acc5": 0.9839138454861112,
    "lp_mean_per_class_recall": 0.5948069747141072,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.23116048177083334,
    "lp_acc5": 0.6120334201388888,
    "lp_mean_per_class_recall": 0.2317148001272648,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.14173719618055555,
    "lp_acc5": 0.4346652560763889,
    "lp_mean_per_class_recall": 0.14168538006906686,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.11113823784722222,
    "lp_acc5": 0.3530544704861111,
    "lp_mean_per_class_recall": 0.11071461787622668,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8017442491319444,
    "lp_acc5": 0.9985215928819444,
    "lp_mean_per_class_recall": 0.801120896367177,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7552897135416666,
    "lp_acc5": 0.997314453125,
    "lp_mean_per_class_recall": 0.7547251316890773,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.6460232204861112,
    "lp_acc5": 0.9900851779513888,
    "lp_mean_per_class_recall": 0.6460256900948089,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.1946478949652778,
    "lp_acc5": 0.5317654079861112,
    "lp_mean_per_class_recall": 0.19533347640197693,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.1183810763888889,
    "lp_acc5": 0.3897840711805556,
    "lp_mean_per_class_recall": 0.11864378693506543,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.0834689670138889,
    "lp_acc5": 0.289306640625,
    "lp_mean_per_class_recall": 0.08337781340145876,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8447129991319444,
    "lp_acc5": 0.9993218315972222,
    "lp_mean_per_class_recall": 0.8437310198214905,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7655571831597222,
    "lp_acc5": 0.9981825086805556,
    "lp_mean_per_class_recall": 0.7650737969977778,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.6093071831597222,
    "lp_acc5": 0.9853244357638888,
    "lp_mean_per_class_recall": 0.6091748737420012,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.2210422092013889,
    "lp_acc5": 0.6022542317708334,
    "lp_mean_per_class_recall": 0.22152758296509695,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.1278347439236111,
    "lp_acc5": 0.4186062282986111,
    "lp_mean_per_class_recall": 0.12832164080511405,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.10011121961805555,
    "lp_acc5": 0.3447943793402778,
    "lp_mean_per_class_recall": 0.09996180170256765,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8572455512152778,
    "lp_acc5": 0.9994710286458334,
    "lp_mean_per_class_recall": 0.8569702905144758,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8000895182291666,
    "lp_acc5": 0.9987386067708334,
    "lp_mean_per_class_recall": 0.7995445839473706,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.6677788628472222,
    "lp_acc5": 0.9928114149305556,
    "lp_mean_per_class_recall": 0.6672661329991284,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.2502848307291667,
    "lp_acc5": 0.6523030598958334,
    "lp_mean_per_class_recall": 0.2506955219140841,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.15186903211805555,
    "lp_acc5": 0.4689263237847222,
    "lp_mean_per_class_recall": 0.1524650601941392,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.10252549913194445,
    "lp_acc5": 0.3774549696180556,
    "lp_mean_per_class_recall": 0.10250485567726501,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8677300347222222,
    "lp_acc5": 0.9995930989583334,
    "lp_mean_per_class_recall": 0.8666338501245718,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8270670572916666,
    "lp_acc5": 0.9990776909722222,
    "lp_mean_per_class_recall": 0.8265549481247263,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7171223958333334,
    "lp_acc5": 0.9962429470486112,
    "lp_mean_per_class_recall": 0.7169268419125066,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.17030164930555555,
    "lp_acc5": 0.5197482638888888,
    "lp_mean_per_class_recall": 0.17068623234123315,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.1252170138888889,
    "lp_acc5": 0.3745930989583333,
    "lp_mean_per_class_recall": 0.12560574881351017,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.08504231770833333,
    "lp_acc5": 0.2778184678819444,
    "lp_mean_per_class_recall": 0.08475635724119812,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8011745876736112,
    "lp_acc5": 0.9986436631944444,
    "lp_mean_per_class_recall": 0.8005479184481086,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7184109157986112,
    "lp_acc5": 0.9964735243055556,
    "lp_mean_per_class_recall": 0.7180785554764977,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.5589735243055556,
    "lp_acc5": 0.9765625,
    "lp_mean_per_class_recall": 0.5588554624939182,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.2217068142361111,
    "lp_acc5": 0.5992296006944444,
    "lp_mean_per_class_recall": 0.22220721064948662,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.13623046875,
    "lp_acc5": 0.3991563585069444,
    "lp_mean_per_class_recall": 0.1364524823424355,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.09894476996527778,
    "lp_acc5": 0.3325059678819444,
    "lp_mean_per_class_recall": 0.09892449568211716,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8172200520833334,
    "lp_acc5": 0.9988199869791666,
    "lp_mean_per_class_recall": 0.8162866297841734,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7530924479166666,
    "lp_acc5": 0.9975992838541666,
    "lp_mean_per_class_recall": 0.7528515256137897,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.6138780381944444,
    "lp_acc5": 0.9874403211805556,
    "lp_mean_per_class_recall": 0.6138144709295565,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.2515733506944444,
    "lp_acc5": 0.657958984375,
    "lp_mean_per_class_recall": 0.25178503240177386,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.15694173177083334,
    "lp_acc5": 0.4436442057291667,
    "lp_mean_per_class_recall": 0.15713675916862735,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.11100260416666667,
    "lp_acc5": 0.3603244357638889,
    "lp_mean_per_class_recall": 0.11124467397758502,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8289252387152778,
    "lp_acc5": 0.9989963107638888,
    "lp_mean_per_class_recall": 0.828271689346143,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7813449435763888,
    "lp_acc5": 0.9983859592013888,
    "lp_mean_per_class_recall": 0.7810396749984256,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_orientation",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.6648220486111112,
    "lp_acc5": 0.9929063585069444,
    "lp_mean_per_class_recall": 0.664783938364754,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.06476508246527778,
    "lp_acc5": 0.2574462890625,
    "lp_mean_per_class_recall": 0.06462663205391031,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.04635959201388889,
    "lp_acc5": 0.19624837239583334,
    "lp_mean_per_class_recall": 0.04695259686582587,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.04224989149305555,
    "lp_acc5": 0.17637803819444445,
    "lp_mean_per_class_recall": 0.04256184213407824,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.5321587456597222,
    "lp_acc5": 0.982421875,
    "lp_mean_per_class_recall": 0.5326205630984528,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.4201931423611111,
    "lp_acc5": 0.9461263020833334,
    "lp_mean_per_class_recall": 0.4212821181875707,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.2586805555555556,
    "lp_acc5": 0.7971733940972222,
    "lp_mean_per_class_recall": 0.26053822151429495,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.07185872395833333,
    "lp_acc5": 0.2754448784722222,
    "lp_mean_per_class_recall": 0.07167803523801014,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.053290473090277776,
    "lp_acc5": 0.2417534722222222,
    "lp_mean_per_class_recall": 0.053833215078745014,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.048787434895833336,
    "lp_acc5": 0.17640516493055555,
    "lp_mean_per_class_recall": 0.049834954869055176,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.5637749565972222,
    "lp_acc5": 0.9875759548611112,
    "lp_mean_per_class_recall": 0.5642257972524809,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.4634738498263889,
    "lp_acc5": 0.9632161458333334,
    "lp_mean_per_class_recall": 0.4643724096505266,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.3122829861111111,
    "lp_acc5": 0.8661024305555556,
    "lp_mean_per_class_recall": 0.31406909406976014,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.08953179253472222,
    "lp_acc5": 0.3217909071180556,
    "lp_mean_per_class_recall": 0.08945650692615488,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.06315104166666667,
    "lp_acc5": 0.2470974392361111,
    "lp_mean_per_class_recall": 0.06276255993310663,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.046101888020833336,
    "lp_acc5": 0.2103271484375,
    "lp_mean_per_class_recall": 0.04623107705754251,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.5899386935763888,
    "lp_acc5": 0.9906819661458334,
    "lp_mean_per_class_recall": 0.5903735296606467,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.4998101128472222,
    "lp_acc5": 0.9749077690972222,
    "lp_mean_per_class_recall": 0.5007605545646776,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.3613823784722222,
    "lp_acc5": 0.9116889105902778,
    "lp_mean_per_class_recall": 0.3629586775426423,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.06069607204861111,
    "lp_acc5": 0.2461208767361111,
    "lp_mean_per_class_recall": 0.060324138619063515,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.043158637152777776,
    "lp_acc5": 0.2073296440972222,
    "lp_mean_per_class_recall": 0.043486115562326684,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.031087239583333332,
    "lp_acc5": 0.1711697048611111,
    "lp_mean_per_class_recall": 0.03126384581302614,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.4644504123263889,
    "lp_acc5": 0.9610324435763888,
    "lp_mean_per_class_recall": 0.4654958679622583,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.3567030164930556,
    "lp_acc5": 0.8968098958333334,
    "lp_mean_per_class_recall": 0.3578312135415409,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.20973036024305555,
    "lp_acc5": 0.6974962022569444,
    "lp_mean_per_class_recall": 0.21116638352058756,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.06659613715277778,
    "lp_acc5": 0.2785508897569444,
    "lp_mean_per_class_recall": 0.06645983576943831,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.056844075520833336,
    "lp_acc5": 0.2468532986111111,
    "lp_mean_per_class_recall": 0.0572815798574145,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.031290690104166664,
    "lp_acc5": 0.17835828993055555,
    "lp_mean_per_class_recall": 0.03145422406886827,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.4923773871527778,
    "lp_acc5": 0.9703369140625,
    "lp_mean_per_class_recall": 0.4935103447555951,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.3969590928819444,
    "lp_acc5": 0.9270155164930556,
    "lp_mean_per_class_recall": 0.39804373589203823,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.2546657986111111,
    "lp_acc5": 0.7781032986111112,
    "lp_mean_per_class_recall": 0.2562817548363273,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.07845052083333333,
    "lp_acc5": 0.3046875,
    "lp_mean_per_class_recall": 0.0782259350691186,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.06504991319444445,
    "lp_acc5": 0.2627495659722222,
    "lp_mean_per_class_recall": 0.06456511927454558,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.03941514756944445,
    "lp_acc5": 0.2011176215277778,
    "lp_mean_per_class_recall": 0.0394808956958165,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.5160047743055556,
    "lp_acc5": 0.9775254991319444,
    "lp_mean_per_class_recall": 0.5167496021073266,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.4336208767361111,
    "lp_acc5": 0.9469807942708334,
    "lp_mean_per_class_recall": 0.43501746751676235,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.30078125,
    "lp_acc5": 0.8415934244791666,
    "lp_mean_per_class_recall": 0.302226444156564,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.050116644965277776,
    "lp_acc5": 0.2330050998263889,
    "lp_mean_per_class_recall": 0.050019867307205444,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.045817057291666664,
    "lp_acc5": 0.193603515625,
    "lp_mean_per_class_recall": 0.04638683686560721,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.031941731770833336,
    "lp_acc5": 0.16292317708333334,
    "lp_mean_per_class_recall": 0.03216421213621001,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.4498291015625,
    "lp_acc5": 0.9571533203125,
    "lp_mean_per_class_recall": 0.4508148407551988,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.3479953342013889,
    "lp_acc5": 0.8899061414930556,
    "lp_mean_per_class_recall": 0.34930765701183353,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.20943196614583334,
    "lp_acc5": 0.6861707899305556,
    "lp_mean_per_class_recall": 0.21090071877334154,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.06510416666666667,
    "lp_acc5": 0.2580159505208333,
    "lp_mean_per_class_recall": 0.06506487288222654,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.05270724826388889,
    "lp_acc5": 0.2299533420138889,
    "lp_mean_per_class_recall": 0.053417635800315014,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.036322699652777776,
    "lp_acc5": 0.16541883680555555,
    "lp_mean_per_class_recall": 0.036478756878266155,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.4761691623263889,
    "lp_acc5": 0.9672580295138888,
    "lp_mean_per_class_recall": 0.47690242885220846,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.3873969184027778,
    "lp_acc5": 0.9213460286458334,
    "lp_mean_per_class_recall": 0.38843879633868483,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.2516411675347222,
    "lp_acc5": 0.767578125,
    "lp_mean_per_class_recall": 0.2530979075453519,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.07554796006944445,
    "lp_acc5": 0.2896321614583333,
    "lp_mean_per_class_recall": 0.07555411026014858,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.061455620659722224,
    "lp_acc5": 0.2387152777777778,
    "lp_mean_per_class_recall": 0.06110696260697851,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.054633246527777776,
    "lp_acc5": 0.18815104166666666,
    "lp_mean_per_class_recall": 0.05447644793780929,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.4992404513888889,
    "lp_acc5": 0.9738498263888888,
    "lp_mean_per_class_recall": 0.4996670482213986,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.4207628038194444,
    "lp_acc5": 0.9434271918402778,
    "lp_mean_per_class_recall": 0.421630475668663,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.2963053385416667,
    "lp_acc5": 0.8324517144097222,
    "lp_mean_per_class_recall": 0.29755620133066557,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.06754557291666667,
    "lp_acc5": 0.3019612630208333,
    "lp_mean_per_class_recall": 0.06775470610489567,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.05931260850694445,
    "lp_acc5": 0.2351752387152778,
    "lp_mean_per_class_recall": 0.05903936076439989,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.0433349609375,
    "lp_acc5": 0.21141221788194445,
    "lp_mean_per_class_recall": 0.04368451976348811,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.5061713324652778,
    "lp_acc5": 0.9801567925347222,
    "lp_mean_per_class_recall": 0.5068950258537204,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.3902723524305556,
    "lp_acc5": 0.9474148220486112,
    "lp_mean_per_class_recall": 0.39124057185327543,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.23914930555555555,
    "lp_acc5": 0.8093668619791666,
    "lp_mean_per_class_recall": 0.24072764400435687,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.0772976345486111,
    "lp_acc5": 0.3212890625,
    "lp_mean_per_class_recall": 0.07755233364476072,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.05894639756944445,
    "lp_acc5": 0.2608506944444444,
    "lp_mean_per_class_recall": 0.05905987745438076,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.04505750868055555,
    "lp_acc5": 0.22218153211805555,
    "lp_mean_per_class_recall": 0.04515006865550754,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.5380859375,
    "lp_acc5": 0.9850938585069444,
    "lp_mean_per_class_recall": 0.5389600226899098,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.4311659071180556,
    "lp_acc5": 0.9627143012152778,
    "lp_mean_per_class_recall": 0.4324342517385844,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.2876247829861111,
    "lp_acc5": 0.8738878038194444,
    "lp_mean_per_class_recall": 0.28914358193019907,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.09227159288194445,
    "lp_acc5": 0.3536512586805556,
    "lp_mean_per_class_recall": 0.0925036814225812,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.06580946180555555,
    "lp_acc5": 0.2881130642361111,
    "lp_mean_per_class_recall": 0.06590790361141087,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.042195638020833336,
    "lp_acc5": 0.2277560763888889,
    "lp_mean_per_class_recall": 0.04223236235651362,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.5665825737847222,
    "lp_acc5": 0.9888237847222222,
    "lp_mean_per_class_recall": 0.5668110191688467,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.4718288845486111,
    "lp_acc5": 0.9737006293402778,
    "lp_mean_per_class_recall": 0.4726476289913809,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.3332790798611111,
    "lp_acc5": 0.9145779079861112,
    "lp_mean_per_class_recall": 0.3347415752750085,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.07120768229166667,
    "lp_acc5": 0.2889133029513889,
    "lp_mean_per_class_recall": 0.07136233704799602,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.054022894965277776,
    "lp_acc5": 0.2457275390625,
    "lp_mean_per_class_recall": 0.054351894346576266,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.048773871527777776,
    "lp_acc5": 0.2066379123263889,
    "lp_mean_per_class_recall": 0.04976132498863782,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.5102810329861112,
    "lp_acc5": 0.9865587022569444,
    "lp_mean_per_class_recall": 0.5105569437638801,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.4144015842013889,
    "lp_acc5": 0.9664577907986112,
    "lp_mean_per_class_recall": 0.41566427118226223,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.2899441189236111,
    "lp_acc5": 0.8878851996527778,
    "lp_mean_per_class_recall": 0.2917394229903981,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.09356011284722222,
    "lp_acc5": 0.3526746961805556,
    "lp_mean_per_class_recall": 0.09309096416654393,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.06354437934027778,
    "lp_acc5": 0.2505154079861111,
    "lp_mean_per_class_recall": 0.06336588128862251,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.046712239583333336,
    "lp_acc5": 0.2110866970486111,
    "lp_mean_per_class_recall": 0.04745448483616636,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.539794921875,
    "lp_acc5": 0.9900444878472222,
    "lp_mean_per_class_recall": 0.5406970685562074,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.4501274956597222,
    "lp_acc5": 0.9753282335069444,
    "lp_mean_per_class_recall": 0.4511128972632606,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.328125,
    "lp_acc5": 0.9242078993055556,
    "lp_mean_per_class_recall": 0.3301582601283228,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.1085205078125,
    "lp_acc5": 0.3966200086805556,
    "lp_mean_per_class_recall": 0.10821942430474646,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.07740614149305555,
    "lp_acc5": 0.2948404947916667,
    "lp_mean_per_class_recall": 0.07682810047998549,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.06142849392361111,
    "lp_acc5": 0.2308620876736111,
    "lp_mean_per_class_recall": 0.061415256977328206,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.5674506293402778,
    "lp_acc5": 0.9926215277777778,
    "lp_mean_per_class_recall": 0.5680918029808532,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.4817979600694444,
    "lp_acc5": 0.9821641710069444,
    "lp_mean_per_class_recall": 0.4824459842229603,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.3664822048611111,
    "lp_acc5": 0.9476453993055556,
    "lp_mean_per_class_recall": 0.36761892194242163,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.059122721354166664,
    "lp_acc5": 0.2611355251736111,
    "lp_mean_per_class_recall": 0.05918825111082605,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.05247667100694445,
    "lp_acc5": 0.2064751519097222,
    "lp_mean_per_class_recall": 0.05159408213609383,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.040228949652777776,
    "lp_acc5": 0.1751030815972222,
    "lp_mean_per_class_recall": 0.040758144681468586,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.4168023003472222,
    "lp_acc5": 0.9352077907986112,
    "lp_mean_per_class_recall": 0.41762744155105047,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.3126491970486111,
    "lp_acc5": 0.8616943359375,
    "lp_mean_per_class_recall": 0.3137514335610745,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.18245442708333334,
    "lp_acc5": 0.6573757595486112,
    "lp_mean_per_class_recall": 0.18397548103490477,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.0648193359375,
    "lp_acc5": 0.2822672526041667,
    "lp_mean_per_class_recall": 0.06476626389290017,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.0546875,
    "lp_acc5": 0.22867838541666666,
    "lp_mean_per_class_recall": 0.05493868565501196,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.042534722222222224,
    "lp_acc5": 0.19261338975694445,
    "lp_mean_per_class_recall": 0.0431493796255986,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.4452311197916667,
    "lp_acc5": 0.9493679470486112,
    "lp_mean_per_class_recall": 0.4460528057704154,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.3496500651041667,
    "lp_acc5": 0.8931613498263888,
    "lp_mean_per_class_recall": 0.3510140423648137,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.22269694010416666,
    "lp_acc5": 0.7428792317708334,
    "lp_mean_per_class_recall": 0.22417791624582162,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.0727810329861111,
    "lp_acc5": 0.3078342013888889,
    "lp_mean_per_class_recall": 0.0731181656714451,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.052571614583333336,
    "lp_acc5": 0.26416015625,
    "lp_mean_per_class_recall": 0.05312424762169771,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.042154947916666664,
    "lp_acc5": 0.18729654947916666,
    "lp_mean_per_class_recall": 0.04256209097649126,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.4712999131944444,
    "lp_acc5": 0.9600151909722222,
    "lp_mean_per_class_recall": 0.4721287674600556,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.3865695529513889,
    "lp_acc5": 0.9170328776041666,
    "lp_mean_per_class_recall": 0.3878784420062852,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.262939453125,
    "lp_acc5": 0.8065049913194444,
    "lp_mean_per_class_recall": 0.2644008136211856,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.05563693576388889,
    "lp_acc5": 0.2445610894097222,
    "lp_mean_per_class_recall": 0.0557248085670943,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.04599338107638889,
    "lp_acc5": 0.2154812282986111,
    "lp_mean_per_class_recall": 0.04621929634799228,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.04470486111111111,
    "lp_acc5": 0.18977864583333334,
    "lp_mean_per_class_recall": 0.04522152666276952,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.4045003255208333,
    "lp_acc5": 0.9496256510416666,
    "lp_mean_per_class_recall": 0.4049328286204448,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.3156467013888889,
    "lp_acc5": 0.8913031684027778,
    "lp_mean_per_class_recall": 0.31686328756937965,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.21336534288194445,
    "lp_acc5": 0.7408582899305556,
    "lp_mean_per_class_recall": 0.21461586422353812,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.06806098090277778,
    "lp_acc5": 0.2809109157986111,
    "lp_mean_per_class_recall": 0.06844526475058696,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.0465087890625,
    "lp_acc5": 0.22928873697916666,
    "lp_mean_per_class_recall": 0.04687254191506172,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.04348415798611111,
    "lp_acc5": 0.1937798394097222,
    "lp_mean_per_class_recall": 0.04409347170334514,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.4283989800347222,
    "lp_acc5": 0.9595269097222222,
    "lp_mean_per_class_recall": 0.42906231372957115,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.3471950954861111,
    "lp_acc5": 0.9173312717013888,
    "lp_mean_per_class_recall": 0.3483557207270291,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.2447509765625,
    "lp_acc5": 0.8031684027777778,
    "lp_mean_per_class_recall": 0.24610023956964258,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.0749782986111111,
    "lp_acc5": 0.3123914930555556,
    "lp_mean_per_class_recall": 0.07507953148571103,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.05128309461805555,
    "lp_acc5": 0.24510362413194445,
    "lp_mean_per_class_recall": 0.051443954046726456,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.03868272569444445,
    "lp_acc5": 0.2027859157986111,
    "lp_mean_per_class_recall": 0.03917807887190487,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.4498833550347222,
    "lp_acc5": 0.9668782552083334,
    "lp_mean_per_class_recall": 0.4504696400857504,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.3763156467013889,
    "lp_acc5": 0.9363064236111112,
    "lp_mean_per_class_recall": 0.3773697104552381,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.2776557074652778,
    "lp_acc5": 0.8491346571180556,
    "lp_mean_per_class_recall": 0.2788126417125526,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.060587565104166664,
    "lp_acc5": 0.2450900607638889,
    "lp_mean_per_class_recall": 0.06063443399453992,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.054511176215277776,
    "lp_acc5": 0.19563802083333334,
    "lp_mean_per_class_recall": 0.05551168384585549,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.03575303819444445,
    "lp_acc5": 0.15941026475694445,
    "lp_mean_per_class_recall": 0.03612677045389657,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.4539659288194444,
    "lp_acc5": 0.9537082248263888,
    "lp_mean_per_class_recall": 0.45462146131339587,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.352294921875,
    "lp_acc5": 0.8897705078125,
    "lp_mean_per_class_recall": 0.3535442039180835,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.21827528211805555,
    "lp_acc5": 0.7128363715277778,
    "lp_mean_per_class_recall": 0.21976085402608825,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.0661892361111111,
    "lp_acc5": 0.2768147786458333,
    "lp_mean_per_class_recall": 0.06599020749774931,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.05177137586805555,
    "lp_acc5": 0.2457004123263889,
    "lp_mean_per_class_recall": 0.052467419856525775,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.05007595486111111,
    "lp_acc5": 0.16984049479166666,
    "lp_mean_per_class_recall": 0.05143580965185505,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.4818250868055556,
    "lp_acc5": 0.9647759331597222,
    "lp_mean_per_class_recall": 0.482342413353265,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.3909505208333333,
    "lp_acc5": 0.9197998046875,
    "lp_mean_per_class_recall": 0.3920393065551193,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.2591824001736111,
    "lp_acc5": 0.7822129991319444,
    "lp_mean_per_class_recall": 0.26056191222366404,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.08014594184027778,
    "lp_acc5": 0.3153211805555556,
    "lp_mean_per_class_recall": 0.08013329821724632,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.06138780381944445,
    "lp_acc5": 0.2537570529513889,
    "lp_mean_per_class_recall": 0.0609488501460317,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.05430772569444445,
    "lp_acc5": 0.1895751953125,
    "lp_mean_per_class_recall": 0.055070007452698716,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.5051812065972222,
    "lp_acc5": 0.9726019965277778,
    "lp_mean_per_class_recall": 0.5060471222356293,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.4263644748263889,
    "lp_acc5": 0.9405924479166666,
    "lp_mean_per_class_recall": 0.4272418298034594,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.3005099826388889,
    "lp_acc5": 0.8363308376736112,
    "lp_mean_per_class_recall": 0.3018794824382811,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.06928168402777778,
    "lp_acc5": 0.2962646484375,
    "lp_mean_per_class_recall": 0.06927419785238892,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.055853949652777776,
    "lp_acc5": 0.24348958333333334,
    "lp_mean_per_class_recall": 0.05617904617920013,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.04258897569444445,
    "lp_acc5": 0.19795735677083334,
    "lp_mean_per_class_recall": 0.04246022456875759,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.5236952039930556,
    "lp_acc5": 0.9861789279513888,
    "lp_mean_per_class_recall": 0.5244726622644236,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.4322374131944444,
    "lp_acc5": 0.9694552951388888,
    "lp_mean_per_class_recall": 0.433373592424214,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.3026936848958333,
    "lp_acc5": 0.905517578125,
    "lp_mean_per_class_recall": 0.30442203494285547,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.08478461371527778,
    "lp_acc5": 0.3344590928819444,
    "lp_mean_per_class_recall": 0.08489792949545583,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.055230034722222224,
    "lp_acc5": 0.2665473090277778,
    "lp_mean_per_class_recall": 0.05556773863383967,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.046685112847222224,
    "lp_acc5": 0.20982530381944445,
    "lp_mean_per_class_recall": 0.04685207806867596,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.5506998697916666,
    "lp_acc5": 0.9888509114583334,
    "lp_mean_per_class_recall": 0.5509698884873255,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.4670274522569444,
    "lp_acc5": 0.9767252604166666,
    "lp_mean_per_class_recall": 0.46780596993157675,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.3421766493055556,
    "lp_acc5": 0.9353705512152778,
    "lp_mean_per_class_recall": 0.3436361582297645,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.0993381076388889,
    "lp_acc5": 0.3741183810763889,
    "lp_mean_per_class_recall": 0.0992675371513454,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.06373426649305555,
    "lp_acc5": 0.2867567274305556,
    "lp_mean_per_class_recall": 0.06375836743823668,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.04896375868055555,
    "lp_acc5": 0.23307291666666666,
    "lp_mean_per_class_recall": 0.04931729718788653,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.5753716362847222,
    "lp_acc5": 0.9906955295138888,
    "lp_mean_per_class_recall": 0.5757966675348098,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.4988878038194444,
    "lp_acc5": 0.9822591145833334,
    "lp_mean_per_class_recall": 0.49984932730227727,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.3834906684027778,
    "lp_acc5": 0.9546983506944444,
    "lp_mean_per_class_recall": 0.38450246760153534,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.07088216145833333,
    "lp_acc5": 0.2936062282986111,
    "lp_mean_per_class_recall": 0.07079935992430385,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.054606119791666664,
    "lp_acc5": 0.2403021918402778,
    "lp_mean_per_class_recall": 0.05479150840905833,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.04281955295138889,
    "lp_acc5": 0.1988796657986111,
    "lp_mean_per_class_recall": 0.042432556160680104,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.4831407335069444,
    "lp_acc5": 0.9792344835069444,
    "lp_mean_per_class_recall": 0.483885413605439,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.4017062717013889,
    "lp_acc5": 0.9565565321180556,
    "lp_mean_per_class_recall": 0.4030319893940817,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.27685546875,
    "lp_acc5": 0.8688015407986112,
    "lp_mean_per_class_recall": 0.2786619755470472,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.08293999565972222,
    "lp_acc5": 0.3370768229166667,
    "lp_mean_per_class_recall": 0.0831730950416259,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.059163411458333336,
    "lp_acc5": 0.2648111979166667,
    "lp_mean_per_class_recall": 0.05958849452482223,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.047064887152777776,
    "lp_acc5": 0.2075466579861111,
    "lp_mean_per_class_recall": 0.047105537916275426,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.5030517578125,
    "lp_acc5": 0.9826253255208334,
    "lp_mean_per_class_recall": 0.5037226409392899,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.432861328125,
    "lp_acc5": 0.9671223958333334,
    "lp_mean_per_class_recall": 0.43378993140030864,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.3171793619791667,
    "lp_acc5": 0.9101969401041666,
    "lp_mean_per_class_recall": 0.31885176853855335,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.0970458984375,
    "lp_acc5": 0.3685438368055556,
    "lp_mean_per_class_recall": 0.09710062007531967,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.06328667534722222,
    "lp_acc5": 0.2859836154513889,
    "lp_mean_per_class_recall": 0.06324341937396918,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.047607421875,
    "lp_acc5": 0.2254909939236111,
    "lp_mean_per_class_recall": 0.04773752384454489,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.5220947265625,
    "lp_acc5": 0.9851481119791666,
    "lp_mean_per_class_recall": 0.522604799709818,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.4586181640625,
    "lp_acc5": 0.9743109809027778,
    "lp_mean_per_class_recall": 0.45971008486374804,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.3570556640625,
    "lp_acc5": 0.9360894097222222,
    "lp_mean_per_class_recall": 0.3584875031602863,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.08135308159722222,
    "lp_acc5": 0.3189968532986111,
    "lp_mean_per_class_recall": 0.08087819990782819,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.06388346354166667,
    "lp_acc5": 0.2693277994791667,
    "lp_mean_per_class_recall": 0.06378650783156543,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.051079644097222224,
    "lp_acc5": 0.2182345920138889,
    "lp_mean_per_class_recall": 0.05087691957198978,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.5435791015625,
    "lp_acc5": 0.9884711371527778,
    "lp_mean_per_class_recall": 0.5441697505439792,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.4463161892361111,
    "lp_acc5": 0.9755181206597222,
    "lp_mean_per_class_recall": 0.4472062538878707,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.3086344401041667,
    "lp_acc5": 0.9184027777777778,
    "lp_mean_per_class_recall": 0.31053428155571094,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.0963406032986111,
    "lp_acc5": 0.3658582899305556,
    "lp_mean_per_class_recall": 0.09651912206706631,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.07499186197916667,
    "lp_acc5": 0.29052734375,
    "lp_mean_per_class_recall": 0.07474752653438116,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.05617947048611111,
    "lp_acc5": 0.2559000651041667,
    "lp_mean_per_class_recall": 0.05628320057269416,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.575439453125,
    "lp_acc5": 0.9908447265625,
    "lp_mean_per_class_recall": 0.5756585919824198,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.4806857638888889,
    "lp_acc5": 0.9812282986111112,
    "lp_mean_per_class_recall": 0.48143030891870364,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.3541531032986111,
    "lp_acc5": 0.9474283854166666,
    "lp_mean_per_class_recall": 0.3557154801326549,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.11192491319444445,
    "lp_acc5": 0.4060465494791667,
    "lp_mean_per_class_recall": 0.11196243886500992,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.0799560546875,
    "lp_acc5": 0.3151041666666667,
    "lp_mean_per_class_recall": 0.08013529283383408,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.06688096788194445,
    "lp_acc5": 0.2652180989583333,
    "lp_mean_per_class_recall": 0.06659280484369794,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.60400390625,
    "lp_acc5": 0.9922417534722222,
    "lp_mean_per_class_recall": 0.604089710550256,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.51416015625,
    "lp_acc5": 0.9854600694444444,
    "lp_mean_per_class_recall": 0.5147510117252697,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.398681640625,
    "lp_acc5": 0.96337890625,
    "lp_mean_per_class_recall": 0.399540455702315,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.08448621961805555,
    "lp_acc5": 0.2974989149305556,
    "lp_mean_per_class_recall": 0.08398644307313857,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.051228841145833336,
    "lp_acc5": 0.22874620225694445,
    "lp_mean_per_class_recall": 0.05113830598220301,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.04823133680555555,
    "lp_acc5": 0.20079210069444445,
    "lp_mean_per_class_recall": 0.04758723724059244,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.4959716796875,
    "lp_acc5": 0.9829372829861112,
    "lp_mean_per_class_recall": 0.49672737297938063,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.4116075303819444,
    "lp_acc5": 0.9642469618055556,
    "lp_mean_per_class_recall": 0.41266245303863947,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.2932400173611111,
    "lp_acc5": 0.8915337456597222,
    "lp_mean_per_class_recall": 0.29486435736394145,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.09891764322916667,
    "lp_acc5": 0.3681369357638889,
    "lp_mean_per_class_recall": 0.09926934757108746,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.06892903645833333,
    "lp_acc5": 0.2627224392361111,
    "lp_mean_per_class_recall": 0.06888957202947849,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.05201551649305555,
    "lp_acc5": 0.22493489583333334,
    "lp_mean_per_class_recall": 0.05175978036067193,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.5190158420138888,
    "lp_acc5": 0.9859619140625,
    "lp_mean_per_class_recall": 0.519541557082556,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.4440646701388889,
    "lp_acc5": 0.9725341796875,
    "lp_mean_per_class_recall": 0.4452373548000427,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.3311496310763889,
    "lp_acc5": 0.9254014756944444,
    "lp_mean_per_class_recall": 0.33267085192649626,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.11219618055555555,
    "lp_acc5": 0.4077419704861111,
    "lp_mean_per_class_recall": 0.11230475194894979,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.06982421875,
    "lp_acc5": 0.2882351345486111,
    "lp_mean_per_class_recall": 0.06975075665462767,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.05933973524305555,
    "lp_acc5": 0.2472601996527778,
    "lp_mean_per_class_recall": 0.05898934710715073,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.5414496527777778,
    "lp_acc5": 0.9880506727430556,
    "lp_mean_per_class_recall": 0.5422839998770348,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.4712863498263889,
    "lp_acc5": 0.9786241319444444,
    "lp_mean_per_class_recall": 0.472015196142921,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dsprites_label_x_position",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.3672417534722222,
    "lp_acc5": 0.9468044704861112,
    "lp_mean_per_class_recall": 0.36823976824849103,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7074468085106383,
    "lp_acc5": 0.9196808510638298,
    "lp_mean_per_class_recall": 0.7074468085106383,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.6579787234042553,
    "lp_acc5": 0.8962765957446809,
    "lp_mean_per_class_recall": 0.6579787234042553,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.2696808510638298,
    "lp_acc5": 0.5696808510638298,
    "lp_mean_per_class_recall": 0.2696808510638298,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.775,
    "lp_acc5": 0.9601063829787234,
    "lp_mean_per_class_recall": 0.7749999999999999,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7047872340425532,
    "lp_acc5": 0.9340425531914893,
    "lp_mean_per_class_recall": 0.7047872340425532,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.6372340425531915,
    "lp_acc5": 0.8872340425531915,
    "lp_mean_per_class_recall": 0.6377659574468084,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7085106382978723,
    "lp_acc5": 0.9191489361702128,
    "lp_mean_per_class_recall": 0.7079787234042555,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.6696808510638298,
    "lp_acc5": 0.9063829787234042,
    "lp_mean_per_class_recall": 0.6696808510638298,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.5031914893617021,
    "lp_acc5": 0.7845744680851063,
    "lp_mean_per_class_recall": 0.5031914893617022,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7760638297872341,
    "lp_acc5": 0.9585106382978723,
    "lp_mean_per_class_recall": 0.7760638297872339,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7292553191489362,
    "lp_acc5": 0.9414893617021277,
    "lp_mean_per_class_recall": 0.7292553191489362,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.6787234042553192,
    "lp_acc5": 0.9164893617021277,
    "lp_mean_per_class_recall": 0.6787234042553191,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7101063829787234,
    "lp_acc5": 0.9175531914893617,
    "lp_mean_per_class_recall": 0.7101063829787234,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.6840425531914893,
    "lp_acc5": 0.9095744680851063,
    "lp_mean_per_class_recall": 0.6835106382978723,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.6191489361702127,
    "lp_acc5": 0.8734042553191489,
    "lp_mean_per_class_recall": 0.6191489361702128,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.773936170212766,
    "lp_acc5": 0.9553191489361702,
    "lp_mean_per_class_recall": 0.773936170212766,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7537234042553191,
    "lp_acc5": 0.9531914893617022,
    "lp_mean_per_class_recall": 0.7537234042553193,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.6978723404255319,
    "lp_acc5": 0.9319148936170213,
    "lp_mean_per_class_recall": 0.6968085106382977,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dtd",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.6319148936170212,
    "lp_acc5": 0.8936170212765957,
    "lp_mean_per_class_recall": 0.6319148936170214,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dtd",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.573404255319149,
    "lp_acc5": 0.8409574468085106,
    "lp_mean_per_class_recall": 0.573404255319149,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dtd",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.18882978723404256,
    "lp_acc5": 0.3861702127659574,
    "lp_mean_per_class_recall": 0.18882978723404256,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dtd",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7319148936170212,
    "lp_acc5": 0.9446808510638298,
    "lp_mean_per_class_recall": 0.7319148936170212,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dtd",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.6484042553191489,
    "lp_acc5": 0.9010638297872341,
    "lp_mean_per_class_recall": 0.6484042553191489,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dtd",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.5260638297872341,
    "lp_acc5": 0.8143617021276596,
    "lp_mean_per_class_recall": 0.5260638297872339,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dtd",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.6595744680851063,
    "lp_acc5": 0.8941489361702127,
    "lp_mean_per_class_recall": 0.6595744680851063,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dtd",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.597872340425532,
    "lp_acc5": 0.8542553191489362,
    "lp_mean_per_class_recall": 0.5978723404255318,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dtd",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.36329787234042554,
    "lp_acc5": 0.6611702127659574,
    "lp_mean_per_class_recall": 0.36329787234042554,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dtd",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7473404255319149,
    "lp_acc5": 0.9457446808510638,
    "lp_mean_per_class_recall": 0.7473404255319147,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dtd",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.6723404255319149,
    "lp_acc5": 0.9143617021276595,
    "lp_mean_per_class_recall": 0.6728723404255319,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dtd",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.6095744680851064,
    "lp_acc5": 0.8718085106382979,
    "lp_mean_per_class_recall": 0.6101063829787233,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dtd",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.6654255319148936,
    "lp_acc5": 0.8946808510638298,
    "lp_mean_per_class_recall": 0.6654255319148935,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dtd",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.6132978723404255,
    "lp_acc5": 0.8696808510638298,
    "lp_mean_per_class_recall": 0.6132978723404255,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dtd",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.5101063829787233,
    "lp_acc5": 0.7914893617021277,
    "lp_mean_per_class_recall": 0.5101063829787235,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dtd",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7446808510638298,
    "lp_acc5": 0.9457446808510638,
    "lp_mean_per_class_recall": 0.7446808510638296,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dtd",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.698936170212766,
    "lp_acc5": 0.9313829787234043,
    "lp_mean_per_class_recall": 0.6989361702127659,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dtd",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.6414893617021277,
    "lp_acc5": 0.8861702127659574,
    "lp_mean_per_class_recall": 0.6414893617021277,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7239361702127659,
    "lp_acc5": 0.9382978723404255,
    "lp_mean_per_class_recall": 0.7239361702127661,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.6638297872340425,
    "lp_acc5": 0.9085106382978724,
    "lp_mean_per_class_recall": 0.6632978723404256,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.27180851063829786,
    "lp_acc5": 0.5436170212765957,
    "lp_mean_per_class_recall": 0.2712765957446809,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7973404255319149,
    "lp_acc5": 0.9707446808510638,
    "lp_mean_per_class_recall": 0.797340425531915,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7281914893617021,
    "lp_acc5": 0.9478723404255319,
    "lp_mean_per_class_recall": 0.7281914893617022,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.651595744680851,
    "lp_acc5": 0.8851063829787233,
    "lp_mean_per_class_recall": 0.651595744680851,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7377659574468085,
    "lp_acc5": 0.9382978723404255,
    "lp_mean_per_class_recall": 0.7382978723404254,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.6835106382978723,
    "lp_acc5": 0.9212765957446809,
    "lp_mean_per_class_recall": 0.6835106382978722,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.5340425531914894,
    "lp_acc5": 0.7898936170212766,
    "lp_mean_per_class_recall": 0.5345744680851063,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7952127659574468,
    "lp_acc5": 0.9723404255319149,
    "lp_mean_per_class_recall": 0.7952127659574469,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.752127659574468,
    "lp_acc5": 0.9537234042553191,
    "lp_mean_per_class_recall": 0.7521276595744681,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.699468085106383,
    "lp_acc5": 0.9212765957446809,
    "lp_mean_per_class_recall": 0.699468085106383,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7313829787234043,
    "lp_acc5": 0.9382978723404255,
    "lp_mean_per_class_recall": 0.7313829787234043,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.6978723404255319,
    "lp_acc5": 0.926595744680851,
    "lp_mean_per_class_recall": 0.698404255319149,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.6430851063829788,
    "lp_acc5": 0.8712765957446809,
    "lp_mean_per_class_recall": 0.6430851063829788,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7856382978723404,
    "lp_acc5": 0.9702127659574468,
    "lp_mean_per_class_recall": 0.7856382978723404,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7755319148936171,
    "lp_acc5": 0.9654255319148937,
    "lp_mean_per_class_recall": 0.7749999999999999,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7175531914893617,
    "lp_acc5": 0.9361702127659575,
    "lp_mean_per_class_recall": 0.7175531914893617,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7,
    "lp_acc5": 0.9276595744680851,
    "lp_mean_per_class_recall": 0.7,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.6627659574468086,
    "lp_acc5": 0.8984042553191489,
    "lp_mean_per_class_recall": 0.6627659574468084,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.2968085106382979,
    "lp_acc5": 0.5824468085106383,
    "lp_mean_per_class_recall": 0.2968085106382979,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7978723404255319,
    "lp_acc5": 0.973404255319149,
    "lp_mean_per_class_recall": 0.7978723404255319,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7239361702127659,
    "lp_acc5": 0.9430851063829787,
    "lp_mean_per_class_recall": 0.7244680851063829,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.6670212765957447,
    "lp_acc5": 0.8829787234042553,
    "lp_mean_per_class_recall": 0.6670212765957447,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7244680851063829,
    "lp_acc5": 0.926063829787234,
    "lp_mean_per_class_recall": 0.7249999999999999,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.6702127659574468,
    "lp_acc5": 0.9111702127659574,
    "lp_mean_per_class_recall": 0.6702127659574467,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.5101063829787233,
    "lp_acc5": 0.7909574468085107,
    "lp_mean_per_class_recall": 0.5101063829787233,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7984042553191489,
    "lp_acc5": 0.9712765957446808,
    "lp_mean_per_class_recall": 0.798404255319149,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7515957446808511,
    "lp_acc5": 0.9547872340425532,
    "lp_mean_per_class_recall": 0.7515957446808511,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7042553191489361,
    "lp_acc5": 0.9138297872340425,
    "lp_mean_per_class_recall": 0.7042553191489362,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7287234042553191,
    "lp_acc5": 0.925531914893617,
    "lp_mean_per_class_recall": 0.7287234042553193,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.6840425531914893,
    "lp_acc5": 0.9202127659574468,
    "lp_mean_per_class_recall": 0.6840425531914892,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.625531914893617,
    "lp_acc5": 0.8680851063829788,
    "lp_mean_per_class_recall": 0.625531914893617,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7957446808510639,
    "lp_acc5": 0.9696808510638298,
    "lp_mean_per_class_recall": 0.7957446808510636,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.773936170212766,
    "lp_acc5": 0.9664893617021276,
    "lp_mean_per_class_recall": 0.773936170212766,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7159574468085106,
    "lp_acc5": 0.9297872340425531,
    "lp_mean_per_class_recall": 0.7159574468085106,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7382978723404255,
    "lp_acc5": 0.9409574468085107,
    "lp_mean_per_class_recall": 0.7388297872340426,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.6968085106382979,
    "lp_acc5": 0.9234042553191489,
    "lp_mean_per_class_recall": 0.6968085106382979,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.3952127659574468,
    "lp_acc5": 0.7058510638297872,
    "lp_mean_per_class_recall": 0.3941489361702128,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8095744680851064,
    "lp_acc5": 0.9776595744680852,
    "lp_mean_per_class_recall": 0.8095744680851065,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7441489361702127,
    "lp_acc5": 0.9579787234042553,
    "lp_mean_per_class_recall": 0.7441489361702128,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.6914893617021277,
    "lp_acc5": 0.9196808510638298,
    "lp_mean_per_class_recall": 0.6914893617021277,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7510638297872341,
    "lp_acc5": 0.9452127659574469,
    "lp_mean_per_class_recall": 0.7510638297872342,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7090425531914893,
    "lp_acc5": 0.9287234042553192,
    "lp_mean_per_class_recall": 0.7090425531914895,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.5973404255319149,
    "lp_acc5": 0.8563829787234043,
    "lp_mean_per_class_recall": 0.597872340425532,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8074468085106383,
    "lp_acc5": 0.975,
    "lp_mean_per_class_recall": 0.8074468085106385,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.775,
    "lp_acc5": 0.9691489361702128,
    "lp_mean_per_class_recall": 0.7749999999999999,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7186170212765958,
    "lp_acc5": 0.9377659574468085,
    "lp_mean_per_class_recall": 0.7186170212765959,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7446808510638298,
    "lp_acc5": 0.9462765957446808,
    "lp_mean_per_class_recall": 0.7446808510638296,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7265957446808511,
    "lp_acc5": 0.9382978723404255,
    "lp_mean_per_class_recall": 0.7265957446808511,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.6659574468085107,
    "lp_acc5": 0.9106382978723404,
    "lp_mean_per_class_recall": 0.6659574468085105,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8047872340425531,
    "lp_acc5": 0.9723404255319149,
    "lp_mean_per_class_recall": 0.8047872340425533,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7930851063829787,
    "lp_acc5": 0.976063829787234,
    "lp_mean_per_class_recall": 0.7930851063829786,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7303191489361702,
    "lp_acc5": 0.9425531914893617,
    "lp_mean_per_class_recall": 0.7303191489361701,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dtd",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.6542553191489362,
    "lp_acc5": 0.8941489361702127,
    "lp_mean_per_class_recall": 0.654255319148936,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dtd",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.5994680851063829,
    "lp_acc5": 0.85,
    "lp_mean_per_class_recall": 0.598936170212766,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dtd",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.13031914893617022,
    "lp_acc5": 0.4526595744680851,
    "lp_mean_per_class_recall": 0.1303191489361702,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dtd",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7515957446808511,
    "lp_acc5": 0.9515957446808511,
    "lp_mean_per_class_recall": 0.751595744680851,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dtd",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.6845744680851064,
    "lp_acc5": 0.9101063829787234,
    "lp_mean_per_class_recall": 0.6851063829787235,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dtd",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.5728723404255319,
    "lp_acc5": 0.8361702127659575,
    "lp_mean_per_class_recall": 0.5728723404255319,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dtd",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.674468085106383,
    "lp_acc5": 0.8978723404255319,
    "lp_mean_per_class_recall": 0.6749999999999999,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dtd",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.6207446808510638,
    "lp_acc5": 0.8718085106382979,
    "lp_mean_per_class_recall": 0.6207446808510638,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dtd",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.33085106382978724,
    "lp_acc5": 0.6861702127659575,
    "lp_mean_per_class_recall": 0.33085106382978724,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dtd",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7643617021276595,
    "lp_acc5": 0.9542553191489361,
    "lp_mean_per_class_recall": 0.7648936170212765,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dtd",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.6973404255319149,
    "lp_acc5": 0.9218085106382978,
    "lp_mean_per_class_recall": 0.6973404255319149,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dtd",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.6420212765957447,
    "lp_acc5": 0.8803191489361702,
    "lp_mean_per_class_recall": 0.6420212765957446,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dtd",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.6856382978723404,
    "lp_acc5": 0.8973404255319148,
    "lp_mean_per_class_recall": 0.6851063829787235,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dtd",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.6313829787234042,
    "lp_acc5": 0.8760638297872341,
    "lp_mean_per_class_recall": 0.6313829787234042,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dtd",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.5223404255319148,
    "lp_acc5": 0.8138297872340425,
    "lp_mean_per_class_recall": 0.522340425531915,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dtd",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7696808510638298,
    "lp_acc5": 0.9563829787234043,
    "lp_mean_per_class_recall": 0.7696808510638298,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dtd",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.723404255319149,
    "lp_acc5": 0.9356382978723404,
    "lp_mean_per_class_recall": 0.7239361702127659,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dtd",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.6659574468085107,
    "lp_acc5": 0.8984042553191489,
    "lp_mean_per_class_recall": 0.6659574468085105,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dtd",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.675,
    "lp_acc5": 0.9031914893617021,
    "lp_mean_per_class_recall": 0.6744680851063829,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dtd",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.6457446808510638,
    "lp_acc5": 0.8654255319148936,
    "lp_mean_per_class_recall": 0.6457446808510637,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dtd",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.32127659574468087,
    "lp_acc5": 0.5659574468085107,
    "lp_mean_per_class_recall": 0.3218085106382979,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dtd",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7952127659574468,
    "lp_acc5": 0.9638297872340426,
    "lp_mean_per_class_recall": 0.7946808510638298,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dtd",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7058510638297872,
    "lp_acc5": 0.926595744680851,
    "lp_mean_per_class_recall": 0.7063829787234042,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dtd",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.6287234042553191,
    "lp_acc5": 0.8542553191489362,
    "lp_mean_per_class_recall": 0.6281914893617021,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dtd",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.700531914893617,
    "lp_acc5": 0.9148936170212766,
    "lp_mean_per_class_recall": 0.7005319148936171,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dtd",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.6622340425531915,
    "lp_acc5": 0.8824468085106383,
    "lp_mean_per_class_recall": 0.6622340425531915,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dtd",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.5026595744680851,
    "lp_acc5": 0.7643617021276595,
    "lp_mean_per_class_recall": 0.5026595744680851,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dtd",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8085106382978723,
    "lp_acc5": 0.9648936170212766,
    "lp_mean_per_class_recall": 0.8090425531914892,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dtd",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7345744680851064,
    "lp_acc5": 0.9388297872340425,
    "lp_mean_per_class_recall": 0.7345744680851064,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dtd",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.676595744680851,
    "lp_acc5": 0.8973404255319148,
    "lp_mean_per_class_recall": 0.676595744680851,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dtd",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7026595744680851,
    "lp_acc5": 0.9122340425531915,
    "lp_mean_per_class_recall": 0.7031914893617022,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dtd",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.6781914893617021,
    "lp_acc5": 0.8888297872340426,
    "lp_mean_per_class_recall": 0.6781914893617021,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dtd",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.6180851063829788,
    "lp_acc5": 0.8409574468085106,
    "lp_mean_per_class_recall": 0.6180851063829788,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dtd",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8074468085106383,
    "lp_acc5": 0.9654255319148937,
    "lp_mean_per_class_recall": 0.8074468085106382,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dtd",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7632978723404256,
    "lp_acc5": 0.9537234042553191,
    "lp_mean_per_class_recall": 0.7632978723404253,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/dtd",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.6930851063829787,
    "lp_acc5": 0.9127659574468086,
    "lp_mean_per_class_recall": 0.6930851063829786,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7042553191489361,
    "lp_acc5": 0.9340425531914893,
    "lp_mean_per_class_recall": 0.7042553191489362,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.6425531914893617,
    "lp_acc5": 0.9005319148936171,
    "lp_mean_per_class_recall": 0.6420212765957448,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.29095744680851066,
    "lp_acc5": 0.5819148936170213,
    "lp_mean_per_class_recall": 0.2904255319148937,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7952127659574468,
    "lp_acc5": 0.9707446808510638,
    "lp_mean_per_class_recall": 0.7952127659574468,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7148936170212766,
    "lp_acc5": 0.9473404255319149,
    "lp_mean_per_class_recall": 0.7148936170212766,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.6393617021276595,
    "lp_acc5": 0.8829787234042553,
    "lp_mean_per_class_recall": 0.6398936170212767,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.725,
    "lp_acc5": 0.9356382978723404,
    "lp_mean_per_class_recall": 0.724468085106383,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.6728723404255319,
    "lp_acc5": 0.9196808510638298,
    "lp_mean_per_class_recall": 0.6728723404255319,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.5228723404255319,
    "lp_acc5": 0.799468085106383,
    "lp_mean_per_class_recall": 0.523404255319149,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7898936170212766,
    "lp_acc5": 0.9696808510638298,
    "lp_mean_per_class_recall": 0.7898936170212766,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7420212765957447,
    "lp_acc5": 0.9574468085106383,
    "lp_mean_per_class_recall": 0.7420212765957447,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.6952127659574469,
    "lp_acc5": 0.9234042553191489,
    "lp_mean_per_class_recall": 0.6952127659574467,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7207446808510638,
    "lp_acc5": 0.9367021276595745,
    "lp_mean_per_class_recall": 0.7207446808510638,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.6925531914893617,
    "lp_acc5": 0.9287234042553192,
    "lp_mean_per_class_recall": 0.6925531914893617,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.6340425531914894,
    "lp_acc5": 0.8702127659574468,
    "lp_mean_per_class_recall": 0.6340425531914894,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7856382978723404,
    "lp_acc5": 0.9622340425531914,
    "lp_mean_per_class_recall": 0.7856382978723404,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7664893617021277,
    "lp_acc5": 0.9648936170212766,
    "lp_mean_per_class_recall": 0.7654255319148938,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7132978723404255,
    "lp_acc5": 0.9324468085106383,
    "lp_mean_per_class_recall": 0.7132978723404255,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7340425531914894,
    "lp_acc5": 0.9425531914893617,
    "lp_mean_per_class_recall": 0.7340425531914894,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.6824468085106383,
    "lp_acc5": 0.9042553191489362,
    "lp_mean_per_class_recall": 0.6824468085106382,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.3484042553191489,
    "lp_acc5": 0.6457446808510638,
    "lp_mean_per_class_recall": 0.3484042553191489,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8117021276595745,
    "lp_acc5": 0.9718085106382979,
    "lp_mean_per_class_recall": 0.8117021276595744,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7510638297872341,
    "lp_acc5": 0.9585106382978723,
    "lp_mean_per_class_recall": 0.751063829787234,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.6813829787234043,
    "lp_acc5": 0.9117021276595745,
    "lp_mean_per_class_recall": 0.6813829787234044,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7223404255319149,
    "lp_acc5": 0.9345744680851064,
    "lp_mean_per_class_recall": 0.7223404255319149,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.6952127659574469,
    "lp_acc5": 0.9117021276595745,
    "lp_mean_per_class_recall": 0.6952127659574467,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.5611702127659575,
    "lp_acc5": 0.8180851063829787,
    "lp_mean_per_class_recall": 0.5606382978723404,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8074468085106383,
    "lp_acc5": 0.9696808510638298,
    "lp_mean_per_class_recall": 0.8074468085106383,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7776595744680851,
    "lp_acc5": 0.9659574468085106,
    "lp_mean_per_class_recall": 0.7781914893617022,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7202127659574468,
    "lp_acc5": 0.9388297872340425,
    "lp_mean_per_class_recall": 0.7191489361702127,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7297872340425532,
    "lp_acc5": 0.9367021276595745,
    "lp_mean_per_class_recall": 0.7297872340425531,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7127659574468085,
    "lp_acc5": 0.923936170212766,
    "lp_mean_per_class_recall": 0.7127659574468085,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.652127659574468,
    "lp_acc5": 0.8845744680851064,
    "lp_mean_per_class_recall": 0.6515957446808512,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8111702127659575,
    "lp_acc5": 0.9675531914893617,
    "lp_mean_per_class_recall": 0.8122340425531918,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7973404255319149,
    "lp_acc5": 0.9718085106382979,
    "lp_mean_per_class_recall": 0.7973404255319151,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7361702127659574,
    "lp_acc5": 0.9452127659574469,
    "lp_mean_per_class_recall": 0.7361702127659573,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7420212765957447,
    "lp_acc5": 0.9388297872340425,
    "lp_mean_per_class_recall": 0.7420212765957446,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.6973404255319149,
    "lp_acc5": 0.9159574468085107,
    "lp_mean_per_class_recall": 0.6978723404255318,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.423936170212766,
    "lp_acc5": 0.6712765957446809,
    "lp_mean_per_class_recall": 0.42446808510638295,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8340425531914893,
    "lp_acc5": 0.9776595744680852,
    "lp_mean_per_class_recall": 0.8340425531914895,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7680851063829788,
    "lp_acc5": 0.9521276595744681,
    "lp_mean_per_class_recall": 0.7680851063829788,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.6978723404255319,
    "lp_acc5": 0.9170212765957447,
    "lp_mean_per_class_recall": 0.6978723404255318,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7537234042553191,
    "lp_acc5": 0.9382978723404255,
    "lp_mean_per_class_recall": 0.7537234042553191,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7085106382978723,
    "lp_acc5": 0.9202127659574468,
    "lp_mean_per_class_recall": 0.7085106382978723,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.5914893617021276,
    "lp_acc5": 0.8388297872340426,
    "lp_mean_per_class_recall": 0.5909574468085107,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8382978723404255,
    "lp_acc5": 0.9787234042553191,
    "lp_mean_per_class_recall": 0.8382978723404256,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7984042553191489,
    "lp_acc5": 0.9627659574468085,
    "lp_mean_per_class_recall": 0.798404255319149,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7409574468085106,
    "lp_acc5": 0.9377659574468085,
    "lp_mean_per_class_recall": 0.7409574468085107,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.752127659574468,
    "lp_acc5": 0.9335106382978723,
    "lp_mean_per_class_recall": 0.7521276595744679,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7345744680851064,
    "lp_acc5": 0.9276595744680851,
    "lp_mean_per_class_recall": 0.7345744680851062,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.6728723404255319,
    "lp_acc5": 0.9053191489361702,
    "lp_mean_per_class_recall": 0.6734042553191488,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8388297872340426,
    "lp_acc5": 0.9765957446808511,
    "lp_mean_per_class_recall": 0.8388297872340427,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8164893617021277,
    "lp_acc5": 0.973404255319149,
    "lp_mean_per_class_recall": 0.8159574468085107,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7569148936170212,
    "lp_acc5": 0.9436170212765957,
    "lp_mean_per_class_recall": 0.7569148936170214,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7856382978723404,
    "lp_acc5": 0.9542553191489361,
    "lp_mean_per_class_recall": 0.7856382978723404,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7292553191489362,
    "lp_acc5": 0.924468085106383,
    "lp_mean_per_class_recall": 0.7292553191489362,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.4622340425531915,
    "lp_acc5": 0.7696808510638298,
    "lp_mean_per_class_recall": 0.46223404255319145,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8372340425531914,
    "lp_acc5": 0.9781914893617021,
    "lp_mean_per_class_recall": 0.8372340425531913,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7867021276595745,
    "lp_acc5": 0.9627659574468085,
    "lp_mean_per_class_recall": 0.7867021276595745,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7372340425531915,
    "lp_acc5": 0.9372340425531915,
    "lp_mean_per_class_recall": 0.7377659574468086,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7702127659574468,
    "lp_acc5": 0.95,
    "lp_mean_per_class_recall": 0.7702127659574467,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7361702127659574,
    "lp_acc5": 0.9398936170212766,
    "lp_mean_per_class_recall": 0.7361702127659573,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.6382978723404256,
    "lp_acc5": 0.8824468085106383,
    "lp_mean_per_class_recall": 0.6388297872340427,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8393617021276596,
    "lp_acc5": 0.9776595744680852,
    "lp_mean_per_class_recall": 0.8393617021276596,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8138297872340425,
    "lp_acc5": 0.9702127659574468,
    "lp_mean_per_class_recall": 0.8138297872340424,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7574468085106383,
    "lp_acc5": 0.9409574468085107,
    "lp_mean_per_class_recall": 0.7574468085106385,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7691489361702127,
    "lp_acc5": 0.95,
    "lp_mean_per_class_recall": 0.7691489361702127,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7473404255319149,
    "lp_acc5": 0.9537234042553191,
    "lp_mean_per_class_recall": 0.7473404255319149,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.698936170212766,
    "lp_acc5": 0.9132978723404256,
    "lp_mean_per_class_recall": 0.697872340425532,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8377659574468085,
    "lp_acc5": 0.975,
    "lp_mean_per_class_recall": 0.8377659574468087,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8308510638297872,
    "lp_acc5": 0.9765957446808511,
    "lp_mean_per_class_recall": 0.8308510638297871,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7675531914893617,
    "lp_acc5": 0.9542553191489361,
    "lp_mean_per_class_recall": 0.7680851063829789,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7675531914893617,
    "lp_acc5": 0.9542553191489361,
    "lp_mean_per_class_recall": 0.767553191489362,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.6978723404255319,
    "lp_acc5": 0.9154255319148936,
    "lp_mean_per_class_recall": 0.6973404255319149,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.4648936170212766,
    "lp_acc5": 0.7537234042553191,
    "lp_mean_per_class_recall": 0.4648936170212767,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8271276595744681,
    "lp_acc5": 0.9787234042553191,
    "lp_mean_per_class_recall": 0.8271276595744681,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7691489361702127,
    "lp_acc5": 0.9627659574468085,
    "lp_mean_per_class_recall": 0.7691489361702128,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7345744680851064,
    "lp_acc5": 0.9345744680851064,
    "lp_mean_per_class_recall": 0.7345744680851064,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7579787234042553,
    "lp_acc5": 0.9473404255319149,
    "lp_mean_per_class_recall": 0.7574468085106383,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7095744680851064,
    "lp_acc5": 0.926595744680851,
    "lp_mean_per_class_recall": 0.7095744680851066,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.6234042553191489,
    "lp_acc5": 0.875,
    "lp_mean_per_class_recall": 0.623404255319149,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8303191489361702,
    "lp_acc5": 0.9781914893617021,
    "lp_mean_per_class_recall": 0.8303191489361703,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7946808510638298,
    "lp_acc5": 0.9680851063829787,
    "lp_mean_per_class_recall": 0.7946808510638298,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7430851063829788,
    "lp_acc5": 0.9468085106382979,
    "lp_mean_per_class_recall": 0.7430851063829786,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7606382978723404,
    "lp_acc5": 0.9468085106382979,
    "lp_mean_per_class_recall": 0.7611702127659574,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.726063829787234,
    "lp_acc5": 0.9382978723404255,
    "lp_mean_per_class_recall": 0.7265957446808512,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.6781914893617021,
    "lp_acc5": 0.9047872340425532,
    "lp_mean_per_class_recall": 0.6781914893617021,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8281914893617022,
    "lp_acc5": 0.9776595744680852,
    "lp_mean_per_class_recall": 0.8281914893617024,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8186170212765957,
    "lp_acc5": 0.976063829787234,
    "lp_mean_per_class_recall": 0.8180851063829788,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/dtd",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7542553191489362,
    "lp_acc5": 0.9521276595744681,
    "lp_mean_per_class_recall": 0.7542553191489362,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8361111111111111,
    "lp_acc5": 0.9942592592592593,
    "lp_mean_per_class_recall": 0.8330454537443662,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8035185185185185,
    "lp_acc5": 0.9874074074074074,
    "lp_mean_per_class_recall": 0.7972002772089535,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.35314814814814816,
    "lp_acc5": 0.8388888888888889,
    "lp_mean_per_class_recall": 0.3494161439741391,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9577777777777777,
    "lp_acc5": 1.0,
    "lp_mean_per_class_recall": 0.9555297108695531,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9287037037037037,
    "lp_acc5": 1.0,
    "lp_mean_per_class_recall": 0.9251994127176022,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8424074074074074,
    "lp_acc5": 0.9931481481481481,
    "lp_mean_per_class_recall": 0.8305778343367385,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8487037037037037,
    "lp_acc5": 0.9901851851851852,
    "lp_mean_per_class_recall": 0.8408702219018138,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8177777777777778,
    "lp_acc5": 0.9872222222222222,
    "lp_mean_per_class_recall": 0.8093987129068567,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.57,
    "lp_acc5": 0.9331481481481482,
    "lp_mean_per_class_recall": 0.5613676483270311,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9616666666666667,
    "lp_acc5": 0.9998148148148148,
    "lp_mean_per_class_recall": 0.9594169392255708,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.942962962962963,
    "lp_acc5": 1.0,
    "lp_mean_per_class_recall": 0.9398896751183059,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8727777777777778,
    "lp_acc5": 0.9962962962962963,
    "lp_mean_per_class_recall": 0.8652640839693377,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8601851851851852,
    "lp_acc5": 0.9916666666666667,
    "lp_mean_per_class_recall": 0.852271682802718,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8235185185185185,
    "lp_acc5": 0.9892592592592593,
    "lp_mean_per_class_recall": 0.8145939066489104,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7637037037037037,
    "lp_acc5": 0.9774074074074074,
    "lp_mean_per_class_recall": 0.7560283338091812,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9642592592592593,
    "lp_acc5": 0.9998148148148148,
    "lp_mean_per_class_recall": 0.962262415301365,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9514814814814815,
    "lp_acc5": 1.0,
    "lp_mean_per_class_recall": 0.9488111588429013,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9007407407407407,
    "lp_acc5": 0.9981481481481481,
    "lp_mean_per_class_recall": 0.895705649876818,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/eurosat",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7883333333333333,
    "lp_acc5": 0.9777777777777777,
    "lp_mean_per_class_recall": 0.7848830769361601,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/eurosat",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7507407407407407,
    "lp_acc5": 0.9751851851851852,
    "lp_mean_per_class_recall": 0.748310717583984,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/eurosat",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.2238888888888889,
    "lp_acc5": 0.7342592592592593,
    "lp_mean_per_class_recall": 0.20815252604671058,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/eurosat",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9462962962962963,
    "lp_acc5": 0.9996296296296296,
    "lp_mean_per_class_recall": 0.9435574223501556,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/eurosat",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.897962962962963,
    "lp_acc5": 0.9975925925925926,
    "lp_mean_per_class_recall": 0.8932434403992303,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/eurosat",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8027777777777778,
    "lp_acc5": 0.9848148148148148,
    "lp_mean_per_class_recall": 0.7906452589481172,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/eurosat",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8218518518518518,
    "lp_acc5": 0.9827777777777778,
    "lp_mean_per_class_recall": 0.8158064665978081,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/eurosat",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7772222222222223,
    "lp_acc5": 0.9779629629629629,
    "lp_mean_per_class_recall": 0.7723564787313861,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/eurosat",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.38537037037037036,
    "lp_acc5": 0.8427777777777777,
    "lp_mean_per_class_recall": 0.382905985958938,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/eurosat",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9524074074074074,
    "lp_acc5": 1.0,
    "lp_mean_per_class_recall": 0.9498770700035424,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/eurosat",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.922037037037037,
    "lp_acc5": 0.9985185185185185,
    "lp_mean_per_class_recall": 0.9182711567332991,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/eurosat",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8277777777777777,
    "lp_acc5": 0.9901851851851852,
    "lp_mean_per_class_recall": 0.819057610333018,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/eurosat",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8366666666666667,
    "lp_acc5": 0.9868518518518519,
    "lp_mean_per_class_recall": 0.8308385687970512,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/eurosat",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7981481481481482,
    "lp_acc5": 0.9783333333333334,
    "lp_mean_per_class_recall": 0.7914771992692036,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/eurosat",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.6224074074074074,
    "lp_acc5": 0.9503703703703704,
    "lp_mean_per_class_recall": 0.628103190875445,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/eurosat",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9542592592592593,
    "lp_acc5": 1.0,
    "lp_mean_per_class_recall": 0.9521765414977195,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/eurosat",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9353703703703704,
    "lp_acc5": 0.9994444444444445,
    "lp_mean_per_class_recall": 0.9322005411669998,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/eurosat",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8568518518518519,
    "lp_acc5": 0.9948148148148148,
    "lp_mean_per_class_recall": 0.8500183261865262,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8453703703703703,
    "lp_acc5": 0.9938888888888889,
    "lp_mean_per_class_recall": 0.8415460292984076,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7887037037037037,
    "lp_acc5": 0.9881481481481481,
    "lp_mean_per_class_recall": 0.78850491128459,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.29203703703703704,
    "lp_acc5": 0.7846296296296297,
    "lp_mean_per_class_recall": 0.2784172548113862,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9605555555555556,
    "lp_acc5": 0.9998148148148148,
    "lp_mean_per_class_recall": 0.9586423369225552,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9318518518518518,
    "lp_acc5": 0.9996296296296296,
    "lp_mean_per_class_recall": 0.9286549794250444,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8485185185185186,
    "lp_acc5": 0.9924074074074074,
    "lp_mean_per_class_recall": 0.8385597107537782,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8683333333333333,
    "lp_acc5": 0.9929629629629629,
    "lp_mean_per_class_recall": 0.8627633605352403,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8257407407407408,
    "lp_acc5": 0.9901851851851852,
    "lp_mean_per_class_recall": 0.821697937461203,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.4746296296296296,
    "lp_acc5": 0.9340740740740741,
    "lp_mean_per_class_recall": 0.4647479532388889,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9668518518518519,
    "lp_acc5": 1.0,
    "lp_mean_per_class_recall": 0.9654412077876138,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9444444444444444,
    "lp_acc5": 1.0,
    "lp_mean_per_class_recall": 0.9417315534901876,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8835185185185185,
    "lp_acc5": 0.9957407407407407,
    "lp_mean_per_class_recall": 0.8774032276419762,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8838888888888888,
    "lp_acc5": 0.9924074074074074,
    "lp_mean_per_class_recall": 0.8786478832508277,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8366666666666667,
    "lp_acc5": 0.9911111111111112,
    "lp_mean_per_class_recall": 0.8316297489174695,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7057407407407408,
    "lp_acc5": 0.9827777777777778,
    "lp_mean_per_class_recall": 0.7081189070103882,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9685185185185186,
    "lp_acc5": 1.0,
    "lp_mean_per_class_recall": 0.9674128562006962,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9535185185185185,
    "lp_acc5": 0.9998148148148148,
    "lp_mean_per_class_recall": 0.951087889957766,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9077777777777778,
    "lp_acc5": 0.9981481481481481,
    "lp_mean_per_class_recall": 0.9032694411937646,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8251851851851851,
    "lp_acc5": 0.9824074074074074,
    "lp_mean_per_class_recall": 0.8235079569844057,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8205555555555556,
    "lp_acc5": 0.9909259259259259,
    "lp_mean_per_class_recall": 0.8140987459993685,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.2953703703703704,
    "lp_acc5": 0.8311111111111111,
    "lp_mean_per_class_recall": 0.28455552810477525,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9583333333333334,
    "lp_acc5": 1.0,
    "lp_mean_per_class_recall": 0.9563833373211367,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.932962962962963,
    "lp_acc5": 0.9992592592592593,
    "lp_mean_per_class_recall": 0.929944829126843,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8592592592592593,
    "lp_acc5": 0.9944444444444445,
    "lp_mean_per_class_recall": 0.8508884403926027,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8653703703703703,
    "lp_acc5": 0.9937037037037038,
    "lp_mean_per_class_recall": 0.8604991712229445,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8340740740740741,
    "lp_acc5": 0.9916666666666667,
    "lp_mean_per_class_recall": 0.826794737095218,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.5694444444444444,
    "lp_acc5": 0.9640740740740741,
    "lp_mean_per_class_recall": 0.5697756931133444,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9627777777777777,
    "lp_acc5": 1.0,
    "lp_mean_per_class_recall": 0.9607911763803931,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9462962962962963,
    "lp_acc5": 0.9998148148148148,
    "lp_mean_per_class_recall": 0.9434973025925792,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8859259259259259,
    "lp_acc5": 0.9974074074074074,
    "lp_mean_per_class_recall": 0.880531582312307,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8694444444444445,
    "lp_acc5": 0.9948148148148148,
    "lp_mean_per_class_recall": 0.8654962836071615,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8457407407407408,
    "lp_acc5": 0.9927777777777778,
    "lp_mean_per_class_recall": 0.8393329262772259,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.702962962962963,
    "lp_acc5": 0.9840740740740741,
    "lp_mean_per_class_recall": 0.7043313632214161,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.965,
    "lp_acc5": 1.0,
    "lp_mean_per_class_recall": 0.9629520075041359,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9531481481481482,
    "lp_acc5": 1.0,
    "lp_mean_per_class_recall": 0.950979566723199,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9101851851851852,
    "lp_acc5": 0.9983333333333333,
    "lp_mean_per_class_recall": 0.9057236595279479,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8462962962962963,
    "lp_acc5": 0.9907407407407407,
    "lp_mean_per_class_recall": 0.8443297901112821,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8114814814814815,
    "lp_acc5": 0.9881481481481481,
    "lp_mean_per_class_recall": 0.8123002708233967,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.20574074074074075,
    "lp_acc5": 0.9405555555555556,
    "lp_mean_per_class_recall": 0.19145850155944416,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9651851851851851,
    "lp_acc5": 1.0,
    "lp_mean_per_class_recall": 0.9635321227483008,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9427777777777778,
    "lp_acc5": 1.0,
    "lp_mean_per_class_recall": 0.9399155518395013,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.877962962962963,
    "lp_acc5": 0.9959259259259259,
    "lp_mean_per_class_recall": 0.8718140877646304,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8744444444444445,
    "lp_acc5": 0.9968518518518519,
    "lp_mean_per_class_recall": 0.8714046554679458,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8348148148148148,
    "lp_acc5": 0.9905555555555555,
    "lp_mean_per_class_recall": 0.832197904180371,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.5718518518518518,
    "lp_acc5": 0.9790740740740741,
    "lp_mean_per_class_recall": 0.5670188982853923,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9681481481481482,
    "lp_acc5": 1.0,
    "lp_mean_per_class_recall": 0.9666296914301176,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.952037037037037,
    "lp_acc5": 1.0,
    "lp_mean_per_class_recall": 0.9496034699656505,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9031481481481481,
    "lp_acc5": 0.9979629629629629,
    "lp_mean_per_class_recall": 0.8990014034831002,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8818518518518519,
    "lp_acc5": 0.997037037037037,
    "lp_mean_per_class_recall": 0.8786293332236792,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8488888888888889,
    "lp_acc5": 0.9918518518518519,
    "lp_mean_per_class_recall": 0.8455682280016765,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7468518518518519,
    "lp_acc5": 0.9848148148148148,
    "lp_mean_per_class_recall": 0.7475168286381219,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9694444444444444,
    "lp_acc5": 1.0,
    "lp_mean_per_class_recall": 0.9682983210674936,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9603703703703703,
    "lp_acc5": 1.0,
    "lp_mean_per_class_recall": 0.9582639050513148,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.927962962962963,
    "lp_acc5": 0.9998148148148148,
    "lp_mean_per_class_recall": 0.9243068109708247,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/eurosat",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.805,
    "lp_acc5": 0.970925925925926,
    "lp_mean_per_class_recall": 0.800859390476179,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/eurosat",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7603703703703704,
    "lp_acc5": 0.9744444444444444,
    "lp_mean_per_class_recall": 0.7570126953698179,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/eurosat",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.28814814814814815,
    "lp_acc5": 0.7559259259259259,
    "lp_mean_per_class_recall": 0.28452042749130635,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/eurosat",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9487037037037037,
    "lp_acc5": 0.9994444444444445,
    "lp_mean_per_class_recall": 0.9459084100008598,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/eurosat",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.905,
    "lp_acc5": 0.9974074074074074,
    "lp_mean_per_class_recall": 0.9000854419302013,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/eurosat",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8140740740740741,
    "lp_acc5": 0.9838888888888889,
    "lp_mean_per_class_recall": 0.803645203377552,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/eurosat",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8014814814814815,
    "lp_acc5": 0.9855555555555555,
    "lp_mean_per_class_recall": 0.7970357659555497,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/eurosat",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7653703703703704,
    "lp_acc5": 0.9807407407407407,
    "lp_mean_per_class_recall": 0.7623455280333737,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/eurosat",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.4825925925925926,
    "lp_acc5": 0.927962962962963,
    "lp_mean_per_class_recall": 0.4893955849161754,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/eurosat",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9553703703703704,
    "lp_acc5": 0.9994444444444445,
    "lp_mean_per_class_recall": 0.9527117756818095,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/eurosat",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9262962962962963,
    "lp_acc5": 0.9988888888888889,
    "lp_mean_per_class_recall": 0.9221332635234519,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/eurosat",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8422222222222222,
    "lp_acc5": 0.9883333333333333,
    "lp_mean_per_class_recall": 0.8352612801106997,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/eurosat",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8187037037037037,
    "lp_acc5": 0.9898148148148148,
    "lp_mean_per_class_recall": 0.8135502369817367,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/eurosat",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7755555555555556,
    "lp_acc5": 0.9814814814814815,
    "lp_mean_per_class_recall": 0.7716151098091447,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/eurosat",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.6998148148148148,
    "lp_acc5": 0.9716666666666667,
    "lp_mean_per_class_recall": 0.7001109321873962,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/eurosat",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9577777777777777,
    "lp_acc5": 0.9994444444444445,
    "lp_mean_per_class_recall": 0.9554861847370715,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/eurosat",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9401851851851852,
    "lp_acc5": 0.9992592592592593,
    "lp_mean_per_class_recall": 0.9371582299099558,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/eurosat",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8687037037037038,
    "lp_acc5": 0.9931481481481481,
    "lp_mean_per_class_recall": 0.8631993662937548,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/eurosat",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.855925925925926,
    "lp_acc5": 0.9911111111111112,
    "lp_mean_per_class_recall": 0.8577566911597432,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/eurosat",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8214814814814815,
    "lp_acc5": 0.9796296296296296,
    "lp_mean_per_class_recall": 0.8267542224105455,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/eurosat",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.44962962962962966,
    "lp_acc5": 0.9507407407407408,
    "lp_mean_per_class_recall": 0.45916377926775614,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/eurosat",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9657407407407408,
    "lp_acc5": 1.0,
    "lp_mean_per_class_recall": 0.9639795924480442,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/eurosat",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.947037037037037,
    "lp_acc5": 0.9996296296296296,
    "lp_mean_per_class_recall": 0.944800395262587,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/eurosat",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8790740740740741,
    "lp_acc5": 0.9968518518518519,
    "lp_mean_per_class_recall": 0.8754967657340392,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/eurosat",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8668518518518519,
    "lp_acc5": 0.9807407407407407,
    "lp_mean_per_class_recall": 0.8688351587847961,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/eurosat",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8353703703703703,
    "lp_acc5": 0.9814814814814815,
    "lp_mean_per_class_recall": 0.838466535887022,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/eurosat",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7501851851851852,
    "lp_acc5": 0.9812962962962963,
    "lp_mean_per_class_recall": 0.7547376014601179,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/eurosat",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9668518518518519,
    "lp_acc5": 1.0,
    "lp_mean_per_class_recall": 0.9653494245712675,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/eurosat",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9577777777777777,
    "lp_acc5": 1.0,
    "lp_mean_per_class_recall": 0.95577745273765,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/eurosat",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9033333333333333,
    "lp_acc5": 0.9983333333333333,
    "lp_mean_per_class_recall": 0.9012642436623958,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/eurosat",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8759259259259259,
    "lp_acc5": 0.9811111111111112,
    "lp_mean_per_class_recall": 0.8772702411148924,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/eurosat",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8507407407407407,
    "lp_acc5": 0.9816666666666667,
    "lp_mean_per_class_recall": 0.8527382377060121,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/eurosat",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8212962962962963,
    "lp_acc5": 0.9862962962962963,
    "lp_mean_per_class_recall": 0.8263461286425426,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/eurosat",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9688888888888889,
    "lp_acc5": 1.0,
    "lp_mean_per_class_recall": 0.9675791163524444,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/eurosat",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.962037037037037,
    "lp_acc5": 1.0,
    "lp_mean_per_class_recall": 0.960134819702329,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/eurosat",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9296296296296296,
    "lp_acc5": 0.9990740740740741,
    "lp_mean_per_class_recall": 0.927678787991739,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8503703703703703,
    "lp_acc5": 0.9903703703703703,
    "lp_mean_per_class_recall": 0.847209159798204,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8092592592592592,
    "lp_acc5": 0.9881481481481481,
    "lp_mean_per_class_recall": 0.8054943817737513,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.31851851851851853,
    "lp_acc5": 0.8592592592592593,
    "lp_mean_per_class_recall": 0.3180850104951995,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9614814814814815,
    "lp_acc5": 0.9998148148148148,
    "lp_mean_per_class_recall": 0.9596624106580413,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9348148148148148,
    "lp_acc5": 0.9992592592592593,
    "lp_mean_per_class_recall": 0.9313971069661383,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8516666666666667,
    "lp_acc5": 0.9924074074074074,
    "lp_mean_per_class_recall": 0.8417771181754929,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8772222222222222,
    "lp_acc5": 0.9911111111111112,
    "lp_mean_per_class_recall": 0.87148477331882,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.827962962962963,
    "lp_acc5": 0.9883333333333333,
    "lp_mean_per_class_recall": 0.8222114110613186,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.6809259259259259,
    "lp_acc5": 0.9674074074074074,
    "lp_mean_per_class_recall": 0.6772532254271699,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9662962962962963,
    "lp_acc5": 1.0,
    "lp_mean_per_class_recall": 0.9647389506573376,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.947037037037037,
    "lp_acc5": 0.9996296296296296,
    "lp_mean_per_class_recall": 0.9442492524784039,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.88,
    "lp_acc5": 0.9937037037037038,
    "lp_mean_per_class_recall": 0.8735555458520199,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8946296296296297,
    "lp_acc5": 0.9942592592592593,
    "lp_mean_per_class_recall": 0.8884075367684122,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8351851851851851,
    "lp_acc5": 0.9888888888888889,
    "lp_mean_per_class_recall": 0.8295041181450866,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7901851851851852,
    "lp_acc5": 0.9864814814814815,
    "lp_mean_per_class_recall": 0.7869794528412779,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9672222222222222,
    "lp_acc5": 0.9998148148148148,
    "lp_mean_per_class_recall": 0.9658831531948724,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9542592592592593,
    "lp_acc5": 0.9996296296296296,
    "lp_mean_per_class_recall": 0.9519503482049114,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9066666666666666,
    "lp_acc5": 0.9966666666666667,
    "lp_mean_per_class_recall": 0.9016264454962352,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8485185185185186,
    "lp_acc5": 0.9857407407407407,
    "lp_mean_per_class_recall": 0.8495517910345992,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8512962962962963,
    "lp_acc5": 0.9894444444444445,
    "lp_mean_per_class_recall": 0.8501394156834564,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.46240740740740743,
    "lp_acc5": 0.9362962962962963,
    "lp_mean_per_class_recall": 0.48232033399590374,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9722222222222222,
    "lp_acc5": 1.0,
    "lp_mean_per_class_recall": 0.9711246283850536,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9535185185185185,
    "lp_acc5": 0.9998148148148148,
    "lp_mean_per_class_recall": 0.9511951870159265,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9051851851851852,
    "lp_acc5": 0.9987037037037036,
    "lp_mean_per_class_recall": 0.9005744937564346,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8985185185185185,
    "lp_acc5": 0.9966666666666667,
    "lp_mean_per_class_recall": 0.8966455274214272,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8694444444444445,
    "lp_acc5": 0.9933333333333333,
    "lp_mean_per_class_recall": 0.8677094759808377,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7559259259259259,
    "lp_acc5": 0.9838888888888889,
    "lp_mean_per_class_recall": 0.7660462265159664,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9733333333333334,
    "lp_acc5": 0.9998148148148148,
    "lp_mean_per_class_recall": 0.9720846685714001,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9622222222222222,
    "lp_acc5": 0.9998148148148148,
    "lp_mean_per_class_recall": 0.9606022108108064,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.924074074074074,
    "lp_acc5": 0.9994444444444445,
    "lp_mean_per_class_recall": 0.9206003381549221,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9038888888888889,
    "lp_acc5": 0.9968518518518519,
    "lp_mean_per_class_recall": 0.9019926217821987,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8777777777777778,
    "lp_acc5": 0.9959259259259259,
    "lp_mean_per_class_recall": 0.876153958914189,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8401851851851851,
    "lp_acc5": 0.9879629629629629,
    "lp_mean_per_class_recall": 0.8438652331428868,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9712962962962963,
    "lp_acc5": 0.9998148148148148,
    "lp_mean_per_class_recall": 0.9701935748484924,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9681481481481482,
    "lp_acc5": 0.9998148148148148,
    "lp_mean_per_class_recall": 0.9666393778092948,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9372222222222222,
    "lp_acc5": 0.9996296296296296,
    "lp_mean_per_class_recall": 0.9341512890219859,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.845925925925926,
    "lp_acc5": 0.9855555555555555,
    "lp_mean_per_class_recall": 0.8484130253383999,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8255555555555556,
    "lp_acc5": 0.9890740740740741,
    "lp_mean_per_class_recall": 0.8272140939618261,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.6348148148148148,
    "lp_acc5": 0.9755555555555555,
    "lp_mean_per_class_recall": 0.641069647733337,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9687037037037037,
    "lp_acc5": 0.9998148148148148,
    "lp_mean_per_class_recall": 0.9675566340008587,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9496296296296296,
    "lp_acc5": 0.9998148148148148,
    "lp_mean_per_class_recall": 0.9471529146898803,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9062962962962963,
    "lp_acc5": 0.9966666666666667,
    "lp_mean_per_class_recall": 0.9021648951392567,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8857407407407407,
    "lp_acc5": 0.9951851851851852,
    "lp_mean_per_class_recall": 0.8865655274563778,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8535185185185186,
    "lp_acc5": 0.9922222222222222,
    "lp_mean_per_class_recall": 0.8555257132901384,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7927777777777778,
    "lp_acc5": 0.9874074074074074,
    "lp_mean_per_class_recall": 0.7951151065205158,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9711111111111111,
    "lp_acc5": 1.0,
    "lp_mean_per_class_recall": 0.9701066882988817,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9581481481481482,
    "lp_acc5": 0.9998148148148148,
    "lp_mean_per_class_recall": 0.9563535190040806,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9194444444444444,
    "lp_acc5": 0.9983333333333333,
    "lp_mean_per_class_recall": 0.9165573857186585,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8937037037037037,
    "lp_acc5": 0.9951851851851852,
    "lp_mean_per_class_recall": 0.8931507754375992,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.867037037037037,
    "lp_acc5": 0.9929629629629629,
    "lp_mean_per_class_recall": 0.8686054170548797,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8194444444444444,
    "lp_acc5": 0.9881481481481481,
    "lp_mean_per_class_recall": 0.8212700712020509,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9731481481481481,
    "lp_acc5": 0.9998148148148148,
    "lp_mean_per_class_recall": 0.9722928621097322,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9642592592592593,
    "lp_acc5": 0.9998148148148148,
    "lp_mean_per_class_recall": 0.962709116036703,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9361111111111111,
    "lp_acc5": 0.9994444444444445,
    "lp_mean_per_class_recall": 0.9335240376472488,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9118518518518518,
    "lp_acc5": 0.9959259259259259,
    "lp_mean_per_class_recall": 0.9135990042234997,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8911111111111111,
    "lp_acc5": 0.9937037037037038,
    "lp_mean_per_class_recall": 0.8880722627297214,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8005555555555556,
    "lp_acc5": 0.9909259259259259,
    "lp_mean_per_class_recall": 0.7995293086793065,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9748148148148148,
    "lp_acc5": 1.0,
    "lp_mean_per_class_recall": 0.9739837091493291,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9612962962962963,
    "lp_acc5": 0.9996296296296296,
    "lp_mean_per_class_recall": 0.9594872392127911,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9212962962962963,
    "lp_acc5": 0.9972222222222222,
    "lp_mean_per_class_recall": 0.9174516853062412,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9207407407407407,
    "lp_acc5": 0.9979629629629629,
    "lp_mean_per_class_recall": 0.9184019616717677,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8983333333333333,
    "lp_acc5": 0.9951851851851852,
    "lp_mean_per_class_recall": 0.8948546588513523,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8703703703703703,
    "lp_acc5": 0.9929629629629629,
    "lp_mean_per_class_recall": 0.86879447192076,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9772222222222222,
    "lp_acc5": 1.0,
    "lp_mean_per_class_recall": 0.976382366956076,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9674074074074074,
    "lp_acc5": 1.0,
    "lp_mean_per_class_recall": 0.9659629934246159,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9375925925925926,
    "lp_acc5": 0.9988888888888889,
    "lp_mean_per_class_recall": 0.935136881017551,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9227777777777778,
    "lp_acc5": 0.9981481481481481,
    "lp_mean_per_class_recall": 0.9204552030505196,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9064814814814814,
    "lp_acc5": 0.9957407407407407,
    "lp_mean_per_class_recall": 0.903194480300588,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8862962962962962,
    "lp_acc5": 0.9937037037037038,
    "lp_mean_per_class_recall": 0.8841326138843815,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9790740740740741,
    "lp_acc5": 1.0,
    "lp_mean_per_class_recall": 0.9781071496449606,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9716666666666667,
    "lp_acc5": 1.0,
    "lp_mean_per_class_recall": 0.9703992829467272,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9514814814814815,
    "lp_acc5": 0.9996296296296296,
    "lp_mean_per_class_recall": 0.9492255272174284,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8881481481481481,
    "lp_acc5": 0.997037037037037,
    "lp_mean_per_class_recall": 0.8889901033383133,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8655555555555555,
    "lp_acc5": 0.9931481481481481,
    "lp_mean_per_class_recall": 0.8653311603168641,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.6074074074074074,
    "lp_acc5": 0.9727777777777777,
    "lp_mean_per_class_recall": 0.602094868999818,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9748148148148148,
    "lp_acc5": 1.0,
    "lp_mean_per_class_recall": 0.9733564409041877,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9612962962962963,
    "lp_acc5": 1.0,
    "lp_mean_per_class_recall": 0.9590593606206188,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9131481481481482,
    "lp_acc5": 0.9972222222222222,
    "lp_mean_per_class_recall": 0.9092860431283671,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8968518518518519,
    "lp_acc5": 0.9953703703703703,
    "lp_mean_per_class_recall": 0.8950671105281627,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8811111111111111,
    "lp_acc5": 0.9957407407407407,
    "lp_mean_per_class_recall": 0.8792537075407788,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7811111111111111,
    "lp_acc5": 0.9872222222222222,
    "lp_mean_per_class_recall": 0.7832336577930963,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9753703703703703,
    "lp_acc5": 1.0,
    "lp_mean_per_class_recall": 0.9740092077442275,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.967037037037037,
    "lp_acc5": 1.0,
    "lp_mean_per_class_recall": 0.9652409351127703,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.932962962962963,
    "lp_acc5": 0.9985185185185185,
    "lp_mean_per_class_recall": 0.9303457959824207,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8975925925925926,
    "lp_acc5": 0.9955555555555555,
    "lp_mean_per_class_recall": 0.8953765631178013,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8762962962962964,
    "lp_acc5": 0.9959259259259259,
    "lp_mean_per_class_recall": 0.8742547876080253,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8474074074074074,
    "lp_acc5": 0.9916666666666667,
    "lp_mean_per_class_recall": 0.8475112501277794,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9774074074074074,
    "lp_acc5": 1.0,
    "lp_mean_per_class_recall": 0.9759730204236104,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9733333333333334,
    "lp_acc5": 1.0,
    "lp_mean_per_class_recall": 0.9719060545501975,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/eurosat",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9487037037037037,
    "lp_acc5": 0.9996296296296296,
    "lp_mean_per_class_recall": 0.946060543956475,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.37130801687763715,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.38546812125352115,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.3853727144866385,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.39965922229735173,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.3150492264416315,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.367660229859973,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.5049226441631505,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.4973526925619147,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.5161744022503516,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.5068318556518592,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.29535864978902954,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.34895167512754044,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.39662447257383965,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.4099445964367924,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.3924050632911392,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.4019587505992385,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.39662447257383965,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.41662576134657314,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.4978902953586498,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.49570783853509787,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.5246132208157525,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.5148828335992213,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.31926863572433195,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3661146566974066,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.4022503516174402,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.4270844813235677,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.39381153305203936,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.4010027196019339,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.3881856540084388,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.4032727667717453,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.4866385372714487,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.4892441740974445,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.5077355836849508,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.4994121602169012,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.38115330520393814,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.4098271279405608,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.37412095639943743,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3861879276383993,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.38115330520393814,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.39544763200085575,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.3291139240506329,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.355308547584491,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.5372714486638537,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.5392938011168618,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.4739803094233474,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.47546701604638597,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.23347398030942335,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.18825650355383108,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.38677918424753865,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3953806221119344,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.3727144866385373,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.38702445140786385,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.3727144866385373,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.38862026857441323,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.5358649789029536,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.5436730234373246,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.5175808720112518,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.5096003726999476,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.29957805907172996,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.35109116299816034,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.379746835443038,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.390532706124845,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.3755274261603376,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.39051277484083036,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.38255977496483823,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3957003274186455,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.5457102672292545,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.5711235520053195,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.5344585091420534,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.5319534552621397,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.32208157524613223,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3670071382844412,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.36146272855133615,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3782153872071325,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.4120956399437412,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.4201738786315835,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.4388185654008439,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.430923815323602,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.47257383966244726,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.4608651374088596,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.45147679324894513,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.4549282973140908,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.2911392405063291,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.33775856399339155,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.4078762306610408,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.4099186562596159,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.4092827004219409,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.41634591860789133,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.42756680731364277,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.4307181985107189,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.47960618846694797,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.46817796038686704,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.48523206751054854,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.47907868274166643,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.3108298171589311,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.35898368321379376,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.4149085794655415,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.4169696095275953,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.3952180028129395,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.4051017236278923,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.40365682137834036,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.41455524162023527,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.4838255977496484,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.47204420027905036,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.4880450070323488,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.47642846577770265,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.35864978902953587,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3935658022499673,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.2939521800281294,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.35607481558971016,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.3291139240506329,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.37120609381004765,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.2841068917018284,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.38485576923076925,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.5007032348804501,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.4834066953431738,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.5260196905766527,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.5093309113972195,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.3066104078762307,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.34913023334975324,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.35161744022503516,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3811144635544122,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.340365682137834,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.37978931483430645,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.2489451476793249,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.33502475077950533,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.4880450070323488,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.4759996346791053,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.5316455696202531,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.5119849643956572,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.360056258790436,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3945091984763824,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.34177215189873417,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.37291487280295715,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.3488045007032349,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.38384816121266063,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.2559774964838256,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.31796925865115533,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.4641350210970464,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.45901504212498234,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.5133614627285513,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.4934605124925549,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.45850914205344584,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.46188659559554734,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.4022503516174402,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.4045909945345485,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.42334739803094235,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.45579330967524245,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.38677918424753865,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3913976648351648,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.46272855133614627,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.4539577537667836,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.5133614627285513,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.49253479421521873,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.2911392405063291,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3452581104375134,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.469760900140647,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.49440358681397917,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.4430379746835443,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.47042399880944674,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.4571026722925457,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.4539887371221496,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.45147679324894513,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.4445111567317432,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.5049226441631505,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.4849749896330085,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.31645569620253167,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.36072690604072044,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.46272855133614627,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.4730337630462315,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.4711673699015471,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.4935218622187211,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.41631504922644164,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.4260704806025005,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.44163150492264414,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.4360914366174026,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.48241912798874825,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.46820135214953296,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.43319268635724334,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.43846331306597497,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.3178621659634318,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3670518026019168,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.3234880450070324,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.364140252436243,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.17721518987341772,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.20241445457408835,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.5049226441631505,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.4847245475501544,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.509142053445851,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.488463313065975,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.2517580872011252,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.2522522660460559,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.3853727144866385,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.4039229343769438,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.3136427566807314,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3583581145149767,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.25738396624472576,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.33289188878661297,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.5133614627285513,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.49276063739169135,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.5077355836849508,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.48478967965996267,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.2883263009845288,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.34285329237821427,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.4078762306610408,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.41573644515861496,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.3206751054852321,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.36324777084920845,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.31645569620253167,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.36292994332161044,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.5021097046413502,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.4833975210509356,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.5063291139240507,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.48618596938303854,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.32208157524613223,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3656674770143329,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.39662447257383965,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.4035384725162471,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.3881856540084388,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3979198355048989,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.2869198312236287,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.34056452106810386,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.5358649789029536,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.5146367640591591,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.5133614627285513,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.496214141434818,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.3009845288326301,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3390748479452887,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.38255977496483823,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3878407488137388,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.3952180028129395,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.40125541501972367,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.35864978902953587,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3855335484429043,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.5513361462728551,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.5267883287320179,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.5260196905766527,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.5050917982240088,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.32208157524613223,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3673942290358962,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.41350210970464135,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.41347211180239063,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.39943741209563993,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.40408560369896895,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.39662447257383965,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.40375288806554577,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.5457102672292545,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.5218060174112631,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.5274261603375527,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.507851140979859,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.459915611814346,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.46036508483104444,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.39381153305203936,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.40678448196737765,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.4120956399437412,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.4194888916365451,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.34458509142053445,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.4490318562956692,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.5021097046413502,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.4862020646325793,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.48945147679324896,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.48246863737452306,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.2616033755274262,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.2484119952199585,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.4177215189873418,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.43685461969979306,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.4008438818565401,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.41129847517732837,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.44022503516174405,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.4892227137647234,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.5035161744022504,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.49082480807859363,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.5147679324894515,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.5004440803157905,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.3066104078762307,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.35524837817662447,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.4149085794655415,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.4522278899969757,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.4008438818565401,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.41255465575315203,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.4191279887482419,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.42835579143395963,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.5049226441631505,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.49544755152460807,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.5175808720112518,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.499258745663362,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.38396624472573837,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.4090403116667613,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.37412095639943743,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3903435601173253,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.31223628691983124,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3573369514078638,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.350210970464135,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3926928763911248,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.48945147679324896,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.47425228073812975,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.48945147679324896,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.4790871863985071,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.3234880450070324,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.36885565086878025,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.39662447257383965,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.4002519298616898,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.3769338959212377,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.39883375059923853,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.3178621659634318,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.36749951879330855,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.4880450070323488,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.4754758952590493,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.5063291139240507,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.48868118909392494,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.3361462728551336,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3755720107242235,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.39943741209563993,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.40170417740233566,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.4219409282700422,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.4248782249927695,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.2939521800281294,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.346799552486031,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.4739803094233474,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.46920896842161564,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.4964838255977497,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.48000531308314326,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.38396624472573837,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.4069093274529821,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.35443037974683544,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.379595206124845,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.3656821378340366,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3950854352353571,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.48241912798874825,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.4723872973484273,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.49226441631504925,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.481630906461343,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.5147679324894515,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.4949905269138985,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.2967651195499297,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3505857721625808,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.369901547116737,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.38734641004951065,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.3909985935302391,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.40792236245907676,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.44163150492264414,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.44620150666392855,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.47960618846694797,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.4704701921756287,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.5189873417721519,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.49743362484168874,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.2981715893108298,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.35101114278252693,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.4022503516174402,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.4174278412820205,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.42616033755274263,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.4283991144806401,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.40365682137834036,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.4209024837528773,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.4810126582278481,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.4710682379977311,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.49507735583684953,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.4795856562767841,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.360056258790436,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.39221696668762074,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.40646976090014064,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.4923400953466075,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.31926863572433195,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.36049414190694534,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.40365682137834036,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.45130125965549894,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.4542897327707454,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.45076799721279803,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.4978902953586498,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.480519878210961,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.2939521800281294,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3485263045075943,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.350210970464135,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3890649534938082,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.32208157524613223,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.36268454441694586,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.3291139240506329,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3670618889582956,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.4360056258790436,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.43483021286338946,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.4936708860759494,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.48053822679543745,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.3389592123769339,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.37836963334856466,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.4092827004219409,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.4423575050415274,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.3333333333333333,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.37079719399546496,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.31645569620253167,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3579166486454898,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.43037974683544306,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.4311040821184584,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.4641350210970464,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.457151641434818,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.4866385372714487,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.47530668053554426,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.2939521800281294,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.34213160821422295,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.3853727144866385,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.4069115807879178,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.37412095639943743,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.40742697750362844,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.48945147679324896,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.47607394108115175,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.5358649789029536,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.5128151037161373,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.30520393811533053,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.35710952553185304,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.3769338959212377,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.39399884493886117,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.3656821378340366,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.39318600801163744,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.42756680731364277,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.4365891553840343,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.4542897327707454,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.45064623665002224,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.5232067510548524,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.5027704608589944,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.3319268635724332,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.3753794042380525,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.3881856540084388,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.4034454419739016,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.360056258790436,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.38595891906285035,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.41350210970464135,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.42681555652915765,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.46272855133614627,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.4696277131638341,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.5119549929676512,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.49427643434260726,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/kitti_closest_vehicle_distance",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.4444444444444444,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.4502438822369194,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9421044072206863,
    "lp_acc5": 0.9925191087981786,
    "lp_mean_per_class_recall": 0.9505433702509261,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9001463652626444,
    "lp_acc5": 0.988616035127663,
    "lp_mean_per_class_recall": 0.9066460340072708,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.5184582859001464,
    "lp_acc5": 0.8313546918198081,
    "lp_mean_per_class_recall": 0.5120048183761375,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9414538949422671,
    "lp_acc5": 0.9908928281021304,
    "lp_mean_per_class_recall": 0.9519460522499317,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9001463652626444,
    "lp_acc5": 0.988616035127663,
    "lp_mean_per_class_recall": 0.9066460340072708,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.5184582859001464,
    "lp_acc5": 0.8313546918198081,
    "lp_mean_per_class_recall": 0.5120048183761375,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9492600422832981,
    "lp_acc5": 0.9928443649373881,
    "lp_mean_per_class_recall": 0.9543442770109366,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9157586599447065,
    "lp_acc5": 0.983411936900309,
    "lp_mean_per_class_recall": 0.9263144915632405,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7871198568872988,
    "lp_acc5": 0.9663359895918036,
    "lp_mean_per_class_recall": 0.7989671453049292,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9492600422832981,
    "lp_acc5": 0.9928443649373881,
    "lp_mean_per_class_recall": 0.9543442770109366,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9157586599447065,
    "lp_acc5": 0.983411936900309,
    "lp_mean_per_class_recall": 0.9263144915632405,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7871198568872988,
    "lp_acc5": 0.9663359895918036,
    "lp_mean_per_class_recall": 0.7989671453049292,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9499105545617174,
    "lp_acc5": 0.9926817368677834,
    "lp_mean_per_class_recall": 0.9559462448686301,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9308830704179542,
    "lp_acc5": 0.9856887298747764,
    "lp_mean_per_class_recall": 0.9399299563319258,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.88209464953651,
    "lp_acc5": 0.9799967474386079,
    "lp_mean_per_class_recall": 0.8938527968054996,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9499105545617174,
    "lp_acc5": 0.9926817368677834,
    "lp_mean_per_class_recall": 0.9559462448686301,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9308830704179542,
    "lp_acc5": 0.9856887298747764,
    "lp_mean_per_class_recall": 0.9399299563319258,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.88209464953651,
    "lp_acc5": 0.9799967474386079,
    "lp_mean_per_class_recall": 0.8938527968054996,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/flowers",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9128313546918199,
    "lp_acc5": 0.9827614246218898,
    "lp_mean_per_class_recall": 0.9232171175364926,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/flowers",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8645308180191901,
    "lp_acc5": 0.9769068141161165,
    "lp_mean_per_class_recall": 0.8789210985553269,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/flowers",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.3298097251585624,
    "lp_acc5": 0.5986339242153196,
    "lp_mean_per_class_recall": 0.3252733136066765,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/flowers",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9167344283623353,
    "lp_acc5": 0.9808098877866319,
    "lp_mean_per_class_recall": 0.9285461814155559,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/flowers",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8645308180191901,
    "lp_acc5": 0.9769068141161165,
    "lp_mean_per_class_recall": 0.8789210985553269,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/flowers",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.3298097251585624,
    "lp_acc5": 0.5986339242153196,
    "lp_mean_per_class_recall": 0.3252733136066765,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/flowers",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9258416002602049,
    "lp_acc5": 0.9876402667100341,
    "lp_mean_per_class_recall": 0.9344377256021376,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/flowers",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8853472109286062,
    "lp_acc5": 0.9731663685152058,
    "lp_mean_per_class_recall": 0.8982045672318167,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/flowers",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.6404293381037567,
    "lp_acc5": 0.9125060985526102,
    "lp_mean_per_class_recall": 0.6511588490576842,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/flowers",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9258416002602049,
    "lp_acc5": 0.9876402667100341,
    "lp_mean_per_class_recall": 0.9344377256021376,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/flowers",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8853472109286062,
    "lp_acc5": 0.9731663685152058,
    "lp_mean_per_class_recall": 0.8982045672318167,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/flowers",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.6404293381037567,
    "lp_acc5": 0.9125060985526102,
    "lp_mean_per_class_recall": 0.6511588490576842,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/flowers",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9303951862091397,
    "lp_acc5": 0.9889412912668727,
    "lp_mean_per_class_recall": 0.9397270068960942,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/flowers",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8998211091234347,
    "lp_acc5": 0.9760936737680924,
    "lp_mean_per_class_recall": 0.9112380001730086,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/flowers",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8220848918523337,
    "lp_acc5": 0.9692632948446902,
    "lp_mean_per_class_recall": 0.8473931133320005,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/flowers",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9303951862091397,
    "lp_acc5": 0.9889412912668727,
    "lp_mean_per_class_recall": 0.9397270068960942,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/flowers",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8998211091234347,
    "lp_acc5": 0.9760936737680924,
    "lp_mean_per_class_recall": 0.9112380001730086,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/flowers",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8220848918523337,
    "lp_acc5": 0.9692632948446902,
    "lp_mean_per_class_recall": 0.8473931133320005,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9471458773784355,
    "lp_acc5": 0.9928443649373881,
    "lp_mean_per_class_recall": 0.9523843750271969,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9077898845340706,
    "lp_acc5": 0.987802894779639,
    "lp_mean_per_class_recall": 0.9141624397139195,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.5179704016913319,
    "lp_acc5": 0.8092372743535534,
    "lp_mean_per_class_recall": 0.5119697116517297,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.946820621239226,
    "lp_acc5": 0.9917059684501545,
    "lp_mean_per_class_recall": 0.9539664275026648,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9077898845340706,
    "lp_acc5": 0.987802894779639,
    "lp_mean_per_class_recall": 0.9141624397139195,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.5179704016913319,
    "lp_acc5": 0.8092372743535534,
    "lp_mean_per_class_recall": 0.5119697116517297,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9534883720930233,
    "lp_acc5": 0.9944706456334363,
    "lp_mean_per_class_recall": 0.9571454552702544,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9209627581720605,
    "lp_acc5": 0.9848755895267524,
    "lp_mean_per_class_recall": 0.9299540330478479,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7830541551471784,
    "lp_acc5": 0.9530004878842088,
    "lp_mean_per_class_recall": 0.7884533801438881,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9534883720930233,
    "lp_acc5": 0.9944706456334363,
    "lp_mean_per_class_recall": 0.9571454552702544,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9209627581720605,
    "lp_acc5": 0.9848755895267524,
    "lp_mean_per_class_recall": 0.9299540330478479,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7830541551471784,
    "lp_acc5": 0.9530004878842088,
    "lp_mean_per_class_recall": 0.7884533801438881,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9551146527890714,
    "lp_acc5": 0.9943080175638315,
    "lp_mean_per_class_recall": 0.9577604202098837,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9341356318100504,
    "lp_acc5": 0.9882907789884534,
    "lp_mean_per_class_recall": 0.9433006159599984,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8910391933647748,
    "lp_acc5": 0.9832493088307042,
    "lp_mean_per_class_recall": 0.9021355751176086,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9551146527890714,
    "lp_acc5": 0.9943080175638315,
    "lp_mean_per_class_recall": 0.9577604202098837,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9341356318100504,
    "lp_acc5": 0.9882907789884534,
    "lp_mean_per_class_recall": 0.9433006159599984,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8910391933647748,
    "lp_acc5": 0.9832493088307042,
    "lp_mean_per_class_recall": 0.9021355751176086,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9590177264595869,
    "lp_acc5": 0.9944706456334363,
    "lp_mean_per_class_recall": 0.9653092219578822,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9209627581720605,
    "lp_acc5": 0.9809725158562368,
    "lp_mean_per_class_recall": 0.9330640951819378,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.5609042120670028,
    "lp_acc5": 0.8518458285900147,
    "lp_mean_per_class_recall": 0.5650467951308322,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9559277931370954,
    "lp_acc5": 0.9952837859814604,
    "lp_mean_per_class_recall": 0.9625725051669791,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9209627581720605,
    "lp_acc5": 0.9809725158562368,
    "lp_mean_per_class_recall": 0.9330640951819378,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.5609042120670028,
    "lp_acc5": 0.8518458285900147,
    "lp_mean_per_class_recall": 0.5650467951308322,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9630834281997073,
    "lp_acc5": 0.9957716701902748,
    "lp_mean_per_class_recall": 0.9679188171478297,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9349487721580745,
    "lp_acc5": 0.9835745649699138,
    "lp_mean_per_class_recall": 0.9481964668571484,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8376971865343958,
    "lp_acc5": 0.9691006667750853,
    "lp_mean_per_class_recall": 0.8413736323911968,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9630834281997073,
    "lp_acc5": 0.9957716701902748,
    "lp_mean_per_class_recall": 0.9679188171478297,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9349487721580745,
    "lp_acc5": 0.9835745649699138,
    "lp_mean_per_class_recall": 0.9481964668571484,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8376971865343958,
    "lp_acc5": 0.9691006667750853,
    "lp_mean_per_class_recall": 0.8413736323911968,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9645470808261506,
    "lp_acc5": 0.99560904212067,
    "lp_mean_per_class_recall": 0.9704209359659591,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9451943405431777,
    "lp_acc5": 0.9899170596845015,
    "lp_mean_per_class_recall": 0.9573003538703408,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9188485932671979,
    "lp_acc5": 0.9762563018376972,
    "lp_mean_per_class_recall": 0.9313628047483171,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9645470808261506,
    "lp_acc5": 0.99560904212067,
    "lp_mean_per_class_recall": 0.9704209359659591,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9451943405431777,
    "lp_acc5": 0.9899170596845015,
    "lp_mean_per_class_recall": 0.9573003538703408,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9188485932671979,
    "lp_acc5": 0.9762563018376972,
    "lp_mean_per_class_recall": 0.9313628047483171,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.963246056269312,
    "lp_acc5": 0.9954464140510653,
    "lp_mean_per_class_recall": 0.969647128357361,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9346235160188648,
    "lp_acc5": 0.992193852658969,
    "lp_mean_per_class_recall": 0.9436352655989669,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7136119694259229,
    "lp_acc5": 0.9521873475361847,
    "lp_mean_per_class_recall": 0.7114928237294257,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9630834281997073,
    "lp_acc5": 0.9957716701902748,
    "lp_mean_per_class_recall": 0.970224279160921,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9346235160188648,
    "lp_acc5": 0.992193852658969,
    "lp_mean_per_class_recall": 0.9436352655989669,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7136119694259229,
    "lp_acc5": 0.9521873475361847,
    "lp_mean_per_class_recall": 0.7114928237294257,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9681248983574565,
    "lp_acc5": 0.9957716701902748,
    "lp_mean_per_class_recall": 0.9731060388014039,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9395023581070092,
    "lp_acc5": 0.9907302000325257,
    "lp_mean_per_class_recall": 0.9516349009671508,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8754268986827126,
    "lp_acc5": 0.9920312245893641,
    "lp_mean_per_class_recall": 0.8877998146391755,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9681248983574565,
    "lp_acc5": 0.9957716701902748,
    "lp_mean_per_class_recall": 0.9731060388014039,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9395023581070092,
    "lp_acc5": 0.9907302000325257,
    "lp_mean_per_class_recall": 0.9516349009671508,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8754268986827126,
    "lp_acc5": 0.9920312245893641,
    "lp_mean_per_class_recall": 0.8877998146391755,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9692632948446902,
    "lp_acc5": 0.9959342982598797,
    "lp_mean_per_class_recall": 0.9750745888980337,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9521873475361847,
    "lp_acc5": 0.9917059684501545,
    "lp_mean_per_class_recall": 0.9643823811931451,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9234021792161327,
    "lp_acc5": 0.9923564807285737,
    "lp_mean_per_class_recall": 0.9377683741500289,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9692632948446902,
    "lp_acc5": 0.9959342982598797,
    "lp_mean_per_class_recall": 0.9750745888980337,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9521873475361847,
    "lp_acc5": 0.9917059684501545,
    "lp_mean_per_class_recall": 0.9643823811931451,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9234021792161327,
    "lp_acc5": 0.9923564807285737,
    "lp_mean_per_class_recall": 0.9377683741500289,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/flowers",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9482842738656693,
    "lp_acc5": 0.9941453894942267,
    "lp_mean_per_class_recall": 0.9550945837830755,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/flowers",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.903073670515531,
    "lp_acc5": 0.9881281509188486,
    "lp_mean_per_class_recall": 0.9132743987488207,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/flowers",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.47503659131566106,
    "lp_acc5": 0.7721580744836559,
    "lp_mean_per_class_recall": 0.44346178654876484,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/flowers",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9481216457960644,
    "lp_acc5": 0.9941453894942267,
    "lp_mean_per_class_recall": 0.9543400184187661,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/flowers",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.903073670515531,
    "lp_acc5": 0.9881281509188486,
    "lp_mean_per_class_recall": 0.9132743987488207,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/flowers",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.47503659131566106,
    "lp_acc5": 0.7721580744836559,
    "lp_mean_per_class_recall": 0.44346178654876484,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/flowers",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9604813790860303,
    "lp_acc5": 0.9951211579118556,
    "lp_mean_per_class_recall": 0.9621730819207658,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/flowers",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9225890388681086,
    "lp_acc5": 0.989591803545292,
    "lp_mean_per_class_recall": 0.9293338646315346,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/flowers",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7716701902748414,
    "lp_acc5": 0.9625955439908929,
    "lp_mean_per_class_recall": 0.7521827395470094,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/flowers",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9604813790860303,
    "lp_acc5": 0.9951211579118556,
    "lp_mean_per_class_recall": 0.9621730819207658,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/flowers",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9225890388681086,
    "lp_acc5": 0.989591803545292,
    "lp_mean_per_class_recall": 0.9293338646315346,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/flowers",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7716701902748414,
    "lp_acc5": 0.9625955439908929,
    "lp_mean_per_class_recall": 0.7521827395470094,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/flowers",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9619450317124736,
    "lp_acc5": 0.994795901772646,
    "lp_mean_per_class_recall": 0.9627651565126352,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/flowers",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9341356318100504,
    "lp_acc5": 0.9915433403805497,
    "lp_mean_per_class_recall": 0.9411833396361382,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/flowers",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8923402179216132,
    "lp_acc5": 0.9871523825012197,
    "lp_mean_per_class_recall": 0.896641440794592,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/flowers",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9619450317124736,
    "lp_acc5": 0.994795901772646,
    "lp_mean_per_class_recall": 0.9627651565126352,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/flowers",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9341356318100504,
    "lp_acc5": 0.9915433403805497,
    "lp_mean_per_class_recall": 0.9411833396361382,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/flowers",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8923402179216132,
    "lp_acc5": 0.9871523825012197,
    "lp_mean_per_class_recall": 0.896641440794592,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/flowers",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9804846316474224,
    "lp_acc5": 0.9978858350951374,
    "lp_mean_per_class_recall": 0.9814609256483077,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/flowers",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9503984387705318,
    "lp_acc5": 0.9977232070255326,
    "lp_mean_per_class_recall": 0.9667827132416262,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/flowers",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7806147341031062,
    "lp_acc5": 0.9630834281997073,
    "lp_mean_per_class_recall": 0.7979946931108434,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/flowers",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9819482842738657,
    "lp_acc5": 0.9975605789559278,
    "lp_mean_per_class_recall": 0.9824561786723055,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/flowers",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9503984387705318,
    "lp_acc5": 0.9977232070255326,
    "lp_mean_per_class_recall": 0.9667827132416262,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/flowers",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7806147341031062,
    "lp_acc5": 0.9630834281997073,
    "lp_mean_per_class_recall": 0.7979946931108434,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/flowers",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9845503333875427,
    "lp_acc5": 0.9975605789559278,
    "lp_mean_per_class_recall": 0.9855797594160554,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/flowers",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9640591966173362,
    "lp_acc5": 0.997397950886323,
    "lp_mean_per_class_recall": 0.9746518464112676,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/flowers",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9329972353228168,
    "lp_acc5": 0.9959342982598797,
    "lp_mean_per_class_recall": 0.9480264476686456,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/flowers",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9845503333875427,
    "lp_acc5": 0.9975605789559278,
    "lp_mean_per_class_recall": 0.9855797594160554,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/flowers",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9640591966173362,
    "lp_acc5": 0.997397950886323,
    "lp_mean_per_class_recall": 0.9746518464112676,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/flowers",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9329972353228168,
    "lp_acc5": 0.9959342982598797,
    "lp_mean_per_class_recall": 0.9480264476686456,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/flowers",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9865018702228004,
    "lp_acc5": 0.9975605789559278,
    "lp_mean_per_class_recall": 0.987019988222078,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/flowers",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9744673930720442,
    "lp_acc5": 0.9975605789559278,
    "lp_mean_per_class_recall": 0.9808311803330366,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/flowers",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9573914457635387,
    "lp_acc5": 0.9977232070255326,
    "lp_mean_per_class_recall": 0.968874894357883,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/flowers",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9865018702228004,
    "lp_acc5": 0.9975605789559278,
    "lp_mean_per_class_recall": 0.987019988222078,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/flowers",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9744673930720442,
    "lp_acc5": 0.9975605789559278,
    "lp_mean_per_class_recall": 0.9808311803330366,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/flowers",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9573914457635387,
    "lp_acc5": 0.9977232070255326,
    "lp_mean_per_class_recall": 0.968874894357883,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.93885184582859,
    "lp_acc5": 0.9902423158237111,
    "lp_mean_per_class_recall": 0.9457967574777159,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.902260530167507,
    "lp_acc5": 0.9865018702228004,
    "lp_mean_per_class_recall": 0.907780712457441,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.5221987315010571,
    "lp_acc5": 0.8012684989429175,
    "lp_mean_per_class_recall": 0.49445357916456417,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9391771019677997,
    "lp_acc5": 0.9894291754756871,
    "lp_mean_per_class_recall": 0.9479482123998031,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.902260530167507,
    "lp_acc5": 0.9865018702228004,
    "lp_mean_per_class_recall": 0.907780712457441,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.5221987315010571,
    "lp_acc5": 0.8012684989429175,
    "lp_mean_per_class_recall": 0.49445357916456417,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9495852984225077,
    "lp_acc5": 0.9926817368677834,
    "lp_mean_per_class_recall": 0.9559310043090662,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9095787932997236,
    "lp_acc5": 0.9816230281346561,
    "lp_mean_per_class_recall": 0.91932973395168,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8037079199869898,
    "lp_acc5": 0.9604813790860303,
    "lp_mean_per_class_recall": 0.8070434624098448,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9495852984225077,
    "lp_acc5": 0.9926817368677834,
    "lp_mean_per_class_recall": 0.9559310043090662,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9095787932997236,
    "lp_acc5": 0.9816230281346561,
    "lp_mean_per_class_recall": 0.91932973395168,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8037079199869898,
    "lp_acc5": 0.9604813790860303,
    "lp_mean_per_class_recall": 0.8070434624098448,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.950235810700927,
    "lp_acc5": 0.992193852658969,
    "lp_mean_per_class_recall": 0.9562028056359214,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9264921125386242,
    "lp_acc5": 0.9835745649699138,
    "lp_mean_per_class_recall": 0.9370416179826279,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8879492600422833,
    "lp_acc5": 0.9793462351601886,
    "lp_mean_per_class_recall": 0.8976348274401464,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.950235810700927,
    "lp_acc5": 0.992193852658969,
    "lp_mean_per_class_recall": 0.9562028056359214,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9264921125386242,
    "lp_acc5": 0.9835745649699138,
    "lp_mean_per_class_recall": 0.9370416179826279,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8879492600422833,
    "lp_acc5": 0.9793462351601886,
    "lp_mean_per_class_recall": 0.8976348274401464,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9795088632297935,
    "lp_acc5": 0.9975605789559278,
    "lp_mean_per_class_recall": 0.978640146563362,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.960644007155635,
    "lp_acc5": 0.9959342982598797,
    "lp_mean_per_class_recall": 0.9677960367212389,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8025695234997561,
    "lp_acc5": 0.9739795088632298,
    "lp_mean_per_class_recall": 0.8090902832295392,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9803220035778175,
    "lp_acc5": 0.9972353228167181,
    "lp_mean_per_class_recall": 0.9808795023834839,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.960644007155635,
    "lp_acc5": 0.9959342982598797,
    "lp_mean_per_class_recall": 0.9677960367212389,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8025695234997561,
    "lp_acc5": 0.9739795088632298,
    "lp_mean_per_class_recall": 0.8090902832295392,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9821109123434705,
    "lp_acc5": 0.9969100666775086,
    "lp_mean_per_class_recall": 0.9836962745393238,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9682875264270613,
    "lp_acc5": 0.9964221824686941,
    "lp_mean_per_class_recall": 0.9733011758309228,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9421044072206863,
    "lp_acc5": 0.9936575052854123,
    "lp_mean_per_class_recall": 0.947761578532654,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9821109123434705,
    "lp_acc5": 0.9969100666775086,
    "lp_mean_per_class_recall": 0.9836962745393238,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9682875264270613,
    "lp_acc5": 0.9964221824686941,
    "lp_mean_per_class_recall": 0.9733011758309228,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9421044072206863,
    "lp_acc5": 0.9936575052854123,
    "lp_mean_per_class_recall": 0.947761578532654,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9827614246218898,
    "lp_acc5": 0.9975605789559278,
    "lp_mean_per_class_recall": 0.9836782151795143,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9770694421857212,
    "lp_acc5": 0.9969100666775086,
    "lp_mean_per_class_recall": 0.978857742426651,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9621076597820784,
    "lp_acc5": 0.9952837859814604,
    "lp_mean_per_class_recall": 0.9669709233357519,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9827614246218898,
    "lp_acc5": 0.9975605789559278,
    "lp_mean_per_class_recall": 0.9836782151795143,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9770694421857212,
    "lp_acc5": 0.9969100666775086,
    "lp_mean_per_class_recall": 0.978857742426651,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9621076597820784,
    "lp_acc5": 0.9952837859814604,
    "lp_mean_per_class_recall": 0.9669709233357519,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9850382175963571,
    "lp_acc5": 0.9983737193039519,
    "lp_mean_per_class_recall": 0.9834015683957293,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9653602211741746,
    "lp_acc5": 0.997397950886323,
    "lp_mean_per_class_recall": 0.9680391854987921,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7998048463164742,
    "lp_acc5": 0.9549520247194666,
    "lp_mean_per_class_recall": 0.8080495686961402,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9845503333875427,
    "lp_acc5": 0.9977232070255326,
    "lp_mean_per_class_recall": 0.9837161514629696,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9653602211741746,
    "lp_acc5": 0.997397950886323,
    "lp_mean_per_class_recall": 0.9680391854987921,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7998048463164742,
    "lp_acc5": 0.9549520247194666,
    "lp_mean_per_class_recall": 0.8080495686961402,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9850382175963571,
    "lp_acc5": 0.9977232070255326,
    "lp_mean_per_class_recall": 0.9853968679955074,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9695885509838998,
    "lp_acc5": 0.9972353228167181,
    "lp_mean_per_class_recall": 0.9727134206130668,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9341356318100504,
    "lp_acc5": 0.99560904212067,
    "lp_mean_per_class_recall": 0.9469222836850757,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9850382175963571,
    "lp_acc5": 0.9977232070255326,
    "lp_mean_per_class_recall": 0.9853968679955074,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9695885509838998,
    "lp_acc5": 0.9972353228167181,
    "lp_mean_per_class_recall": 0.9727134206130668,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9341356318100504,
    "lp_acc5": 0.99560904212067,
    "lp_mean_per_class_recall": 0.9469222836850757,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.986013986013986,
    "lp_acc5": 0.9980484631647423,
    "lp_mean_per_class_recall": 0.9861882580468068,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9812977719954464,
    "lp_acc5": 0.9977232070255326,
    "lp_mean_per_class_recall": 0.9823396376053447,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.967637014148642,
    "lp_acc5": 0.9969100666775086,
    "lp_mean_per_class_recall": 0.9704965163515406,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.986013986013986,
    "lp_acc5": 0.9980484631647423,
    "lp_mean_per_class_recall": 0.9861882580468068,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9812977719954464,
    "lp_acc5": 0.9977232070255326,
    "lp_mean_per_class_recall": 0.9823396376053447,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.967637014148642,
    "lp_acc5": 0.9969100666775086,
    "lp_mean_per_class_recall": 0.9704965163515406,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9887786631972678,
    "lp_acc5": 0.9977232070255326,
    "lp_mean_per_class_recall": 0.9887817976282365,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9747926492112539,
    "lp_acc5": 0.9970726947471134,
    "lp_mean_per_class_recall": 0.9793139841984474,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9256789721906001,
    "lp_acc5": 0.9969100666775086,
    "lp_mean_per_class_recall": 0.9191693403465515,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9876402667100341,
    "lp_acc5": 0.9977232070255326,
    "lp_mean_per_class_recall": 0.9888781428751144,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9747926492112539,
    "lp_acc5": 0.9970726947471134,
    "lp_mean_per_class_recall": 0.9793139841984474,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9256789721906001,
    "lp_acc5": 0.9969100666775086,
    "lp_mean_per_class_recall": 0.9191693403465515,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9881281509188486,
    "lp_acc5": 0.9977232070255326,
    "lp_mean_per_class_recall": 0.9883986054129426,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9814604000650512,
    "lp_acc5": 0.9970726947471134,
    "lp_mean_per_class_recall": 0.9855311952547727,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9671491299398276,
    "lp_acc5": 0.9977232070255326,
    "lp_mean_per_class_recall": 0.9678391908343658,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9881281509188486,
    "lp_acc5": 0.9977232070255326,
    "lp_mean_per_class_recall": 0.9883986054129426,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9814604000650512,
    "lp_acc5": 0.9970726947471134,
    "lp_mean_per_class_recall": 0.9855311952547727,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9671491299398276,
    "lp_acc5": 0.9977232070255326,
    "lp_mean_per_class_recall": 0.9678391908343658,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9891039193364775,
    "lp_acc5": 0.9977232070255326,
    "lp_mean_per_class_recall": 0.9900353615263838,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9861766140835908,
    "lp_acc5": 0.9975605789559278,
    "lp_mean_per_class_recall": 0.9880429492233248,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9785330948121646,
    "lp_acc5": 0.997397950886323,
    "lp_mean_per_class_recall": 0.9812236075613022,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9891039193364775,
    "lp_acc5": 0.9977232070255326,
    "lp_mean_per_class_recall": 0.9900353615263838,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9861766140835908,
    "lp_acc5": 0.9975605789559278,
    "lp_mean_per_class_recall": 0.9880429492233248,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9785330948121646,
    "lp_acc5": 0.997397950886323,
    "lp_mean_per_class_recall": 0.9812236075613022,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9853634737355668,
    "lp_acc5": 0.9975605789559278,
    "lp_mean_per_class_recall": 0.9868357287152315,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9612945194340543,
    "lp_acc5": 0.9946332737030411,
    "lp_mean_per_class_recall": 0.9710768114552419,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8635550496015613,
    "lp_acc5": 0.989591803545292,
    "lp_mean_per_class_recall": 0.8817121794588971,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9824361684826801,
    "lp_acc5": 0.9980484631647423,
    "lp_mean_per_class_recall": 0.9851101339098763,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9612945194340543,
    "lp_acc5": 0.9946332737030411,
    "lp_mean_per_class_recall": 0.9710768114552419,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8635550496015613,
    "lp_acc5": 0.989591803545292,
    "lp_mean_per_class_recall": 0.8817121794588971,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9865018702228004,
    "lp_acc5": 0.9980484631647423,
    "lp_mean_per_class_recall": 0.9887277160892267,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9700764351927142,
    "lp_acc5": 0.9969100666775086,
    "lp_mean_per_class_recall": 0.9769921576067696,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.948446901935274,
    "lp_acc5": 0.9952837859814604,
    "lp_mean_per_class_recall": 0.9602358176130262,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9865018702228004,
    "lp_acc5": 0.9980484631647423,
    "lp_mean_per_class_recall": 0.9887277160892267,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9700764351927142,
    "lp_acc5": 0.9969100666775086,
    "lp_mean_per_class_recall": 0.9769921576067696,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.948446901935274,
    "lp_acc5": 0.9952837859814604,
    "lp_mean_per_class_recall": 0.9602358176130262,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9869897544316149,
    "lp_acc5": 0.9978858350951374,
    "lp_mean_per_class_recall": 0.9889102357464037,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9788583509513742,
    "lp_acc5": 0.997397950886323,
    "lp_mean_per_class_recall": 0.9814592852930272,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9637339404781265,
    "lp_acc5": 0.9962595543990893,
    "lp_mean_per_class_recall": 0.9718920450848078,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9869897544316149,
    "lp_acc5": 0.9978858350951374,
    "lp_mean_per_class_recall": 0.9889102357464037,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9788583509513742,
    "lp_acc5": 0.997397950886323,
    "lp_mean_per_class_recall": 0.9814592852930272,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/flowers",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9637339404781265,
    "lp_acc5": 0.9962595543990893,
    "lp_mean_per_class_recall": 0.9718920450848078,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7623330607795039,
    "lp_acc5": 0.9809212319433088,
    "lp_mean_per_class_recall": 0.76162558699452,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7108203870264377,
    "lp_acc5": 0.9855546470427909,
    "lp_mean_per_class_recall": 0.711473321599995,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.2343962932679204,
    "lp_acc5": 0.6584900517852276,
    "lp_mean_per_class_recall": 0.23627866886293855,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8907059144180975,
    "lp_acc5": 0.9961842463886618,
    "lp_mean_per_class_recall": 0.890083644567436,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8558190242572908,
    "lp_acc5": 0.9953665849005179,
    "lp_mean_per_class_recall": 0.8555168517228552,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.6936494957754157,
    "lp_acc5": 0.9713818479149632,
    "lp_mean_per_class_recall": 0.6945906392119428,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8075769964568003,
    "lp_acc5": 0.9901880621422731,
    "lp_mean_per_class_recall": 0.8073183694931638,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.765058599073317,
    "lp_acc5": 0.9880076315072227,
    "lp_mean_per_class_recall": 0.7648376065668515,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.4399018806214227,
    "lp_acc5": 0.9002452984464432,
    "lp_mean_per_class_recall": 0.4400745024429061,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8885254837830472,
    "lp_acc5": 0.9961842463886618,
    "lp_mean_per_class_recall": 0.8876729493405539,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8718997001907877,
    "lp_acc5": 0.9950940310711366,
    "lp_mean_per_class_recall": 0.8712679384827785,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.788498228400109,
    "lp_acc5": 0.9874625238484601,
    "lp_mean_per_class_recall": 0.7880190091950612,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8059416734805124,
    "lp_acc5": 0.988280185336604,
    "lp_mean_per_class_recall": 0.8056023801391244,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7838648133006269,
    "lp_acc5": 0.9871899700190788,
    "lp_mean_per_class_recall": 0.7843899642276302,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.6415917143635869,
    "lp_acc5": 0.9692014172799128,
    "lp_mean_per_class_recall": 0.6421246638450556,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.886617606977378,
    "lp_acc5": 0.9959116925592805,
    "lp_mean_per_class_recall": 0.8860090701140825,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.883892068683565,
    "lp_acc5": 0.9953665849005179,
    "lp_mean_per_class_recall": 0.8835887417691458,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8315617334423548,
    "lp_acc5": 0.9926410466067048,
    "lp_mean_per_class_recall": 0.8309621870765985,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pets",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7078222949032434,
    "lp_acc5": 0.9689288634505315,
    "lp_mean_per_class_recall": 0.7076464577843009,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pets",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.6241482692831835,
    "lp_acc5": 0.9678386481330062,
    "lp_mean_per_class_recall": 0.6240191918487826,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pets",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.1943308803488689,
    "lp_acc5": 0.5001362769146906,
    "lp_mean_per_class_recall": 0.19781635056915955,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pets",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8836195148541837,
    "lp_acc5": 0.9975470155355682,
    "lp_mean_per_class_recall": 0.8834731201125932,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pets",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8162987189970019,
    "lp_acc5": 0.9910057236304171,
    "lp_mean_per_class_recall": 0.8162055240190633,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pets",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.570727718724448,
    "lp_acc5": 0.9414009266830199,
    "lp_mean_per_class_recall": 0.5722912873668281,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pets",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.788498228400109,
    "lp_acc5": 0.988280185336604,
    "lp_mean_per_class_recall": 0.7884728243161,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pets",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7001907876805669,
    "lp_acc5": 0.9801035704551649,
    "lp_mean_per_class_recall": 0.7000581377023103,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pets",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.37285363859362225,
    "lp_acc5": 0.785772690106296,
    "lp_mean_per_class_recall": 0.37518617150800965,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pets",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8904333605887162,
    "lp_acc5": 0.9972744617061869,
    "lp_mean_per_class_recall": 0.8900540510169674,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pets",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8454619787408013,
    "lp_acc5": 0.9931861542654674,
    "lp_mean_per_class_recall": 0.8456806357686701,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pets",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.6988280185336604,
    "lp_acc5": 0.9716544017443445,
    "lp_mean_per_class_recall": 0.6991364490339353,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pets",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7901335513763968,
    "lp_acc5": 0.9880076315072227,
    "lp_mean_per_class_recall": 0.7904427719971066,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pets",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7328972472063232,
    "lp_acc5": 0.9822840010902153,
    "lp_mean_per_class_recall": 0.7339203528904178,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pets",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.5336603979285909,
    "lp_acc5": 0.9332243118015808,
    "lp_mean_per_class_recall": 0.5347932558600925,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pets",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8871627146361406,
    "lp_acc5": 0.9956391387298992,
    "lp_mean_per_class_recall": 0.8870944006608649,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pets",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8653584082856364,
    "lp_acc5": 0.9956391387298992,
    "lp_mean_per_class_recall": 0.8652346283901282,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pets",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7699645680021804,
    "lp_acc5": 0.9852820932134096,
    "lp_mean_per_class_recall": 0.7700483515230913,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7874080130825838,
    "lp_acc5": 0.9841918778958845,
    "lp_mean_per_class_recall": 0.7866976948114112,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7337149086944672,
    "lp_acc5": 0.9920959389479422,
    "lp_mean_per_class_recall": 0.7334853091784964,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.28618152085036797,
    "lp_acc5": 0.6898337421640774,
    "lp_mean_per_class_recall": 0.28723706852920333,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9040610520577814,
    "lp_acc5": 0.9964568002180431,
    "lp_mean_per_class_recall": 0.9039580474177784,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8724448078495503,
    "lp_acc5": 0.9956391387298992,
    "lp_mean_per_class_recall": 0.8722205994137618,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7209048787135459,
    "lp_acc5": 0.9817388934314527,
    "lp_mean_per_class_recall": 0.7198953952397549,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8381030253475061,
    "lp_acc5": 0.99373126192423,
    "lp_mean_per_class_recall": 0.838758339038245,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7939493049877351,
    "lp_acc5": 0.994548923412374,
    "lp_mean_per_class_recall": 0.7943342148138527,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.47315344780594165,
    "lp_acc5": 0.9100572363041701,
    "lp_mean_per_class_recall": 0.4737709773103032,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9040610520577814,
    "lp_acc5": 0.9953665849005179,
    "lp_mean_per_class_recall": 0.9034260346177244,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8833469610248024,
    "lp_acc5": 0.9964568002180431,
    "lp_mean_per_class_recall": 0.882945129684055,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8133006268738076,
    "lp_acc5": 0.9907331698010357,
    "lp_mean_per_class_recall": 0.8137075407985206,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8342872717361679,
    "lp_acc5": 0.9920959389479422,
    "lp_mean_per_class_recall": 0.8345844018032962,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8116653038975198,
    "lp_acc5": 0.9942763695829926,
    "lp_mean_per_class_recall": 0.811924139337222,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.6721177432542927,
    "lp_acc5": 0.9776505859907332,
    "lp_mean_per_class_recall": 0.6716040142021013,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.901880621422731,
    "lp_acc5": 0.9950940310711366,
    "lp_mean_per_class_recall": 0.9015480173199721,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8972472063232488,
    "lp_acc5": 0.9967293540474244,
    "lp_mean_per_class_recall": 0.8967947798780485,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8599073316980104,
    "lp_acc5": 0.9959116925592805,
    "lp_mean_per_class_recall": 0.8594408753739231,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8252929953665848,
    "lp_acc5": 0.9942763695829926,
    "lp_mean_per_class_recall": 0.8254805813768102,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7326246933769419,
    "lp_acc5": 0.9831016625783592,
    "lp_mean_per_class_recall": 0.7330594506692039,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.3109839193240665,
    "lp_acc5": 0.651676206050695,
    "lp_mean_per_class_recall": 0.31185713013119476,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.919869174161897,
    "lp_acc5": 0.9975470155355682,
    "lp_mean_per_class_recall": 0.9195051447192731,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8817116380485146,
    "lp_acc5": 0.9967293540474244,
    "lp_mean_per_class_recall": 0.8814312768203155,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7391659852820932,
    "lp_acc5": 0.9860997547015535,
    "lp_mean_per_class_recall": 0.7391411689770149,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8296538566366858,
    "lp_acc5": 0.9880076315072227,
    "lp_mean_per_class_recall": 0.8294802079952086,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7999454892341238,
    "lp_acc5": 0.988280185336604,
    "lp_mean_per_class_recall": 0.7996817158324496,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.473426001635323,
    "lp_acc5": 0.9141455437448897,
    "lp_mean_per_class_recall": 0.4743212621878372,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9195966203325157,
    "lp_acc5": 0.9975470155355682,
    "lp_mean_per_class_recall": 0.9189424020169001,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8947942218588171,
    "lp_acc5": 0.9959116925592805,
    "lp_mean_per_class_recall": 0.8946742119147838,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8149359498500954,
    "lp_acc5": 0.9934587080948487,
    "lp_mean_per_class_recall": 0.8148322215108302,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8312891796129735,
    "lp_acc5": 0.9888252929953666,
    "lp_mean_per_class_recall": 0.8311780798559935,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8247478877078223,
    "lp_acc5": 0.9893704006541292,
    "lp_mean_per_class_recall": 0.8241465850589479,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.666121559007904,
    "lp_acc5": 0.9771054783319706,
    "lp_mean_per_class_recall": 0.6671304653678768,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9141455437448897,
    "lp_acc5": 0.9975470155355682,
    "lp_mean_per_class_recall": 0.9138096973416594,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9100572363041701,
    "lp_acc5": 0.9972744617061869,
    "lp_mean_per_class_recall": 0.909667095977516,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8650858544562551,
    "lp_acc5": 0.9953665849005179,
    "lp_mean_per_class_recall": 0.8647915899670794,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8103025347506132,
    "lp_acc5": 0.9866448623603161,
    "lp_mean_per_class_recall": 0.8105376345791033,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7702371218315618,
    "lp_acc5": 0.9811937857726901,
    "lp_mean_per_class_recall": 0.7701910546315736,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.2807304442627419,
    "lp_acc5": 0.7636958299264105,
    "lp_mean_per_class_recall": 0.28067314943719435,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9187789588443718,
    "lp_acc5": 0.9986372308530935,
    "lp_mean_per_class_recall": 0.918521158236867,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8814390842191333,
    "lp_acc5": 0.9970019078768056,
    "lp_mean_per_class_recall": 0.881038948780257,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7489779231398201,
    "lp_acc5": 0.9822840010902153,
    "lp_mean_per_class_recall": 0.7480458025916482,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8427364404469883,
    "lp_acc5": 0.9948214772417553,
    "lp_mean_per_class_recall": 0.842640089931298,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8081221041155628,
    "lp_acc5": 0.9934587080948487,
    "lp_mean_per_class_recall": 0.8073510095009824,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.5287544289997275,
    "lp_acc5": 0.9427636958299264,
    "lp_mean_per_class_recall": 0.5275475220308997,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9176887435268466,
    "lp_acc5": 0.9975470155355682,
    "lp_mean_per_class_recall": 0.9175265021547558,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8980648678113927,
    "lp_acc5": 0.9970019078768056,
    "lp_mean_per_class_recall": 0.8976053086709042,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8143908421913328,
    "lp_acc5": 0.9918233851185609,
    "lp_mean_per_class_recall": 0.8141278391546466,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8454619787408013,
    "lp_acc5": 0.9940038157536113,
    "lp_mean_per_class_recall": 0.8456689512747662,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8359225947124557,
    "lp_acc5": 0.99373126192423,
    "lp_mean_per_class_recall": 0.8361165726589929,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7383483237939493,
    "lp_acc5": 0.9855546470427909,
    "lp_mean_per_class_recall": 0.7377086473383904,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9146906514036522,
    "lp_acc5": 0.9975470155355682,
    "lp_mean_per_class_recall": 0.9141188300849732,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9095121286454074,
    "lp_acc5": 0.9989097846824748,
    "lp_mean_per_class_recall": 0.9090039388071028,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8609975470155355,
    "lp_acc5": 0.9950940310711366,
    "lp_mean_per_class_recall": 0.8607712448062599,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pets",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7833197056418643,
    "lp_acc5": 0.9860997547015535,
    "lp_mean_per_class_recall": 0.7827079471369653,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pets",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.6620332515671845,
    "lp_acc5": 0.9637503406922867,
    "lp_mean_per_class_recall": 0.6624584810103005,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pets",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.16843826655764513,
    "lp_acc5": 0.5835377487053693,
    "lp_mean_per_class_recall": 0.16803835231670283,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pets",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.926137912237667,
    "lp_acc5": 0.9970019078768056,
    "lp_mean_per_class_recall": 0.9258780957005376,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pets",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8697192695557373,
    "lp_acc5": 0.9929136004360861,
    "lp_mean_per_class_recall": 0.8692899222286459,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pets",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.6740256200599618,
    "lp_acc5": 0.9591169255928046,
    "lp_mean_per_class_recall": 0.6727813648507497,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pets",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.806486781139275,
    "lp_acc5": 0.9841918778958845,
    "lp_mean_per_class_recall": 0.8066518257807497,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pets",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.741618969746525,
    "lp_acc5": 0.9749250476969201,
    "lp_mean_per_class_recall": 0.7426908229859529,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pets",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.4197328972472063,
    "lp_acc5": 0.8250204415372036,
    "lp_mean_per_class_recall": 0.4179795035708392,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pets",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9283183428727174,
    "lp_acc5": 0.9964568002180431,
    "lp_mean_per_class_recall": 0.9283553606561665,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pets",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.890160806759335,
    "lp_acc5": 0.9948214772417553,
    "lp_mean_per_class_recall": 0.8898996094362711,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pets",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7606977378032161,
    "lp_acc5": 0.9798310166257836,
    "lp_mean_per_class_recall": 0.7602201449653088,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pets",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8201144726083401,
    "lp_acc5": 0.9852820932134096,
    "lp_mean_per_class_recall": 0.8200815098749934,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pets",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7765058599073317,
    "lp_acc5": 0.9809212319433088,
    "lp_mean_per_class_recall": 0.776936807789764,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pets",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.6211501771599891,
    "lp_acc5": 0.937857726901063,
    "lp_mean_per_class_recall": 0.619815568440612,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pets",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.92259471245571,
    "lp_acc5": 0.9961842463886618,
    "lp_mean_per_class_recall": 0.9226240211904855,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pets",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.908149359498501,
    "lp_acc5": 0.9964568002180431,
    "lp_mean_per_class_recall": 0.9075112209170889,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pets",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8301989642954484,
    "lp_acc5": 0.9901880621422731,
    "lp_mean_per_class_recall": 0.8302714139115158,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pets",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.85145816298719,
    "lp_acc5": 0.9972744617061869,
    "lp_mean_per_class_recall": 0.8515259664735926,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pets",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.802943581357318,
    "lp_acc5": 0.9896429544835105,
    "lp_mean_per_class_recall": 0.8024812586535873,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pets",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.37094576178795313,
    "lp_acc5": 0.7326246933769419,
    "lp_mean_per_class_recall": 0.37228857704772383,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pets",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9498500953938402,
    "lp_acc5": 0.9983646770237122,
    "lp_mean_per_class_recall": 0.9498311600083869,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pets",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9296811120196239,
    "lp_acc5": 0.9964568002180431,
    "lp_mean_per_class_recall": 0.9293997383320745,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pets",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7898609975470156,
    "lp_acc5": 0.9880076315072227,
    "lp_mean_per_class_recall": 0.7909331730475679,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pets",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.892886345053148,
    "lp_acc5": 0.9931861542654674,
    "lp_mean_per_class_recall": 0.8922957862176143,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pets",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8539111474516217,
    "lp_acc5": 0.99373126192423,
    "lp_mean_per_class_recall": 0.8536391244262206,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pets",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.6137912237666939,
    "lp_acc5": 0.9307713273371491,
    "lp_mean_per_class_recall": 0.6149005298458394,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pets",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9501226492232215,
    "lp_acc5": 0.9980921231943308,
    "lp_mean_per_class_recall": 0.9503662161357717,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pets",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9359498500953939,
    "lp_acc5": 0.9980921231943308,
    "lp_mean_per_class_recall": 0.935863939088443,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pets",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8629054238212047,
    "lp_acc5": 0.9953665849005179,
    "lp_mean_per_class_recall": 0.8629372265211486,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pets",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8923412373943854,
    "lp_acc5": 0.99373126192423,
    "lp_mean_per_class_recall": 0.8914542437813605,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pets",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8738075769964568,
    "lp_acc5": 0.9926410466067048,
    "lp_mean_per_class_recall": 0.8728863128547065,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pets",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.785772690106296,
    "lp_acc5": 0.9784682474788771,
    "lp_mean_per_class_recall": 0.7862590493993251,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pets",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9484873262469338,
    "lp_acc5": 0.9975470155355682,
    "lp_mean_per_class_recall": 0.9484798399636812,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pets",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9454892341237394,
    "lp_acc5": 0.9986372308530935,
    "lp_mean_per_class_recall": 0.9452869889192307,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pets",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9138729899155084,
    "lp_acc5": 0.9964568002180431,
    "lp_mean_per_class_recall": 0.913939280258388,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.785772690106296,
    "lp_acc5": 0.9863723085309348,
    "lp_mean_per_class_recall": 0.7853684255969507,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7181793404197329,
    "lp_acc5": 0.9839193240665032,
    "lp_mean_per_class_recall": 0.7169036439651687,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.24720632324884165,
    "lp_acc5": 0.6623058053965658,
    "lp_mean_per_class_recall": 0.24742350624373097,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8999727446170619,
    "lp_acc5": 0.9961842463886618,
    "lp_mean_per_class_recall": 0.8996121269001083,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8697192695557373,
    "lp_acc5": 0.9940038157536113,
    "lp_mean_per_class_recall": 0.8691514129392867,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.6950122649223222,
    "lp_acc5": 0.9730171708912511,
    "lp_mean_per_class_recall": 0.6945004239178587,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8293813028073045,
    "lp_acc5": 0.9942763695829926,
    "lp_mean_per_class_recall": 0.8294474212153052,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7887707822294904,
    "lp_acc5": 0.9920959389479422,
    "lp_mean_per_class_recall": 0.7881528100385143,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.46088852548378306,
    "lp_acc5": 0.8969746524938675,
    "lp_mean_per_class_recall": 0.4604346477677218,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9016080675933497,
    "lp_acc5": 0.9950940310711366,
    "lp_mean_per_class_recall": 0.9012197346449634,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8806214227309894,
    "lp_acc5": 0.9953665849005179,
    "lp_mean_per_class_recall": 0.8805084994312378,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7895884437176343,
    "lp_acc5": 0.9880076315072227,
    "lp_mean_per_class_recall": 0.7893655202815236,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8299264104660671,
    "lp_acc5": 0.9940038157536113,
    "lp_mean_per_class_recall": 0.8301393706383695,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.802943581357318,
    "lp_acc5": 0.9912782774597984,
    "lp_mean_per_class_recall": 0.8033616948598497,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.6680294358135732,
    "lp_acc5": 0.9713818479149632,
    "lp_mean_per_class_recall": 0.6672674063046553,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8999727446170619,
    "lp_acc5": 0.994548923412374,
    "lp_mean_per_class_recall": 0.8995287435053448,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8950667756881984,
    "lp_acc5": 0.9956391387298992,
    "lp_mean_per_class_recall": 0.894713939689697,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8427364404469883,
    "lp_acc5": 0.9926410466067048,
    "lp_mean_per_class_recall": 0.8423320022497597,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8593622240392478,
    "lp_acc5": 0.9970019078768056,
    "lp_mean_per_class_recall": 0.8586591787850248,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8405560098119379,
    "lp_acc5": 0.9923684927773235,
    "lp_mean_per_class_recall": 0.8401053332415547,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.5710002725538293,
    "lp_acc5": 0.9266830198964295,
    "lp_mean_per_class_recall": 0.5708885798643538,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9348596347778686,
    "lp_acc5": 0.9967293540474244,
    "lp_mean_per_class_recall": 0.9342122946519698,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9195966203325157,
    "lp_acc5": 0.9983646770237122,
    "lp_mean_per_class_recall": 0.9190295918150826,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.836195148541837,
    "lp_acc5": 0.9931861542654674,
    "lp_mean_per_class_recall": 0.8360256990702457,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8844371763423277,
    "lp_acc5": 0.9931861542654674,
    "lp_mean_per_class_recall": 0.8836604047877236,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8757154538021259,
    "lp_acc5": 0.9950940310711366,
    "lp_mean_per_class_recall": 0.8751913108026691,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7312619242300354,
    "lp_acc5": 0.9871899700190788,
    "lp_mean_per_class_recall": 0.7314880879398263,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9334968656309621,
    "lp_acc5": 0.9961842463886618,
    "lp_mean_per_class_recall": 0.9332500973366589,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9272281275551921,
    "lp_acc5": 0.9975470155355682,
    "lp_mean_per_class_recall": 0.9266696279423191,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8852548378304715,
    "lp_acc5": 0.9961842463886618,
    "lp_mean_per_class_recall": 0.8859866605481439,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8825292995366585,
    "lp_acc5": 0.9929136004360861,
    "lp_mean_per_class_recall": 0.8820666455061881,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8789860997547015,
    "lp_acc5": 0.9931861542654674,
    "lp_mean_per_class_recall": 0.8783586208680116,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8405560098119379,
    "lp_acc5": 0.9929136004360861,
    "lp_mean_per_class_recall": 0.8399684077451284,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9318615426546742,
    "lp_acc5": 0.9961842463886618,
    "lp_mean_per_class_recall": 0.9314167681036505,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9310438811665304,
    "lp_acc5": 0.9970019078768056,
    "lp_mean_per_class_recall": 0.9306875478029355,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9095121286454074,
    "lp_acc5": 0.9964568002180431,
    "lp_mean_per_class_recall": 0.9091495272576177,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8776233306077951,
    "lp_acc5": 0.9959116925592805,
    "lp_mean_per_class_recall": 0.8773355429694063,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8740801308258381,
    "lp_acc5": 0.9956391387298992,
    "lp_mean_per_class_recall": 0.872969381540562,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.4647042790951213,
    "lp_acc5": 0.9097846824747887,
    "lp_mean_per_class_recall": 0.46568772664642333,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9473971109294086,
    "lp_acc5": 0.9980921231943308,
    "lp_mean_per_class_recall": 0.9470617868000009,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9294085581902426,
    "lp_acc5": 0.9978195693649495,
    "lp_mean_per_class_recall": 0.9286833458083313,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8143908421913328,
    "lp_acc5": 0.9940038157536113,
    "lp_mean_per_class_recall": 0.8146483483339569,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.91632597437994,
    "lp_acc5": 0.9956391387298992,
    "lp_mean_per_class_recall": 0.9151518360849664,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9040610520577814,
    "lp_acc5": 0.9967293540474244,
    "lp_mean_per_class_recall": 0.903497159431117,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7094576178795312,
    "lp_acc5": 0.9888252929953666,
    "lp_mean_per_class_recall": 0.7107101844082037,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9449441264649768,
    "lp_acc5": 0.9980921231943308,
    "lp_mean_per_class_recall": 0.9446962445941449,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9354047424366312,
    "lp_acc5": 0.9986372308530935,
    "lp_mean_per_class_recall": 0.9354372907171966,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8917961297356228,
    "lp_acc5": 0.9964568002180431,
    "lp_mean_per_class_recall": 0.8908898620331495,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9152357590624148,
    "lp_acc5": 0.9961842463886618,
    "lp_mean_per_class_recall": 0.9138422477986607,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9032433905696375,
    "lp_acc5": 0.9964568002180431,
    "lp_mean_per_class_recall": 0.9029064346638109,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8612701008449168,
    "lp_acc5": 0.9953665849005179,
    "lp_mean_per_class_recall": 0.8613337048775813,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9433088034886891,
    "lp_acc5": 0.9978195693649495,
    "lp_mean_per_class_recall": 0.9430746229725231,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9454892341237394,
    "lp_acc5": 0.9980921231943308,
    "lp_mean_per_class_recall": 0.9452310169804502,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9201417279912782,
    "lp_acc5": 0.9978195693649495,
    "lp_mean_per_class_recall": 0.9199292161263668,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8860724993186154,
    "lp_acc5": 0.9948214772417553,
    "lp_mean_per_class_recall": 0.885885627778696,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.820932134096484,
    "lp_acc5": 0.9896429544835105,
    "lp_mean_per_class_recall": 0.8205312767453888,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.5491959662033251,
    "lp_acc5": 0.9035159443990188,
    "lp_mean_per_class_recall": 0.5484372317418271,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9512128645407468,
    "lp_acc5": 0.9972744617061869,
    "lp_mean_per_class_recall": 0.9508677779214425,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.928045789043336,
    "lp_acc5": 0.9975470155355682,
    "lp_mean_per_class_recall": 0.9278982905216956,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.854183701281003,
    "lp_acc5": 0.9934587080948487,
    "lp_mean_per_class_recall": 0.8536905576726198,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8934314527119106,
    "lp_acc5": 0.994548923412374,
    "lp_mean_per_class_recall": 0.8932930493217434,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.868629054238212,
    "lp_acc5": 0.9959116925592805,
    "lp_mean_per_class_recall": 0.868166471510616,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7339874625238485,
    "lp_acc5": 0.9572090487871354,
    "lp_mean_per_class_recall": 0.7331165063722858,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9498500953938402,
    "lp_acc5": 0.9975470155355682,
    "lp_mean_per_class_recall": 0.9495414718864604,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9424911420005451,
    "lp_acc5": 0.9978195693649495,
    "lp_mean_per_class_recall": 0.94227337578366,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9005178522758245,
    "lp_acc5": 0.9972744617061869,
    "lp_mean_per_class_recall": 0.9004658862433017,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8934314527119106,
    "lp_acc5": 0.9950940310711366,
    "lp_mean_per_class_recall": 0.8927990110082912,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8817116380485146,
    "lp_acc5": 0.9964568002180431,
    "lp_mean_per_class_recall": 0.8811569387738902,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8141182883619514,
    "lp_acc5": 0.9893704006541292,
    "lp_mean_per_class_recall": 0.8135567016407975,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9479422185881712,
    "lp_acc5": 0.9967293540474244,
    "lp_mean_per_class_recall": 0.9479143345450375,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.949577541564459,
    "lp_acc5": 0.9983646770237122,
    "lp_mean_per_class_recall": 0.9493073045029824,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9212319433088035,
    "lp_acc5": 0.9978195693649495,
    "lp_mean_per_class_recall": 0.9215982503556761,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8958844371763424,
    "lp_acc5": 0.9953665849005179,
    "lp_mean_per_class_recall": 0.8958502172586004,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8378304715181248,
    "lp_acc5": 0.9959116925592805,
    "lp_mean_per_class_recall": 0.8375352564989506,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.49168710820387024,
    "lp_acc5": 0.9394930498773508,
    "lp_mean_per_class_recall": 0.4919588066003813,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9422185881711638,
    "lp_acc5": 0.9983646770237122,
    "lp_mean_per_class_recall": 0.9416257054834937,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9253202507495231,
    "lp_acc5": 0.9986372308530935,
    "lp_mean_per_class_recall": 0.9251254785096686,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8454619787408013,
    "lp_acc5": 0.9953665849005179,
    "lp_mean_per_class_recall": 0.8456966673590591,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9065140365222132,
    "lp_acc5": 0.9953665849005179,
    "lp_mean_per_class_recall": 0.9059008398364854,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8705369310438812,
    "lp_acc5": 0.9961842463886618,
    "lp_mean_per_class_recall": 0.8702253557050765,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.6966475878986099,
    "lp_acc5": 0.9896429544835105,
    "lp_mean_per_class_recall": 0.6969867260842918,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9424911420005451,
    "lp_acc5": 0.9983646770237122,
    "lp_mean_per_class_recall": 0.9421329549851336,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9373126192423004,
    "lp_acc5": 0.9983646770237122,
    "lp_mean_per_class_recall": 0.9367997553533122,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8937040065412919,
    "lp_acc5": 0.9972744617061869,
    "lp_mean_per_class_recall": 0.8938317966387995,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8999727446170619,
    "lp_acc5": 0.9950940310711366,
    "lp_mean_per_class_recall": 0.8993533113996948,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9048787135459253,
    "lp_acc5": 0.9967293540474244,
    "lp_mean_per_class_recall": 0.9045821037432131,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8356500408830744,
    "lp_acc5": 0.9950940310711366,
    "lp_mean_per_class_recall": 0.835558623071158,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9414009266830199,
    "lp_acc5": 0.9980921231943308,
    "lp_mean_per_class_recall": 0.9409963232658538,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9449441264649768,
    "lp_acc5": 0.9980921231943308,
    "lp_mean_per_class_recall": 0.9446460390864754,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pets",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.91632597437994,
    "lp_acc5": 0.9980921231943308,
    "lp_mean_per_class_recall": 0.9165069782025483,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.692108154296875,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.6921738252659047,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.667327880859375,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.6673423580816967,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.612762451171875,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.6129059476121941,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.822998046875,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.8229641665713644,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.824066162109375,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.8240334163518153,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.811767578125,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.8117367728617112,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.6759033203125,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.675905086544712,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.66943359375,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.6694452419981989,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.633209228515625,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.6333244872573758,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.824615478515625,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.8245826807042634,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.82244873046875,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.822414615371511,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.81890869140625,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.8188775484450157,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.676116943359375,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.6761119426395192,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.675048828125,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.6750487427316174,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.6605224609375,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.6605851924742551,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.82623291015625,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.8262004386030938,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.822906494140625,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.8228720270869483,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.823760986328125,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.8237296486748487,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pcam",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.713775634765625,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.7138526532008499,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pcam",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.57965087890625,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.579649133245675,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pcam",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.58544921875,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.5854839037683282,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pcam",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.827789306640625,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.8277655842174352,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pcam",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.825469970703125,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.8254497161024663,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pcam",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.801422119140625,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.8014052501650797,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pcam",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.622528076171875,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.6224783174747137,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pcam",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.582183837890625,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.5821810626494589,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pcam",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.583770751953125,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.5837894644799968,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pcam",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.82733154296875,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.8273066078797868,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pcam",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.82794189453125,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.827920427799601,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pcam",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.809478759765625,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.8094604841007431,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pcam",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.65625,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.6562065711398497,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pcam",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.590576171875,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.5905622502325112,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pcam",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.58447265625,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.5844868966931773,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pcam",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.82452392578125,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.8244974255575755,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pcam",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.82733154296875,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.827307963885703,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pcam",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.818328857421875,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.8183098532154516,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.67498779296875,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.6750707890036279,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.60626220703125,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.6062749650607753,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.5555419921875,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.5556746692510649,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8319091796875,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.8318833848919193,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.82733154296875,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.827308641888661,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.808502197265625,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.8084803749454705,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.61083984375,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.6108628769676423,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.6043701171875,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.6043721050554258,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.58819580078125,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.5882781029702241,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.83184814453125,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.8318222454163806,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.829864501953125,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.8298400236746712,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.815582275390625,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.8155591765880572,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.6171875,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.6172020071852891,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.607421875,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.6074176310131845,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.603240966796875,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.6032852644509746,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.831573486328125,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.8315470004297906,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.831298828125,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.8312731114491168,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.822723388671875,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.8227005780202461,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.68951416015625,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.6895948379864807,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.697479248046875,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.6975733700435427,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.540069580078125,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.5402648000902504,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.836517333984375,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.8364882673618388,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8360595703125,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.8360322638063913,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.818267822265625,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.8182399518555314,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.773956298828125,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.7739542105188828,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.728851318359375,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.7289208554369282,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.593536376953125,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.5937047734541219,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.83734130859375,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.8373119943897713,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.83685302734375,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.8368253037498887,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.828521728515625,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.8284950855980039,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.768798828125,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.768825540961517,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.754974365234375,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.7550223413709355,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.63916015625,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.6392989245267484,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.83782958984375,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.837800432191123,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.836883544921875,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.8368553649854396,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.832672119140625,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.8326448511317287,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.69647216796875,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.6965469536587623,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.6768798828125,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.6769599324875947,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.629913330078125,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.6299728355134612,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.840240478515625,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.8402142288926885,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.839996337890625,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.8399723308482923,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.83258056640625,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.8325631163850156,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.71697998046875,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.7169681159087928,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.685089111328125,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.6851719397061506,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.63763427734375,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.6377741405775132,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8387451171875,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.8387173678619826,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8399658203125,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.8399397401401671,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8392333984375,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.8392139156217943,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.719635009765625,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.7196573196471061,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.705169677734375,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.7052311787617496,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.65643310546875,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.6565523451978896,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.83758544921875,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.8375568391393315,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.840545654296875,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.8405194047296451,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.84051513671875,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.8404938026673956,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pcam",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.587005615234375,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.5870801332105939,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pcam",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.61102294921875,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.6110645232430161,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pcam",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.57843017578125,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.5785985825632906,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pcam",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.82525634765625,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.8252282047129498,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pcam",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.820098876953125,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.8200713980328236,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pcam",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8018798828125,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.8018586199398055,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pcam",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.665985107421875,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.6659658407134048,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pcam",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.606231689453125,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.6062487371496413,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pcam",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.623382568359375,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.6235136279917053,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pcam",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.827117919921875,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.8270905465909719,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pcam",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.82305908203125,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.8230312776883416,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pcam",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.809722900390625,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.8096988617451646,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pcam",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.692169189453125,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.6921613231893808,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pcam",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.620880126953125,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.6208814007162624,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pcam",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.624725341796875,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.6248113405546385,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pcam",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8271484375,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.8271203992102278,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pcam",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.824371337890625,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.8243431556702205,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pcam",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8154296875,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.815403707157007,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pcam",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.642822265625,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.6428716164108709,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pcam",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.753326416015625,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.7533701152173267,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pcam",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.73236083984375,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.7324150573027797,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pcam",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.84869384765625,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.848671185168952,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pcam",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8521728515625,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.8521540230346736,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pcam",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.830718994140625,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.8306976713396084,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pcam",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.758575439453125,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.7586134026648728,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pcam",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.75653076171875,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.7565755697794367,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pcam",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.685791015625,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.6859016813679873,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pcam",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.847442626953125,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.8474192731959536,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pcam",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.85186767578125,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.8518477258851326,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pcam",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.842437744140625,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.8424183271024304,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pcam",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.74127197265625,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.7412955512236135,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pcam",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.768463134765625,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.768494919524532,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pcam",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.736358642578125,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.7364222876157317,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pcam",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.846221923828125,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.8461978396910956,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pcam",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.84954833984375,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.8495263033613147,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/pcam",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.850189208984375,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.8501707842885271,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.666107177734375,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.6661674720876147,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.59521484375,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.5952152131704445,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.60400390625,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.6040285028420264,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.823944091796875,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.8239133800259069,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.823974609375,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.8239492564406752,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.81060791015625,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.8105932985211597,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.62835693359375,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.6283436968506915,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.59881591796875,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.5988143061917313,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.5980224609375,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.5980306018274258,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.82391357421875,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.8238826147103613,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8231201171875,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.8230918956231433,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.81884765625,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.818830412338265,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.645721435546875,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.6457062592342746,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.607330322265625,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.6073218407436095,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.597198486328125,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.5972030675521132,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.82373046875,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.8236984139726395,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.823577880859375,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.8235476123311856,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.822113037109375,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.8220920517389123,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.644866943359375,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.6449048597378213,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7369384765625,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.7369360555330914,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.649383544921875,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.6495157045359519,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.836639404296875,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.8366083558418208,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.841339111328125,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.8413137485249851,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8291015625,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.8290796265933726,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.736114501953125,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.736087033779415,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7366943359375,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.7366913411687155,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.663543701171875,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.6636711955811403,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.835693359375,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.8356623237857739,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.840179443359375,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.8401516291030862,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.83868408203125,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.8386622000278823,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.742095947265625,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.7420785719970242,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.73681640625,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.7367918979480974,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.73260498046875,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.7326582070449447,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.83563232421875,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.8356006106154246,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.83819580078125,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.8381661998858445,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8431396484375,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.8431172196296743,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.631866455078125,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.6319100017234314,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.73638916015625,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.736417144851536,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.68011474609375,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.6800662887217408,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.84735107421875,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.8473262731693215,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.84295654296875,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.8429323408889946,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.826995849609375,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.8269751519776227,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.74810791015625,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.7481292734233081,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.73583984375,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.7358928883774263,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.673828125,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.6739439778896232,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8472900390625,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.8472653683871145,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.84716796875,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.847144497596027,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.832183837890625,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.8321605074251625,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.742706298828125,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.7427640516141002,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.74627685546875,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.7463130301584991,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.706787109375,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.7068697200589489,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.846954345703125,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.8469291664642437,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.84710693359375,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.8470826540404932,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.83740234375,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.8373780624252746,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.733428955078125,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.7333826327165551,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.717041015625,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.716968443734399,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.68310546875,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.6831986623880806,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.842041015625,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.8420096682700282,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.846588134765625,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.846561886301385,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8421630859375,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.8421454812032304,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.707489013671875,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.7073980166111247,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.719512939453125,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.7194398595115286,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.730987548828125,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.7310284276321268,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8402099609375,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.840177726629036,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.84466552734375,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.8446369446337606,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8463134765625,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.8462921174925333,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.71697998046875,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.7168951002056149,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.713409423828125,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.7133268246539475,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.739715576171875,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.7396834408659063,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.840972900390625,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.8409408617992038,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.842437744140625,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.8424069053602903,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.84783935546875,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.8478155715128891,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.6331787109375,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.6332518161436133,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.703643798828125,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.7036895751237466,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.656646728515625,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.6567280392336619,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.851409912109375,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.8513866633845364,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.849090576171875,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.8490687091066195,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.834747314453125,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.8347302429444414,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.73443603515625,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.7344372123011329,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.714508056640625,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.7145252805640502,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.678131103515625,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.6781946075392358,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.851287841796875,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.8512646712808642,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.850616455078125,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.8505939624425178,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.842041015625,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.8420214029366104,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.717987060546875,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.717927618617018,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.72509765625,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.7250820120014942,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.69287109375,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.6929201146702677,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.851287841796875,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.8512642018942009,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8507080078125,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.850684876306202,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/pcam",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8465576171875,
    "lp_acc5": NaN,
    "lp_mean_per_class_recall": 0.8465365450095039,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8206349206349206,
    "lp_acc5": 0.9798412698412698,
    "lp_mean_per_class_recall": 0.821816272874187,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7553968253968254,
    "lp_acc5": 0.9561904761904761,
    "lp_mean_per_class_recall": 0.7569092384050634,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.2876190476190476,
    "lp_acc5": 0.6592063492063492,
    "lp_mean_per_class_recall": 0.2876080520731292,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9276190476190476,
    "lp_acc5": 0.9965079365079365,
    "lp_mean_per_class_recall": 0.9287440416703688,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8971428571428571,
    "lp_acc5": 0.9925396825396825,
    "lp_mean_per_class_recall": 0.897861553564994,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8411111111111111,
    "lp_acc5": 0.9834920634920635,
    "lp_mean_per_class_recall": 0.8436902218027253,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8152380952380952,
    "lp_acc5": 0.9715873015873016,
    "lp_mean_per_class_recall": 0.8171560019610252,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7787301587301587,
    "lp_acc5": 0.9652380952380952,
    "lp_mean_per_class_recall": 0.7808360501030271,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.5261904761904762,
    "lp_acc5": 0.8874603174603175,
    "lp_mean_per_class_recall": 0.5245125919765523,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9295238095238095,
    "lp_acc5": 0.9966666666666667,
    "lp_mean_per_class_recall": 0.930751171612479,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9095238095238095,
    "lp_acc5": 0.9950793650793651,
    "lp_mean_per_class_recall": 0.910702111126011,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8596825396825397,
    "lp_acc5": 0.9871428571428571,
    "lp_mean_per_class_recall": 0.8610448258231301,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.816031746031746,
    "lp_acc5": 0.97,
    "lp_mean_per_class_recall": 0.8179712558017008,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7953968253968254,
    "lp_acc5": 0.9717460317460317,
    "lp_mean_per_class_recall": 0.7975445593199576,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7028571428571428,
    "lp_acc5": 0.9444444444444444,
    "lp_mean_per_class_recall": 0.7037949749020052,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9298412698412698,
    "lp_acc5": 0.996031746031746,
    "lp_mean_per_class_recall": 0.9306928609244073,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9198412698412698,
    "lp_acc5": 0.9961904761904762,
    "lp_mean_per_class_recall": 0.9208165478041834,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8744444444444445,
    "lp_acc5": 0.9890476190476191,
    "lp_mean_per_class_recall": 0.8755209046421921,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/resisc45",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8012698412698412,
    "lp_acc5": 0.9768253968253968,
    "lp_mean_per_class_recall": 0.8037998384745438,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/resisc45",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7558730158730159,
    "lp_acc5": 0.96,
    "lp_mean_per_class_recall": 0.7565535155879033,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/resisc45",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.29079365079365077,
    "lp_acc5": 0.616031746031746,
    "lp_mean_per_class_recall": 0.2908892102544699,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/resisc45",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9187301587301587,
    "lp_acc5": 0.9966666666666667,
    "lp_mean_per_class_recall": 0.9199266627660184,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/resisc45",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8838095238095238,
    "lp_acc5": 0.9920634920634921,
    "lp_mean_per_class_recall": 0.8850474725783981,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/resisc45",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8225396825396826,
    "lp_acc5": 0.9841269841269841,
    "lp_mean_per_class_recall": 0.8259023879342245,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/resisc45",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8068253968253968,
    "lp_acc5": 0.9753968253968254,
    "lp_mean_per_class_recall": 0.8089306335979245,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/resisc45",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7731746031746032,
    "lp_acc5": 0.9644444444444444,
    "lp_mean_per_class_recall": 0.774470521020902,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/resisc45",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.5333333333333333,
    "lp_acc5": 0.8738095238095238,
    "lp_mean_per_class_recall": 0.5345920302544206,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/resisc45",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9203174603174603,
    "lp_acc5": 0.9971428571428571,
    "lp_mean_per_class_recall": 0.9209615574710908,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/resisc45",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8982539682539683,
    "lp_acc5": 0.9950793650793651,
    "lp_mean_per_class_recall": 0.899301742147583,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/resisc45",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8392063492063492,
    "lp_acc5": 0.9866666666666667,
    "lp_mean_per_class_recall": 0.8415256557746846,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/resisc45",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.807936507936508,
    "lp_acc5": 0.9725396825396826,
    "lp_mean_per_class_recall": 0.8106398001912752,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/resisc45",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7857142857142857,
    "lp_acc5": 0.9695238095238096,
    "lp_mean_per_class_recall": 0.787472106176822,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/resisc45",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.723015873015873,
    "lp_acc5": 0.9498412698412698,
    "lp_mean_per_class_recall": 0.7243502426622767,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/resisc45",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.922063492063492,
    "lp_acc5": 0.9977777777777778,
    "lp_mean_per_class_recall": 0.9227547614971131,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/resisc45",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9126984126984127,
    "lp_acc5": 0.9958730158730159,
    "lp_mean_per_class_recall": 0.9136047654181589,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/resisc45",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8587301587301587,
    "lp_acc5": 0.9882539682539683,
    "lp_mean_per_class_recall": 0.8602077131030426,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.840952380952381,
    "lp_acc5": 0.9803174603174604,
    "lp_mean_per_class_recall": 0.842668677053778,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7804761904761904,
    "lp_acc5": 0.9704761904761905,
    "lp_mean_per_class_recall": 0.7818578367091443,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.3842857142857143,
    "lp_acc5": 0.7193650793650793,
    "lp_mean_per_class_recall": 0.39120917127827526,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9311111111111111,
    "lp_acc5": 0.9982539682539683,
    "lp_mean_per_class_recall": 0.9319449453434171,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9012698412698412,
    "lp_acc5": 0.9947619047619047,
    "lp_mean_per_class_recall": 0.9021814572981596,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8584126984126984,
    "lp_acc5": 0.9853968253968254,
    "lp_mean_per_class_recall": 0.8608524988171761,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8320634920634921,
    "lp_acc5": 0.979047619047619,
    "lp_mean_per_class_recall": 0.8344045561925976,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8050793650793651,
    "lp_acc5": 0.9746031746031746,
    "lp_mean_per_class_recall": 0.8070935263942534,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.6190476190476191,
    "lp_acc5": 0.9128571428571428,
    "lp_mean_per_class_recall": 0.6269075343996973,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.933015873015873,
    "lp_acc5": 0.9980952380952381,
    "lp_mean_per_class_recall": 0.9337316782924374,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9128571428571428,
    "lp_acc5": 0.9963492063492063,
    "lp_mean_per_class_recall": 0.9146265560084658,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8692063492063492,
    "lp_acc5": 0.9885714285714285,
    "lp_mean_per_class_recall": 0.8705828446477606,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8317460317460318,
    "lp_acc5": 0.9776190476190476,
    "lp_mean_per_class_recall": 0.8339611298776817,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8187301587301588,
    "lp_acc5": 0.9776190476190476,
    "lp_mean_per_class_recall": 0.8203744567769211,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7538095238095238,
    "lp_acc5": 0.9631746031746031,
    "lp_mean_per_class_recall": 0.7576191973002632,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9312698412698412,
    "lp_acc5": 0.9976190476190476,
    "lp_mean_per_class_recall": 0.9321831871343992,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9241269841269841,
    "lp_acc5": 0.996984126984127,
    "lp_mean_per_class_recall": 0.9252131557675617,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8822222222222222,
    "lp_acc5": 0.9911111111111112,
    "lp_mean_per_class_recall": 0.8834059285376727,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8455555555555555,
    "lp_acc5": 0.9828571428571429,
    "lp_mean_per_class_recall": 0.8460870301716702,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7984126984126985,
    "lp_acc5": 0.9695238095238096,
    "lp_mean_per_class_recall": 0.8009782569603334,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.3873015873015873,
    "lp_acc5": 0.729047619047619,
    "lp_mean_per_class_recall": 0.3857174376379566,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9365079365079365,
    "lp_acc5": 0.9982539682539683,
    "lp_mean_per_class_recall": 0.9373481245145484,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.906984126984127,
    "lp_acc5": 0.996984126984127,
    "lp_mean_per_class_recall": 0.9080264073678088,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8617460317460317,
    "lp_acc5": 0.986984126984127,
    "lp_mean_per_class_recall": 0.8636776606182411,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8487301587301588,
    "lp_acc5": 0.984920634920635,
    "lp_mean_per_class_recall": 0.8500980765608804,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8184126984126984,
    "lp_acc5": 0.9752380952380952,
    "lp_mean_per_class_recall": 0.8210189312471188,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.6042857142857143,
    "lp_acc5": 0.9231746031746032,
    "lp_mean_per_class_recall": 0.605461482279172,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9393650793650794,
    "lp_acc5": 0.9984126984126984,
    "lp_mean_per_class_recall": 0.9400952889928691,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9193650793650794,
    "lp_acc5": 0.996984126984127,
    "lp_mean_per_class_recall": 0.9200267584827004,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8773015873015872,
    "lp_acc5": 0.99,
    "lp_mean_per_class_recall": 0.8785153801801475,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8515873015873016,
    "lp_acc5": 0.986031746031746,
    "lp_mean_per_class_recall": 0.853507267634715,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8311111111111111,
    "lp_acc5": 0.9788888888888889,
    "lp_mean_per_class_recall": 0.8333156181238957,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7547619047619047,
    "lp_acc5": 0.9628571428571429,
    "lp_mean_per_class_recall": 0.7581289949662008,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9415873015873016,
    "lp_acc5": 0.9980952380952381,
    "lp_mean_per_class_recall": 0.9423890979669497,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.93,
    "lp_acc5": 0.9974603174603175,
    "lp_mean_per_class_recall": 0.93071416158207,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8919047619047619,
    "lp_acc5": 0.9928571428571429,
    "lp_mean_per_class_recall": 0.8927347019921785,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8576190476190476,
    "lp_acc5": 0.9857142857142858,
    "lp_mean_per_class_recall": 0.858411791983556,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8065079365079365,
    "lp_acc5": 0.9768253968253968,
    "lp_mean_per_class_recall": 0.8077515137267268,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.4880952380952381,
    "lp_acc5": 0.7749206349206349,
    "lp_mean_per_class_recall": 0.4925155400177352,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9431746031746032,
    "lp_acc5": 0.9987301587301587,
    "lp_mean_per_class_recall": 0.9434929320741174,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9234920634920635,
    "lp_acc5": 0.9966666666666667,
    "lp_mean_per_class_recall": 0.9246599938560324,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.873968253968254,
    "lp_acc5": 0.9885714285714285,
    "lp_mean_per_class_recall": 0.8759548425417869,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8682539682539683,
    "lp_acc5": 0.9865079365079366,
    "lp_mean_per_class_recall": 0.8695265488510138,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8306349206349206,
    "lp_acc5": 0.9825396825396825,
    "lp_mean_per_class_recall": 0.8324643628745496,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.6833333333333333,
    "lp_acc5": 0.9317460317460318,
    "lp_mean_per_class_recall": 0.6870192572695996,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9452380952380952,
    "lp_acc5": 0.9987301587301587,
    "lp_mean_per_class_recall": 0.9460316616493193,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9347619047619048,
    "lp_acc5": 0.9973015873015874,
    "lp_mean_per_class_recall": 0.9353088794840256,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8895238095238095,
    "lp_acc5": 0.9922222222222222,
    "lp_mean_per_class_recall": 0.890345235719332,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8677777777777778,
    "lp_acc5": 0.9866666666666667,
    "lp_mean_per_class_recall": 0.8688075954972112,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8488888888888889,
    "lp_acc5": 0.9855555555555555,
    "lp_mean_per_class_recall": 0.8502900590562049,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7774603174603174,
    "lp_acc5": 0.9720634920634921,
    "lp_mean_per_class_recall": 0.7793971048667129,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.946031746031746,
    "lp_acc5": 0.9984126984126984,
    "lp_mean_per_class_recall": 0.9465551519664909,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9415873015873016,
    "lp_acc5": 0.9979365079365079,
    "lp_mean_per_class_recall": 0.942046382089853,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9065079365079365,
    "lp_acc5": 0.993968253968254,
    "lp_mean_per_class_recall": 0.9070698356673521,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/resisc45",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8388888888888889,
    "lp_acc5": 0.9836507936507937,
    "lp_mean_per_class_recall": 0.8390052172749746,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/resisc45",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8087301587301587,
    "lp_acc5": 0.9765079365079365,
    "lp_mean_per_class_recall": 0.8110836152332177,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/resisc45",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.2911111111111111,
    "lp_acc5": 0.5803174603174603,
    "lp_mean_per_class_recall": 0.291914525462567,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/resisc45",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9326984126984127,
    "lp_acc5": 0.9976190476190476,
    "lp_mean_per_class_recall": 0.9332439291952039,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/resisc45",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9063492063492063,
    "lp_acc5": 0.9953968253968254,
    "lp_mean_per_class_recall": 0.907036878372206,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/resisc45",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8615873015873016,
    "lp_acc5": 0.9895238095238095,
    "lp_mean_per_class_recall": 0.8633711957937069,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/resisc45",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8376190476190476,
    "lp_acc5": 0.9861904761904762,
    "lp_mean_per_class_recall": 0.8393303025393436,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/resisc45",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8188888888888889,
    "lp_acc5": 0.9803174603174604,
    "lp_mean_per_class_recall": 0.8215761094629849,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/resisc45",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.5695238095238095,
    "lp_acc5": 0.8904761904761904,
    "lp_mean_per_class_recall": 0.5688706354009267,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/resisc45",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9341269841269841,
    "lp_acc5": 0.9982539682539683,
    "lp_mean_per_class_recall": 0.9347550632136259,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/resisc45",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9179365079365079,
    "lp_acc5": 0.9971428571428571,
    "lp_mean_per_class_recall": 0.9186618744387152,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/resisc45",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.873968253968254,
    "lp_acc5": 0.991904761904762,
    "lp_mean_per_class_recall": 0.8751892719192205,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/resisc45",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8455555555555555,
    "lp_acc5": 0.9877777777777778,
    "lp_mean_per_class_recall": 0.8476968491298543,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/resisc45",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8282539682539682,
    "lp_acc5": 0.9825396825396825,
    "lp_mean_per_class_recall": 0.8305231764923641,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/resisc45",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7566666666666667,
    "lp_acc5": 0.9714285714285714,
    "lp_mean_per_class_recall": 0.7583657153102804,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/resisc45",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9358730158730159,
    "lp_acc5": 0.9980952380952381,
    "lp_mean_per_class_recall": 0.9364875095065719,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/resisc45",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.927936507936508,
    "lp_acc5": 0.9979365079365079,
    "lp_mean_per_class_recall": 0.9286655555657037,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/resisc45",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.888095238095238,
    "lp_acc5": 0.9934920634920635,
    "lp_mean_per_class_recall": 0.8889402313483475,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/resisc45",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8768253968253968,
    "lp_acc5": 0.9914285714285714,
    "lp_mean_per_class_recall": 0.8780142243707911,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/resisc45",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8274603174603175,
    "lp_acc5": 0.9874603174603175,
    "lp_mean_per_class_recall": 0.8309042755298148,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/resisc45",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.46285714285714286,
    "lp_acc5": 0.806984126984127,
    "lp_mean_per_class_recall": 0.46945441696357887,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/resisc45",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9538095238095238,
    "lp_acc5": 0.9993650793650793,
    "lp_mean_per_class_recall": 0.9543439322537604,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/resisc45",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9384126984126984,
    "lp_acc5": 0.9990476190476191,
    "lp_mean_per_class_recall": 0.9390571213460425,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/resisc45",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8961904761904762,
    "lp_acc5": 0.9953968253968254,
    "lp_mean_per_class_recall": 0.897599680531268,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/resisc45",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8766666666666667,
    "lp_acc5": 0.9938095238095238,
    "lp_mean_per_class_recall": 0.8783665759168044,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/resisc45",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8450793650793651,
    "lp_acc5": 0.99,
    "lp_mean_per_class_recall": 0.8480244595676654,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/resisc45",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7174603174603175,
    "lp_acc5": 0.9592063492063492,
    "lp_mean_per_class_recall": 0.720381925079249,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/resisc45",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9544444444444444,
    "lp_acc5": 0.9995238095238095,
    "lp_mean_per_class_recall": 0.9552086028369852,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/resisc45",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9449206349206349,
    "lp_acc5": 0.9988888888888889,
    "lp_mean_per_class_recall": 0.9452897636356287,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/resisc45",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9092063492063492,
    "lp_acc5": 0.9963492063492063,
    "lp_mean_per_class_recall": 0.9105964549385467,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/resisc45",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8822222222222222,
    "lp_acc5": 0.9933333333333333,
    "lp_mean_per_class_recall": 0.8837996736818612,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/resisc45",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8655555555555555,
    "lp_acc5": 0.9926984126984127,
    "lp_mean_per_class_recall": 0.8681756895823267,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/resisc45",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.8211111111111111,
    "lp_acc5": 0.9853968253968254,
    "lp_mean_per_class_recall": 0.8237469830668877,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/resisc45",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9552380952380952,
    "lp_acc5": 0.9995238095238095,
    "lp_mean_per_class_recall": 0.956084336919255,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/resisc45",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.9507936507936507,
    "lp_acc5": 0.9993650793650793,
    "lp_mean_per_class_recall": 0.9513426902346154,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/resisc45",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.920952380952381,
    "lp_acc5": 0.9974603174603175,
    "lp_mean_per_class_recall": 0.9219067320438646,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8384126984126984,
    "lp_acc5": 0.983015873015873,
    "lp_mean_per_class_recall": 0.8400879112871227,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7673015873015873,
    "lp_acc5": 0.9642857142857143,
    "lp_mean_per_class_recall": 0.7687452271322173,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.3649206349206349,
    "lp_acc5": 0.7228571428571429,
    "lp_mean_per_class_recall": 0.3705810943240112,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.932063492063492,
    "lp_acc5": 0.9971428571428571,
    "lp_mean_per_class_recall": 0.9328524371203816,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9011111111111111,
    "lp_acc5": 0.9946031746031746,
    "lp_mean_per_class_recall": 0.9017745050104315,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8526984126984127,
    "lp_acc5": 0.9861904761904762,
    "lp_mean_per_class_recall": 0.8555062526517521,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8326984126984127,
    "lp_acc5": 0.9788888888888889,
    "lp_mean_per_class_recall": 0.8344824218504091,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7953968253968254,
    "lp_acc5": 0.9715873015873016,
    "lp_mean_per_class_recall": 0.797059449069052,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.6184126984126984,
    "lp_acc5": 0.910952380952381,
    "lp_mean_per_class_recall": 0.6228475639053282,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9336507936507936,
    "lp_acc5": 0.9976190476190476,
    "lp_mean_per_class_recall": 0.9344856858229064,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9166666666666666,
    "lp_acc5": 0.9958730158730159,
    "lp_mean_per_class_recall": 0.9172794529200702,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8647619047619047,
    "lp_acc5": 0.9879365079365079,
    "lp_mean_per_class_recall": 0.8663183490199742,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8344444444444444,
    "lp_acc5": 0.9779365079365079,
    "lp_mean_per_class_recall": 0.8361721625470947,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8136507936507936,
    "lp_acc5": 0.9731746031746031,
    "lp_mean_per_class_recall": 0.815217017238684,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7477777777777778,
    "lp_acc5": 0.9573015873015873,
    "lp_mean_per_class_recall": 0.750583123334587,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.933015873015873,
    "lp_acc5": 0.9974603174603175,
    "lp_mean_per_class_recall": 0.9334961516667725,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9266666666666666,
    "lp_acc5": 0.996984126984127,
    "lp_mean_per_class_recall": 0.927347216354423,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8788888888888889,
    "lp_acc5": 0.9914285714285714,
    "lp_mean_per_class_recall": 0.8801125633388013,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8687301587301587,
    "lp_acc5": 0.9892063492063492,
    "lp_mean_per_class_recall": 0.8697895029280297,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8144444444444444,
    "lp_acc5": 0.9852380952380952,
    "lp_mean_per_class_recall": 0.8179037224225825,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.5615873015873016,
    "lp_acc5": 0.8592063492063492,
    "lp_mean_per_class_recall": 0.5627933049888147,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.950952380952381,
    "lp_acc5": 0.9995238095238095,
    "lp_mean_per_class_recall": 0.9516336632916416,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9325396825396826,
    "lp_acc5": 0.9987301587301587,
    "lp_mean_per_class_recall": 0.9330603884421996,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8946031746031746,
    "lp_acc5": 0.9915873015873016,
    "lp_mean_per_class_recall": 0.8960843572601317,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8742857142857143,
    "lp_acc5": 0.9925396825396825,
    "lp_mean_per_class_recall": 0.875419396453858,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8453968253968254,
    "lp_acc5": 0.9893650793650793,
    "lp_mean_per_class_recall": 0.848050954515426,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7426984126984127,
    "lp_acc5": 0.9647619047619047,
    "lp_mean_per_class_recall": 0.7431261571403545,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9506349206349206,
    "lp_acc5": 0.9992063492063492,
    "lp_mean_per_class_recall": 0.9513804434187076,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9426984126984127,
    "lp_acc5": 0.9990476190476191,
    "lp_mean_per_class_recall": 0.9433745180647891,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9057142857142857,
    "lp_acc5": 0.9934920634920635,
    "lp_mean_per_class_recall": 0.9067149939884827,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8746031746031746,
    "lp_acc5": 0.9923809523809524,
    "lp_mean_per_class_recall": 0.8758168424164461,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8650793650793651,
    "lp_acc5": 0.9911111111111112,
    "lp_mean_per_class_recall": 0.8669870556253179,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.8123809523809524,
    "lp_acc5": 0.9812698412698413,
    "lp_mean_per_class_recall": 0.8139870916163755,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9492063492063492,
    "lp_acc5": 0.9992063492063492,
    "lp_mean_per_class_recall": 0.949915508697097,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9482539682539682,
    "lp_acc5": 0.9992063492063492,
    "lp_mean_per_class_recall": 0.9489443614670581,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.9188888888888889,
    "lp_acc5": 0.996984126984127,
    "lp_mean_per_class_recall": 0.9194763250140623,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8847619047619047,
    "lp_acc5": 0.9912698412698413,
    "lp_mean_per_class_recall": 0.8860307719201296,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8328571428571429,
    "lp_acc5": 0.9868253968253968,
    "lp_mean_per_class_recall": 0.836093506938161,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.5822222222222222,
    "lp_acc5": 0.8807936507936508,
    "lp_mean_per_class_recall": 0.5863032150108521,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9550793650793651,
    "lp_acc5": 0.9995238095238095,
    "lp_mean_per_class_recall": 0.9554657133733652,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.936984126984127,
    "lp_acc5": 0.9988888888888889,
    "lp_mean_per_class_recall": 0.9378365079165747,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9034920634920635,
    "lp_acc5": 0.9950793650793651,
    "lp_mean_per_class_recall": 0.9047549942042055,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8834920634920634,
    "lp_acc5": 0.9947619047619047,
    "lp_mean_per_class_recall": 0.8855531712155517,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8609523809523809,
    "lp_acc5": 0.9895238095238095,
    "lp_mean_per_class_recall": 0.8636000209727885,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7512698412698413,
    "lp_acc5": 0.973015873015873,
    "lp_mean_per_class_recall": 0.753600752724854,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9565079365079365,
    "lp_acc5": 0.9995238095238095,
    "lp_mean_per_class_recall": 0.9570770407647063,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9468253968253968,
    "lp_acc5": 0.9992063492063492,
    "lp_mean_per_class_recall": 0.9475267027197032,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9130158730158731,
    "lp_acc5": 0.9961904761904762,
    "lp_mean_per_class_recall": 0.9138451366566509,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8860317460317461,
    "lp_acc5": 0.9949206349206349,
    "lp_mean_per_class_recall": 0.8878967478465741,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.876984126984127,
    "lp_acc5": 0.9915873015873016,
    "lp_mean_per_class_recall": 0.879271118480045,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8271428571428572,
    "lp_acc5": 0.9850793650793651,
    "lp_mean_per_class_recall": 0.829597524518597,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9568253968253968,
    "lp_acc5": 0.9992063492063492,
    "lp_mean_per_class_recall": 0.9574047108571362,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9531746031746032,
    "lp_acc5": 0.9995238095238095,
    "lp_mean_per_class_recall": 0.9536150170455129,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9228571428571428,
    "lp_acc5": 0.9971428571428571,
    "lp_mean_per_class_recall": 0.9235852383534946,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8857142857142857,
    "lp_acc5": 0.9917460317460317,
    "lp_mean_per_class_recall": 0.8875270993836732,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.849047619047619,
    "lp_acc5": 0.99,
    "lp_mean_per_class_recall": 0.850613612547777,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.6234920634920635,
    "lp_acc5": 0.9428571428571428,
    "lp_mean_per_class_recall": 0.6264265710243689,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9595238095238096,
    "lp_acc5": 0.9996825396825397,
    "lp_mean_per_class_recall": 0.9601491240288158,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9453968253968253,
    "lp_acc5": 0.9993650793650793,
    "lp_mean_per_class_recall": 0.9464377306352151,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9093650793650794,
    "lp_acc5": 0.9963492063492063,
    "lp_mean_per_class_recall": 0.9105816122103173,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8909523809523809,
    "lp_acc5": 0.9941269841269841,
    "lp_mean_per_class_recall": 0.891976009717302,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8655555555555555,
    "lp_acc5": 0.9901587301587301,
    "lp_mean_per_class_recall": 0.8672205343076047,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7941269841269841,
    "lp_acc5": 0.9836507936507937,
    "lp_mean_per_class_recall": 0.7967510747227696,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9603174603174603,
    "lp_acc5": 0.9996825396825397,
    "lp_mean_per_class_recall": 0.9611897343203528,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9526984126984127,
    "lp_acc5": 0.9995238095238095,
    "lp_mean_per_class_recall": 0.9534378554746961,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9228571428571428,
    "lp_acc5": 0.9971428571428571,
    "lp_mean_per_class_recall": 0.9236684123422491,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8973015873015873,
    "lp_acc5": 0.9936507936507937,
    "lp_mean_per_class_recall": 0.8983517167959961,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8761904761904762,
    "lp_acc5": 0.991904761904762,
    "lp_mean_per_class_recall": 0.8777238561121218,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8431746031746031,
    "lp_acc5": 0.9893650793650793,
    "lp_mean_per_class_recall": 0.8449326789559657,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9606349206349206,
    "lp_acc5": 0.9995238095238095,
    "lp_mean_per_class_recall": 0.9614178612429639,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9577777777777777,
    "lp_acc5": 0.9996825396825397,
    "lp_mean_per_class_recall": 0.9585525146438841,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9341269841269841,
    "lp_acc5": 0.9985714285714286,
    "lp_mean_per_class_recall": 0.9347810821294436,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8793650793650793,
    "lp_acc5": 0.9920634920634921,
    "lp_mean_per_class_recall": 0.880296158562481,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8501587301587301,
    "lp_acc5": 0.9904761904761905,
    "lp_mean_per_class_recall": 0.8507672710510047,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.5987301587301588,
    "lp_acc5": 0.9411111111111111,
    "lp_mean_per_class_recall": 0.6037598909830113,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9604761904761905,
    "lp_acc5": 0.9993650793650793,
    "lp_mean_per_class_recall": 0.9608558059474657,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9465079365079365,
    "lp_acc5": 0.9988888888888889,
    "lp_mean_per_class_recall": 0.9472621980305432,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9104761904761904,
    "lp_acc5": 0.9950793650793651,
    "lp_mean_per_class_recall": 0.9115875704157074,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8909523809523809,
    "lp_acc5": 0.9934920634920635,
    "lp_mean_per_class_recall": 0.891986723883469,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8595238095238096,
    "lp_acc5": 0.991904761904762,
    "lp_mean_per_class_recall": 0.8605681437298415,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7885714285714286,
    "lp_acc5": 0.9806349206349206,
    "lp_mean_per_class_recall": 0.7899107912380493,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.96,
    "lp_acc5": 0.9993650793650793,
    "lp_mean_per_class_recall": 0.9604669915406617,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9525396825396826,
    "lp_acc5": 0.9992063492063492,
    "lp_mean_per_class_recall": 0.9533164025534274,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9212698412698412,
    "lp_acc5": 0.9968253968253968,
    "lp_mean_per_class_recall": 0.9219715088680787,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8923809523809524,
    "lp_acc5": 0.9933333333333333,
    "lp_mean_per_class_recall": 0.8931298196291113,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8736507936507937,
    "lp_acc5": 0.9941269841269841,
    "lp_mean_per_class_recall": 0.8746599627990504,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8388888888888889,
    "lp_acc5": 0.9874603174603175,
    "lp_mean_per_class_recall": 0.8391789187000434,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9598412698412698,
    "lp_acc5": 0.9992063492063492,
    "lp_mean_per_class_recall": 0.9603489704062392,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9596825396825397,
    "lp_acc5": 0.9995238095238095,
    "lp_mean_per_class_recall": 0.9599756988840836,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/resisc45",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.9342857142857143,
    "lp_acc5": 0.9977777777777778,
    "lp_mean_per_class_recall": 0.9348826186598712,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.08609053497942387,
    "lp_acc5": 0.33843621399176954,
    "lp_mean_per_class_recall": 0.08645410313027241,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.07975308641975308,
    "lp_acc5": 0.34502057613168724,
    "lp_mean_per_class_recall": 0.08003529939625473,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.057695473251028806,
    "lp_acc5": 0.29506172839506173,
    "lp_mean_per_class_recall": 0.05759587332453959,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.15069958847736625,
    "lp_acc5": 0.5176131687242799,
    "lp_mean_per_class_recall": 0.15112792594737598,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.1425514403292181,
    "lp_acc5": 0.5103703703703704,
    "lp_mean_per_class_recall": 0.14292386838092166,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.11975308641975309,
    "lp_acc5": 0.4717695473251029,
    "lp_mean_per_class_recall": 0.11995799223248671,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.08288065843621399,
    "lp_acc5": 0.3813991769547325,
    "lp_mean_per_class_recall": 0.08334917915412839,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.08008230452674897,
    "lp_acc5": 0.3511111111111111,
    "lp_mean_per_class_recall": 0.08077162462947798,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.06847736625514403,
    "lp_acc5": 0.32049382716049385,
    "lp_mean_per_class_recall": 0.06853489006181451,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.15308641975308643,
    "lp_acc5": 0.5094650205761316,
    "lp_mean_per_class_recall": 0.15345726769347712,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.1462551440329218,
    "lp_acc5": 0.5170370370370371,
    "lp_mean_per_class_recall": 0.14675612981554773,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.1279835390946502,
    "lp_acc5": 0.4876543209876543,
    "lp_mean_per_class_recall": 0.1285978926735384,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.08806584362139917,
    "lp_acc5": 0.37893004115226336,
    "lp_mean_per_class_recall": 0.08836052745808406,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.08016460905349794,
    "lp_acc5": 0.36032921810699586,
    "lp_mean_per_class_recall": 0.08072385878824723,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.07893004115226337,
    "lp_acc5": 0.33415637860082303,
    "lp_mean_per_class_recall": 0.07918549815328722,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.15127572016460905,
    "lp_acc5": 0.5049382716049383,
    "lp_mean_per_class_recall": 0.15157857352838394,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.14962962962962964,
    "lp_acc5": 0.5209876543209877,
    "lp_mean_per_class_recall": 0.15006339231359322,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.13283950617283952,
    "lp_acc5": 0.502880658436214,
    "lp_mean_per_class_recall": 0.13317465464932315,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.08246913580246913,
    "lp_acc5": 0.3362139917695473,
    "lp_mean_per_class_recall": 0.08270290363228662,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.08008230452674897,
    "lp_acc5": 0.33555555555555555,
    "lp_mean_per_class_recall": 0.08007586529994914,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.062386831275720166,
    "lp_acc5": 0.2969547325102881,
    "lp_mean_per_class_recall": 0.06252202613467323,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.1382716049382716,
    "lp_acc5": 0.49407407407407405,
    "lp_mean_per_class_recall": 0.1384793433224295,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.12304526748971194,
    "lp_acc5": 0.48263374485596705,
    "lp_mean_per_class_recall": 0.12352044930599687,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.09893004115226338,
    "lp_acc5": 0.4454320987654321,
    "lp_mean_per_class_recall": 0.09900838752651546,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.0811522633744856,
    "lp_acc5": 0.3592592592592593,
    "lp_mean_per_class_recall": 0.08142577798289462,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.08008230452674897,
    "lp_acc5": 0.33753086419753087,
    "lp_mean_per_class_recall": 0.08008307973849582,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.07061728395061728,
    "lp_acc5": 0.3208230452674897,
    "lp_mean_per_class_recall": 0.07077088388744639,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.13753086419753086,
    "lp_acc5": 0.4931687242798354,
    "lp_mean_per_class_recall": 0.13764664129444415,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.13012345679012347,
    "lp_acc5": 0.4865843621399177,
    "lp_mean_per_class_recall": 0.1305539004086146,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.10436213991769547,
    "lp_acc5": 0.45251028806584365,
    "lp_mean_per_class_recall": 0.10460855518871394,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.08156378600823046,
    "lp_acc5": 0.36016460905349795,
    "lp_mean_per_class_recall": 0.08195413387404168,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.08106995884773663,
    "lp_acc5": 0.34238683127572017,
    "lp_mean_per_class_recall": 0.08123519748073206,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.07868312757201647,
    "lp_acc5": 0.3283127572016461,
    "lp_mean_per_class_recall": 0.07873854168057295,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.1376954732510288,
    "lp_acc5": 0.49761316872427985,
    "lp_mean_per_class_recall": 0.13820507369037147,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.13637860082304526,
    "lp_acc5": 0.4931687242798354,
    "lp_mean_per_class_recall": 0.13670870907801633,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.11473251028806584,
    "lp_acc5": 0.4665843621399177,
    "lp_mean_per_class_recall": 0.11491693194197983,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.08090534979423868,
    "lp_acc5": 0.3302880658436214,
    "lp_mean_per_class_recall": 0.08095618628220444,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.07539094650205762,
    "lp_acc5": 0.35555555555555557,
    "lp_mean_per_class_recall": 0.07576439139172447,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.05522633744855967,
    "lp_acc5": 0.29604938271604936,
    "lp_mean_per_class_recall": 0.05582524411979986,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.1385185185185185,
    "lp_acc5": 0.522798353909465,
    "lp_mean_per_class_recall": 0.13900467203065403,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.12946502057613168,
    "lp_acc5": 0.5130864197530864,
    "lp_mean_per_class_recall": 0.13009813585306879,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.10748971193415638,
    "lp_acc5": 0.4583539094650206,
    "lp_mean_per_class_recall": 0.10770539706689046,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.08337448559670782,
    "lp_acc5": 0.38,
    "lp_mean_per_class_recall": 0.0838649104589543,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.07325102880658436,
    "lp_acc5": 0.36,
    "lp_mean_per_class_recall": 0.07371102258942085,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.06921810699588478,
    "lp_acc5": 0.32469135802469135,
    "lp_mean_per_class_recall": 0.06966974799220149,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.14337448559670782,
    "lp_acc5": 0.5177777777777778,
    "lp_mean_per_class_recall": 0.143651221971362,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.1331687242798354,
    "lp_acc5": 0.5209876543209877,
    "lp_mean_per_class_recall": 0.1337887286258311,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.11481481481481481,
    "lp_acc5": 0.47473251028806585,
    "lp_mean_per_class_recall": 0.11538176709317849,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.08823045267489713,
    "lp_acc5": 0.37349794238683126,
    "lp_mean_per_class_recall": 0.08861998505559587,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.07423868312757202,
    "lp_acc5": 0.36790123456790125,
    "lp_mean_per_class_recall": 0.0746929437952245,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.07497942386831276,
    "lp_acc5": 0.34617283950617284,
    "lp_mean_per_class_recall": 0.07537937834047509,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.14205761316872428,
    "lp_acc5": 0.5185185185185185,
    "lp_mean_per_class_recall": 0.1424122163437381,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.13530864197530865,
    "lp_acc5": 0.522633744855967,
    "lp_mean_per_class_recall": 0.13578447295135765,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.1231275720164609,
    "lp_acc5": 0.49522633744855965,
    "lp_mean_per_class_recall": 0.12382782539138566,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.08460905349794239,
    "lp_acc5": 0.3387654320987654,
    "lp_mean_per_class_recall": 0.08455984480751125,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.06732510288065843,
    "lp_acc5": 0.31251028806584363,
    "lp_mean_per_class_recall": 0.06773515409709388,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.06946502057613169,
    "lp_acc5": 0.2926748971193416,
    "lp_mean_per_class_recall": 0.068869199260086,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.14246913580246914,
    "lp_acc5": 0.5053497942386831,
    "lp_mean_per_class_recall": 0.14296478833817536,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.1408230452674897,
    "lp_acc5": 0.5108641975308642,
    "lp_mean_per_class_recall": 0.14098548734813435,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.11316872427983539,
    "lp_acc5": 0.4558847736625514,
    "lp_mean_per_class_recall": 0.11302102941842034,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.08353909465020576,
    "lp_acc5": 0.3480658436213992,
    "lp_mean_per_class_recall": 0.08359788600888815,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.0691358024691358,
    "lp_acc5": 0.3172839506172839,
    "lp_mean_per_class_recall": 0.06932197929184343,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.07152263374485597,
    "lp_acc5": 0.2962139917695473,
    "lp_mean_per_class_recall": 0.07144037303462415,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.1408230452674897,
    "lp_acc5": 0.5023868312757201,
    "lp_mean_per_class_recall": 0.14143126328713485,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.1448559670781893,
    "lp_acc5": 0.5144855967078189,
    "lp_mean_per_class_recall": 0.14504649130582217,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.12246913580246914,
    "lp_acc5": 0.4756378600823045,
    "lp_mean_per_class_recall": 0.12249054919990754,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.0831275720164609,
    "lp_acc5": 0.3664197530864198,
    "lp_mean_per_class_recall": 0.0834098191918205,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.07119341563786008,
    "lp_acc5": 0.32279835390946504,
    "lp_mean_per_class_recall": 0.07109542988584426,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.07193415637860082,
    "lp_acc5": 0.3062551440329218,
    "lp_mean_per_class_recall": 0.07207068020349143,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.1396707818930041,
    "lp_acc5": 0.5031275720164609,
    "lp_mean_per_class_recall": 0.14021277195854923,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.1451028806584362,
    "lp_acc5": 0.5145679012345679,
    "lp_mean_per_class_recall": 0.14554439566101068,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.13325102880658435,
    "lp_acc5": 0.49176954732510286,
    "lp_mean_per_class_recall": 0.13346042163674074,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.08279835390946502,
    "lp_acc5": 0.35069958847736626,
    "lp_mean_per_class_recall": 0.0826041251815765,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.07358024691358024,
    "lp_acc5": 0.2874074074074074,
    "lp_mean_per_class_recall": 0.07411051538282731,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.05613168724279836,
    "lp_acc5": 0.29390946502057613,
    "lp_mean_per_class_recall": 0.05524791820918194,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.14436213991769548,
    "lp_acc5": 0.5218930041152263,
    "lp_mean_per_class_recall": 0.14470163576466133,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.14156378600823044,
    "lp_acc5": 0.5244444444444445,
    "lp_mean_per_class_recall": 0.1416679984251889,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.1145679012345679,
    "lp_acc5": 0.47275720164609053,
    "lp_mean_per_class_recall": 0.11431785366158187,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.07991769547325103,
    "lp_acc5": 0.3374485596707819,
    "lp_mean_per_class_recall": 0.080375203017896,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.07094650205761317,
    "lp_acc5": 0.291440329218107,
    "lp_mean_per_class_recall": 0.07171512300859594,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.06139917695473251,
    "lp_acc5": 0.29761316872427984,
    "lp_mean_per_class_recall": 0.06144141247945608,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.14806584362139918,
    "lp_acc5": 0.5185185185185185,
    "lp_mean_per_class_recall": 0.1483034509552424,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.14534979423868313,
    "lp_acc5": 0.5279012345679013,
    "lp_mean_per_class_recall": 0.14551898459630525,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.12477366255144033,
    "lp_acc5": 0.49333333333333335,
    "lp_mean_per_class_recall": 0.12461162996612225,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.0879835390946502,
    "lp_acc5": 0.3526748971193416,
    "lp_mean_per_class_recall": 0.0884369228671469,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.07333333333333333,
    "lp_acc5": 0.30362139917695474,
    "lp_mean_per_class_recall": 0.07385758034962255,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.06781893004115226,
    "lp_acc5": 0.29390946502057613,
    "lp_mean_per_class_recall": 0.06861856689215744,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.14897119341563786,
    "lp_acc5": 0.5189300411522634,
    "lp_mean_per_class_recall": 0.14917060066770288,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.14946502057613167,
    "lp_acc5": 0.528641975308642,
    "lp_mean_per_class_recall": 0.14970909162758278,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.13242798353909466,
    "lp_acc5": 0.5104526748971193,
    "lp_mean_per_class_recall": 0.13248956634311942,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.08041152263374486,
    "lp_acc5": 0.3203292181069959,
    "lp_mean_per_class_recall": 0.08030348184624128,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.07152263374485597,
    "lp_acc5": 0.31588477366255147,
    "lp_mean_per_class_recall": 0.07165179721559768,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.06724279835390946,
    "lp_acc5": 0.30419753086419754,
    "lp_mean_per_class_recall": 0.06713316072778813,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.12255144032921811,
    "lp_acc5": 0.49102880658436215,
    "lp_mean_per_class_recall": 0.12284959578674472,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.10765432098765432,
    "lp_acc5": 0.4663374485596708,
    "lp_mean_per_class_recall": 0.1075603246136777,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.09226337448559671,
    "lp_acc5": 0.4306995884773663,
    "lp_mean_per_class_recall": 0.092122176197246,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.07876543209876544,
    "lp_acc5": 0.342798353909465,
    "lp_mean_per_class_recall": 0.07896440566723664,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.07185185185185185,
    "lp_acc5": 0.3182716049382716,
    "lp_mean_per_class_recall": 0.07225450931018425,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.07020576131687242,
    "lp_acc5": 0.3075720164609054,
    "lp_mean_per_class_recall": 0.07008214913274803,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.12847736625514403,
    "lp_acc5": 0.49407407407407405,
    "lp_mean_per_class_recall": 0.12872758765132133,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.11646090534979424,
    "lp_acc5": 0.4779423868312757,
    "lp_mean_per_class_recall": 0.11632963686669817,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.09481481481481481,
    "lp_acc5": 0.4376954732510288,
    "lp_mean_per_class_recall": 0.09464551282381714,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.08148148148148149,
    "lp_acc5": 0.3507818930041152,
    "lp_mean_per_class_recall": 0.0816021582455726,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.0757201646090535,
    "lp_acc5": 0.3209053497942387,
    "lp_mean_per_class_recall": 0.07597708849487664,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.07185185185185185,
    "lp_acc5": 0.3111111111111111,
    "lp_mean_per_class_recall": 0.0718495859271043,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.13160493827160494,
    "lp_acc5": 0.4978600823045268,
    "lp_mean_per_class_recall": 0.13160574967230798,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.12123456790123457,
    "lp_acc5": 0.4860905349794239,
    "lp_mean_per_class_recall": 0.121210109066231,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.1019753086419753,
    "lp_acc5": 0.4479835390946502,
    "lp_mean_per_class_recall": 0.10199239281786313,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.0751440329218107,
    "lp_acc5": 0.32,
    "lp_mean_per_class_recall": 0.07559494330096528,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.07209876543209877,
    "lp_acc5": 0.31366255144032923,
    "lp_mean_per_class_recall": 0.07225437727369965,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.06362139917695474,
    "lp_acc5": 0.29720164609053495,
    "lp_mean_per_class_recall": 0.06379090215589871,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.13267489711934155,
    "lp_acc5": 0.48732510288065845,
    "lp_mean_per_class_recall": 0.13280349888561604,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.12436213991769547,
    "lp_acc5": 0.49621399176954734,
    "lp_mean_per_class_recall": 0.12461031930331543,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.10238683127572017,
    "lp_acc5": 0.43703703703703706,
    "lp_mean_per_class_recall": 0.10283903875817775,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.0819753086419753,
    "lp_acc5": 0.33497942386831275,
    "lp_mean_per_class_recall": 0.08194003786287946,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.0708641975308642,
    "lp_acc5": 0.31646090534979426,
    "lp_mean_per_class_recall": 0.0710780826031932,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.06872427983539095,
    "lp_acc5": 0.31037037037037035,
    "lp_mean_per_class_recall": 0.06894460626549506,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.13053497942386832,
    "lp_acc5": 0.48790123456790124,
    "lp_mean_per_class_recall": 0.1306785631460014,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.12979423868312756,
    "lp_acc5": 0.49736625514403293,
    "lp_mean_per_class_recall": 0.13005742785877686,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.11185185185185186,
    "lp_acc5": 0.4548971193415638,
    "lp_mean_per_class_recall": 0.11232337366984181,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.08065843621399177,
    "lp_acc5": 0.34131687242798353,
    "lp_mean_per_class_recall": 0.08071581151160902,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.07349794238683127,
    "lp_acc5": 0.3234567901234568,
    "lp_mean_per_class_recall": 0.0736455782194104,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.07119341563786008,
    "lp_acc5": 0.3125925925925926,
    "lp_mean_per_class_recall": 0.07137887959664797,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.1279835390946502,
    "lp_acc5": 0.4845267489711934,
    "lp_mean_per_class_recall": 0.1279344602944793,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.13168724279835392,
    "lp_acc5": 0.494320987654321,
    "lp_mean_per_class_recall": 0.13186245477201375,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.11637860082304527,
    "lp_acc5": 0.4765432098765432,
    "lp_mean_per_class_recall": 0.11680497331471004,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.08082304526748971,
    "lp_acc5": 0.32469135802469135,
    "lp_mean_per_class_recall": 0.08135068118980805,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.08090534979423868,
    "lp_acc5": 0.35012345679012347,
    "lp_mean_per_class_recall": 0.08087062911679775,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.06320987654320988,
    "lp_acc5": 0.3135802469135803,
    "lp_mean_per_class_recall": 0.06364138842289055,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.1348971193415638,
    "lp_acc5": 0.4948148148148148,
    "lp_mean_per_class_recall": 0.13562100455108572,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.13053497942386832,
    "lp_acc5": 0.497283950617284,
    "lp_mean_per_class_recall": 0.13104598140385834,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.11333333333333333,
    "lp_acc5": 0.4553086419753086,
    "lp_mean_per_class_recall": 0.11357189502356925,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.0819753086419753,
    "lp_acc5": 0.36419753086419754,
    "lp_mean_per_class_recall": 0.08216926617607663,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.08074074074074074,
    "lp_acc5": 0.34814814814814815,
    "lp_mean_per_class_recall": 0.08093739455911289,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.0731687242798354,
    "lp_acc5": 0.3406584362139918,
    "lp_mean_per_class_recall": 0.07350739235433765,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.13580246913580246,
    "lp_acc5": 0.4937448559670782,
    "lp_mean_per_class_recall": 0.1362643162039982,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.13333333333333333,
    "lp_acc5": 0.5013168724279835,
    "lp_mean_per_class_recall": 0.13390188674032147,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.12016460905349795,
    "lp_acc5": 0.46814814814814815,
    "lp_mean_per_class_recall": 0.12045229681824504,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.0811522633744856,
    "lp_acc5": 0.3654320987654321,
    "lp_mean_per_class_recall": 0.08108183205294006,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.08189300411522633,
    "lp_acc5": 0.3546502057613169,
    "lp_mean_per_class_recall": 0.08212487181247115,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.08378600823045268,
    "lp_acc5": 0.35588477366255145,
    "lp_mean_per_class_recall": 0.08385102457911243,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.13695473251028806,
    "lp_acc5": 0.49045267489711936,
    "lp_mean_per_class_recall": 0.13755288417873623,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.1336625514403292,
    "lp_acc5": 0.49736625514403293,
    "lp_mean_per_class_recall": 0.13424131006862464,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.12452674897119341,
    "lp_acc5": 0.482798353909465,
    "lp_mean_per_class_recall": 0.12481450556839069,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.07415637860082304,
    "lp_acc5": 0.3362962962962963,
    "lp_mean_per_class_recall": 0.07421344243835065,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.07127572016460905,
    "lp_acc5": 0.31893004115226337,
    "lp_mean_per_class_recall": 0.07132878541033369,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.06123456790123457,
    "lp_acc5": 0.314320987654321,
    "lp_mean_per_class_recall": 0.06127104642635896,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.1374485596707819,
    "lp_acc5": 0.5121810699588477,
    "lp_mean_per_class_recall": 0.13742451190087226,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.1283127572016461,
    "lp_acc5": 0.5119341563786008,
    "lp_mean_per_class_recall": 0.1290196434564362,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.10839506172839507,
    "lp_acc5": 0.4605761316872428,
    "lp_mean_per_class_recall": 0.10898908877271687,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.08032921810699588,
    "lp_acc5": 0.3548148148148148,
    "lp_mean_per_class_recall": 0.08028913195906083,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.07325102880658436,
    "lp_acc5": 0.32477366255144036,
    "lp_mean_per_class_recall": 0.0732318138777156,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.06650205761316873,
    "lp_acc5": 0.3188477366255144,
    "lp_mean_per_class_recall": 0.06671554812795397,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.13753086419753086,
    "lp_acc5": 0.508559670781893,
    "lp_mean_per_class_recall": 0.137459762933318,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.13506172839506173,
    "lp_acc5": 0.5175308641975309,
    "lp_mean_per_class_recall": 0.1356647176040736,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.11465020576131688,
    "lp_acc5": 0.47728395061728396,
    "lp_mean_per_class_recall": 0.11537030422206183,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.08222222222222222,
    "lp_acc5": 0.3573662551440329,
    "lp_mean_per_class_recall": 0.08235128288148787,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.07580246913580246,
    "lp_acc5": 0.337201646090535,
    "lp_mean_per_class_recall": 0.0756616198543115,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.06987654320987655,
    "lp_acc5": 0.3237037037037037,
    "lp_mean_per_class_recall": 0.06997823693468351,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.13448559670781893,
    "lp_acc5": 0.5061728395061729,
    "lp_mean_per_class_recall": 0.13443983529402537,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.13925925925925925,
    "lp_acc5": 0.516872427983539,
    "lp_mean_per_class_recall": 0.13940616432103475,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.12255144032921811,
    "lp_acc5": 0.4978600823045268,
    "lp_mean_per_class_recall": 0.12304392268884988,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.07012345679012345,
    "lp_acc5": 0.31440329218106994,
    "lp_mean_per_class_recall": 0.070547193439392,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.07333333333333333,
    "lp_acc5": 0.31308641975308643,
    "lp_mean_per_class_recall": 0.07337350977476642,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.06205761316872428,
    "lp_acc5": 0.2837860082304527,
    "lp_mean_per_class_recall": 0.06193753892254647,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.13325102880658435,
    "lp_acc5": 0.49102880658436215,
    "lp_mean_per_class_recall": 0.13363643136183648,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.1231275720164609,
    "lp_acc5": 0.4737448559670782,
    "lp_mean_per_class_recall": 0.12352823978072275,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.09802469135802469,
    "lp_acc5": 0.4362962962962963,
    "lp_mean_per_class_recall": 0.09814425385480849,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.0811522633744856,
    "lp_acc5": 0.351358024691358,
    "lp_mean_per_class_recall": 0.08101957581507212,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.07135802469135802,
    "lp_acc5": 0.32123456790123456,
    "lp_mean_per_class_recall": 0.07138886542528725,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.0691358024691358,
    "lp_acc5": 0.30748971193415636,
    "lp_mean_per_class_recall": 0.06917147359744329,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.13530864197530865,
    "lp_acc5": 0.4939917695473251,
    "lp_mean_per_class_recall": 0.13583457453969966,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.12674897119341563,
    "lp_acc5": 0.4783539094650206,
    "lp_mean_per_class_recall": 0.12693844628560286,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.10469135802469136,
    "lp_acc5": 0.44493827160493826,
    "lp_mean_per_class_recall": 0.10486928803748934,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.08271604938271605,
    "lp_acc5": 0.35201646090534977,
    "lp_mean_per_class_recall": 0.08261102499132332,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.07234567901234568,
    "lp_acc5": 0.3350617283950617,
    "lp_mean_per_class_recall": 0.07248897706902865,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.06888888888888889,
    "lp_acc5": 0.31325102880658434,
    "lp_mean_per_class_recall": 0.06887102477537471,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.13407407407407407,
    "lp_acc5": 0.49588477366255146,
    "lp_mean_per_class_recall": 0.13435660511052736,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.12930041152263375,
    "lp_acc5": 0.48592592592592593,
    "lp_mean_per_class_recall": 0.1296716698341815,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.11020576131687243,
    "lp_acc5": 0.45728395061728394,
    "lp_mean_per_class_recall": 0.1104696519077088,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.08181069958847736,
    "lp_acc5": 0.34016460905349793,
    "lp_mean_per_class_recall": 0.08179186892278333,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.0674074074074074,
    "lp_acc5": 0.30806584362139916,
    "lp_mean_per_class_recall": 0.06713536845874349,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.06526748971193416,
    "lp_acc5": 0.31835390946502057,
    "lp_mean_per_class_recall": 0.0653252283487114,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.12979423868312756,
    "lp_acc5": 0.5106172839506172,
    "lp_mean_per_class_recall": 0.12999935662837062,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.1194238683127572,
    "lp_acc5": 0.5053497942386831,
    "lp_mean_per_class_recall": 0.11971010953599219,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.10691358024691358,
    "lp_acc5": 0.454320987654321,
    "lp_mean_per_class_recall": 0.10685853250984095,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.07662551440329218,
    "lp_acc5": 0.3302880658436214,
    "lp_mean_per_class_recall": 0.07661755708361379,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.06839506172839506,
    "lp_acc5": 0.31037037037037035,
    "lp_mean_per_class_recall": 0.06825634879955504,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.06633744855967078,
    "lp_acc5": 0.3131687242798354,
    "lp_mean_per_class_recall": 0.0662080192413677,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.1325925925925926,
    "lp_acc5": 0.5104526748971193,
    "lp_mean_per_class_recall": 0.1325694349245754,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.12436213991769547,
    "lp_acc5": 0.5066666666666667,
    "lp_mean_per_class_recall": 0.12442282447719433,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.11325102880658436,
    "lp_acc5": 0.47144032921810697,
    "lp_mean_per_class_recall": 0.11335448071870667,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.07761316872427984,
    "lp_acc5": 0.3376131687242798,
    "lp_mean_per_class_recall": 0.07750866555505222,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.06995884773662552,
    "lp_acc5": 0.31267489711934154,
    "lp_mean_per_class_recall": 0.06993208122267919,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.06699588477366256,
    "lp_acc5": 0.3105349794238683,
    "lp_mean_per_class_recall": 0.06680571057189183,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.1359670781893004,
    "lp_acc5": 0.5130041152263375,
    "lp_mean_per_class_recall": 0.1361048928320334,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.1265020576131687,
    "lp_acc5": 0.5076543209876543,
    "lp_mean_per_class_recall": 0.12650755736420116,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.11786008230452674,
    "lp_acc5": 0.49152263374485594,
    "lp_mean_per_class_recall": 0.11790051399051713,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.08288065843621399,
    "lp_acc5": 0.33012345679012345,
    "lp_mean_per_class_recall": 0.08309124074870579,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.0731687242798354,
    "lp_acc5": 0.3105349794238683,
    "lp_mean_per_class_recall": 0.07342380450049693,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.06205761316872428,
    "lp_acc5": 0.30148148148148146,
    "lp_mean_per_class_recall": 0.06270685518572097,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.13679012345679012,
    "lp_acc5": 0.4959670781893004,
    "lp_mean_per_class_recall": 0.136864868797434,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.11925925925925926,
    "lp_acc5": 0.49094650205761314,
    "lp_mean_per_class_recall": 0.11945246747089884,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.10872427983539094,
    "lp_acc5": 0.45843621399176954,
    "lp_mean_per_class_recall": 0.10843877967970098,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.08148148148148149,
    "lp_acc5": 0.33596707818930044,
    "lp_mean_per_class_recall": 0.0817690106998239,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.0751440329218107,
    "lp_acc5": 0.3128395061728395,
    "lp_mean_per_class_recall": 0.07553607888360792,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.06773662551440329,
    "lp_acc5": 0.31020576131687244,
    "lp_mean_per_class_recall": 0.06801112093238615,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.13736625514403292,
    "lp_acc5": 0.5013991769547325,
    "lp_mean_per_class_recall": 0.13755789288921283,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.12551440329218108,
    "lp_acc5": 0.4925925925925926,
    "lp_mean_per_class_recall": 0.12571936364099026,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.11292181069958848,
    "lp_acc5": 0.47473251028806585,
    "lp_mean_per_class_recall": 0.1128146093562029,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.08436213991769548,
    "lp_acc5": 0.3397530864197531,
    "lp_mean_per_class_recall": 0.08430241358510801,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.0739917695473251,
    "lp_acc5": 0.3223045267489712,
    "lp_mean_per_class_recall": 0.07444352185927781,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.07111111111111111,
    "lp_acc5": 0.31308641975308643,
    "lp_mean_per_class_recall": 0.0713188029413569,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.1411522633744856,
    "lp_acc5": 0.497283950617284,
    "lp_mean_per_class_recall": 0.1414298255905299,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.13415637860082305,
    "lp_acc5": 0.4945679012345679,
    "lp_mean_per_class_recall": 0.13413533727168203,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_azimuth",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.11473251028806584,
    "lp_acc5": 0.4854320987654321,
    "lp_mean_per_class_recall": 0.11479138608901507,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.17967078189300412,
    "lp_acc5": 0.7037860082304527,
    "lp_mean_per_class_recall": 0.18016742774048897,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.1753909465020576,
    "lp_acc5": 0.6852674897119342,
    "lp_mean_per_class_recall": 0.1761697251106431,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.14008230452674897,
    "lp_acc5": 0.6092181069958847,
    "lp_mean_per_class_recall": 0.13828635821867064,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.3814814814814815,
    "lp_acc5": 0.9289711934156378,
    "lp_mean_per_class_recall": 0.3828120482087094,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.32592592592592595,
    "lp_acc5": 0.8987654320987655,
    "lp_mean_per_class_recall": 0.3275033817207567,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.2613168724279835,
    "lp_acc5": 0.8218930041152264,
    "lp_mean_per_class_recall": 0.2635660843795644,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.19604938271604938,
    "lp_acc5": 0.7268312757201646,
    "lp_mean_per_class_recall": 0.1968771752076612,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.17983539094650206,
    "lp_acc5": 0.694485596707819,
    "lp_mean_per_class_recall": 0.18062899412859407,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.15489711934156378,
    "lp_acc5": 0.6534979423868312,
    "lp_mean_per_class_recall": 0.15307818218913635,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.3902880658436214,
    "lp_acc5": 0.9339094650205761,
    "lp_mean_per_class_recall": 0.391657928808107,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.35333333333333333,
    "lp_acc5": 0.9118518518518518,
    "lp_mean_per_class_recall": 0.3546785585698756,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.27646090534979423,
    "lp_acc5": 0.8415637860082305,
    "lp_mean_per_class_recall": 0.27856628541993406,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.19983539094650205,
    "lp_acc5": 0.7224691358024692,
    "lp_mean_per_class_recall": 0.2005830640352698,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.18790123456790123,
    "lp_acc5": 0.7054320987654321,
    "lp_mean_per_class_recall": 0.1887880926401627,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.16732510288065844,
    "lp_acc5": 0.6875720164609054,
    "lp_mean_per_class_recall": 0.1667327588715555,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.3950617283950617,
    "lp_acc5": 0.9363786008230452,
    "lp_mean_per_class_recall": 0.39606746035564855,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.3725925925925926,
    "lp_acc5": 0.9210699588477367,
    "lp_mean_per_class_recall": 0.3740033522624251,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.2962139917695473,
    "lp_acc5": 0.8671604938271605,
    "lp_mean_per_class_recall": 0.29806558974235736,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.17251028806584362,
    "lp_acc5": 0.6930864197530864,
    "lp_mean_per_class_recall": 0.17207065863064963,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.15983539094650207,
    "lp_acc5": 0.6881481481481482,
    "lp_mean_per_class_recall": 0.15982219299063374,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.12082304526748971,
    "lp_acc5": 0.6304526748971193,
    "lp_mean_per_class_recall": 0.12032627691218369,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.3447736625514403,
    "lp_acc5": 0.9158024691358024,
    "lp_mean_per_class_recall": 0.34588980332249475,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.2940740740740741,
    "lp_acc5": 0.8801646090534979,
    "lp_mean_per_class_recall": 0.2955917247585509,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.25020576131687244,
    "lp_acc5": 0.8209053497942387,
    "lp_mean_per_class_recall": 0.25176811323221887,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.18748971193415637,
    "lp_acc5": 0.7300411522633745,
    "lp_mean_per_class_recall": 0.18763104780605555,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.17160493827160495,
    "lp_acc5": 0.6925102880658436,
    "lp_mean_per_class_recall": 0.1714754413350216,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.1376954732510288,
    "lp_acc5": 0.676954732510288,
    "lp_mean_per_class_recall": 0.13669352100580298,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.36189300411522635,
    "lp_acc5": 0.9220576131687243,
    "lp_mean_per_class_recall": 0.36290387678572755,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.311440329218107,
    "lp_acc5": 0.8950617283950617,
    "lp_mean_per_class_recall": 0.3125566794727086,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.2605761316872428,
    "lp_acc5": 0.837119341563786,
    "lp_mean_per_class_recall": 0.26247625529942836,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.19333333333333333,
    "lp_acc5": 0.7375308641975309,
    "lp_mean_per_class_recall": 0.19319070392642806,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.17621399176954733,
    "lp_acc5": 0.7038683127572016,
    "lp_mean_per_class_recall": 0.17605227872921173,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.1451028806584362,
    "lp_acc5": 0.6978600823045268,
    "lp_mean_per_class_recall": 0.14442375442877767,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.371440329218107,
    "lp_acc5": 0.9273251028806584,
    "lp_mean_per_class_recall": 0.37267763449017927,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.32823045267489714,
    "lp_acc5": 0.9043621399176954,
    "lp_mean_per_class_recall": 0.32905347681469027,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.277037037037037,
    "lp_acc5": 0.8549794238683127,
    "lp_mean_per_class_recall": 0.27876970377869204,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.1765432098765432,
    "lp_acc5": 0.7037860082304527,
    "lp_mean_per_class_recall": 0.1766143016104006,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.1708641975308642,
    "lp_acc5": 0.702880658436214,
    "lp_mean_per_class_recall": 0.17116791136835088,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.13160493827160494,
    "lp_acc5": 0.6010699588477366,
    "lp_mean_per_class_recall": 0.13102110444755696,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.37193415637860083,
    "lp_acc5": 0.9246090534979424,
    "lp_mean_per_class_recall": 0.37323204573467766,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.32296296296296295,
    "lp_acc5": 0.8985185185185185,
    "lp_mean_per_class_recall": 0.3242081560546256,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.25366255144032923,
    "lp_acc5": 0.8306172839506173,
    "lp_mean_per_class_recall": 0.255508848869557,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.19843621399176956,
    "lp_acc5": 0.7248559670781893,
    "lp_mean_per_class_recall": 0.19830084806476436,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.171440329218107,
    "lp_acc5": 0.7077366255144033,
    "lp_mean_per_class_recall": 0.1714895735619742,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.13901234567901236,
    "lp_acc5": 0.6595884773662551,
    "lp_mean_per_class_recall": 0.13791498358416038,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.38436213991769547,
    "lp_acc5": 0.9321810699588478,
    "lp_mean_per_class_recall": 0.3849119080701737,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.34131687242798353,
    "lp_acc5": 0.9097119341563786,
    "lp_mean_per_class_recall": 0.34237476521538235,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.2753909465020576,
    "lp_acc5": 0.8477366255144033,
    "lp_mean_per_class_recall": 0.2770997525000314,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.2011522633744856,
    "lp_acc5": 0.7242798353909465,
    "lp_mean_per_class_recall": 0.20104610332373996,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.17415637860082306,
    "lp_acc5": 0.7100411522633745,
    "lp_mean_per_class_recall": 0.17404118242557842,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.1580246913580247,
    "lp_acc5": 0.7041975308641976,
    "lp_mean_per_class_recall": 0.15753434398713592,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.3939917695473251,
    "lp_acc5": 0.9376131687242798,
    "lp_mean_per_class_recall": 0.39504745125665736,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.35991769547325103,
    "lp_acc5": 0.9180246913580247,
    "lp_mean_per_class_recall": 0.36080626919269665,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.29703703703703704,
    "lp_acc5": 0.8710288065843621,
    "lp_mean_per_class_recall": 0.29836151151600865,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.17308641975308642,
    "lp_acc5": 0.6720987654320988,
    "lp_mean_per_class_recall": 0.17296611989888827,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.16148148148148148,
    "lp_acc5": 0.6575308641975308,
    "lp_mean_per_class_recall": 0.16120381606053155,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.12106995884773662,
    "lp_acc5": 0.6148148148148148,
    "lp_mean_per_class_recall": 0.12075233097960661,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.36074074074074075,
    "lp_acc5": 0.9187654320987654,
    "lp_mean_per_class_recall": 0.36190783946013205,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.31176954732510287,
    "lp_acc5": 0.8892181069958848,
    "lp_mean_per_class_recall": 0.3133728608382706,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.25069958847736623,
    "lp_acc5": 0.8261728395061728,
    "lp_mean_per_class_recall": 0.25280246244172105,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.20238683127572016,
    "lp_acc5": 0.7039506172839506,
    "lp_mean_per_class_recall": 0.20395104852619753,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.17465020576131687,
    "lp_acc5": 0.6586008230452675,
    "lp_mean_per_class_recall": 0.1752238493059658,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.1423045267489712,
    "lp_acc5": 0.6396707818930041,
    "lp_mean_per_class_recall": 0.14159728200348087,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.36436213991769545,
    "lp_acc5": 0.9231275720164609,
    "lp_mean_per_class_recall": 0.36547108670169326,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.33226337448559673,
    "lp_acc5": 0.905514403292181,
    "lp_mean_per_class_recall": 0.3336131488345077,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.2665843621399177,
    "lp_acc5": 0.8431275720164609,
    "lp_mean_per_class_recall": 0.26821224869334553,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.20930041152263373,
    "lp_acc5": 0.7095473251028807,
    "lp_mean_per_class_recall": 0.21084587992951542,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.1874074074074074,
    "lp_acc5": 0.6696296296296296,
    "lp_mean_per_class_recall": 0.18840330155222337,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.14716049382716048,
    "lp_acc5": 0.6604938271604939,
    "lp_mean_per_class_recall": 0.14644600053311865,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.37061728395061727,
    "lp_acc5": 0.9250205761316872,
    "lp_mean_per_class_recall": 0.37157711046284925,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.35218106995884774,
    "lp_acc5": 0.9131687242798354,
    "lp_mean_per_class_recall": 0.35312142525453877,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.28444444444444444,
    "lp_acc5": 0.8614814814814815,
    "lp_mean_per_class_recall": 0.2860737960537472,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.19275720164609053,
    "lp_acc5": 0.6721810699588477,
    "lp_mean_per_class_recall": 0.193877830949713,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.17300411522633743,
    "lp_acc5": 0.6733333333333333,
    "lp_mean_per_class_recall": 0.1740312717762466,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.14765432098765433,
    "lp_acc5": 0.64,
    "lp_mean_per_class_recall": 0.1474122706620176,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.36847736625514405,
    "lp_acc5": 0.9340740740740741,
    "lp_mean_per_class_recall": 0.36954659247342064,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.3297119341563786,
    "lp_acc5": 0.902633744855967,
    "lp_mean_per_class_recall": 0.3309779478901249,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.2632098765432099,
    "lp_acc5": 0.8423045267489712,
    "lp_mean_per_class_recall": 0.26512920996296774,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.1948148148148148,
    "lp_acc5": 0.7446913580246913,
    "lp_mean_per_class_recall": 0.19585934182608916,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.17893004115226338,
    "lp_acc5": 0.6832921810699588,
    "lp_mean_per_class_recall": 0.18006824950922912,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.15654320987654322,
    "lp_acc5": 0.6662551440329219,
    "lp_mean_per_class_recall": 0.15652448257553248,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.37720164609053497,
    "lp_acc5": 0.9366255144032922,
    "lp_mean_per_class_recall": 0.3781027064510828,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.34658436213991767,
    "lp_acc5": 0.9189300411522634,
    "lp_mean_per_class_recall": 0.347562438977336,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.2757201646090535,
    "lp_acc5": 0.8595061728395061,
    "lp_mean_per_class_recall": 0.2775396888332183,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.19465020576131686,
    "lp_acc5": 0.7358024691358025,
    "lp_mean_per_class_recall": 0.19553692361370786,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.1842798353909465,
    "lp_acc5": 0.6987654320987654,
    "lp_mean_per_class_recall": 0.18523327036329365,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.16502057613168725,
    "lp_acc5": 0.6738271604938272,
    "lp_mean_per_class_recall": 0.16569200892364894,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.38353909465020575,
    "lp_acc5": 0.9404938271604938,
    "lp_mean_per_class_recall": 0.38431642508692376,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.3581069958847737,
    "lp_acc5": 0.9295473251028806,
    "lp_mean_per_class_recall": 0.3589418883314576,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.3004115226337449,
    "lp_acc5": 0.8777777777777778,
    "lp_mean_per_class_recall": 0.3019546349412918,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.17777777777777778,
    "lp_acc5": 0.6866666666666666,
    "lp_mean_per_class_recall": 0.17844733523938697,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.1788477366255144,
    "lp_acc5": 0.6619753086419753,
    "lp_mean_per_class_recall": 0.17851379117008973,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.11185185185185186,
    "lp_acc5": 0.602880658436214,
    "lp_mean_per_class_recall": 0.11195714488055075,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.3499588477366255,
    "lp_acc5": 0.911440329218107,
    "lp_mean_per_class_recall": 0.3515608898127231,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.2902880658436214,
    "lp_acc5": 0.8619753086419754,
    "lp_mean_per_class_recall": 0.29214863352149756,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.24790123456790122,
    "lp_acc5": 0.8118518518518518,
    "lp_mean_per_class_recall": 0.250066138551909,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.19901234567901235,
    "lp_acc5": 0.6930041152263374,
    "lp_mean_per_class_recall": 0.20048778605856,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.18041152263374485,
    "lp_acc5": 0.6688888888888889,
    "lp_mean_per_class_recall": 0.18048861493737547,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.14666666666666667,
    "lp_acc5": 0.6568724279835391,
    "lp_mean_per_class_recall": 0.14648396634565258,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.35958847736625515,
    "lp_acc5": 0.9185185185185185,
    "lp_mean_per_class_recall": 0.3607479780646423,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.3125925925925926,
    "lp_acc5": 0.8809053497942387,
    "lp_mean_per_class_recall": 0.31420086753718657,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.254320987654321,
    "lp_acc5": 0.8234567901234567,
    "lp_mean_per_class_recall": 0.2563455107424967,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.19901234567901235,
    "lp_acc5": 0.700082304526749,
    "lp_mean_per_class_recall": 0.20038150910805502,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.1837037037037037,
    "lp_acc5": 0.6757201646090535,
    "lp_mean_per_class_recall": 0.18384427836007644,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.1748971193415638,
    "lp_acc5": 0.6654320987654321,
    "lp_mean_per_class_recall": 0.1746740118057305,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.3699588477366255,
    "lp_acc5": 0.9242798353909465,
    "lp_mean_per_class_recall": 0.37104815865499013,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.33111111111111113,
    "lp_acc5": 0.8983539094650206,
    "lp_mean_per_class_recall": 0.3326961123265012,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.26839506172839506,
    "lp_acc5": 0.8352263374485597,
    "lp_mean_per_class_recall": 0.2703372643049839,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.16905349794238683,
    "lp_acc5": 0.656954732510288,
    "lp_mean_per_class_recall": 0.16989619537960232,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.1511111111111111,
    "lp_acc5": 0.6011522633744856,
    "lp_mean_per_class_recall": 0.15112105554766841,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.12230452674897119,
    "lp_acc5": 0.5886419753086419,
    "lp_mean_per_class_recall": 0.12227477193552937,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.3345679012345679,
    "lp_acc5": 0.8975308641975308,
    "lp_mean_per_class_recall": 0.33603175003109553,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.302880658436214,
    "lp_acc5": 0.8740740740740741,
    "lp_mean_per_class_recall": 0.3043754620988163,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.24320987654320989,
    "lp_acc5": 0.8068312757201647,
    "lp_mean_per_class_recall": 0.24501917514657834,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.16041152263374486,
    "lp_acc5": 0.6584362139917695,
    "lp_mean_per_class_recall": 0.16021052649075343,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.1529218106995885,
    "lp_acc5": 0.6051028806584362,
    "lp_mean_per_class_recall": 0.15280438268670263,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.14246913580246914,
    "lp_acc5": 0.5936625514403292,
    "lp_mean_per_class_recall": 0.14246922639238535,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.33711934156378603,
    "lp_acc5": 0.902962962962963,
    "lp_mean_per_class_recall": 0.338553725822884,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.3195884773662551,
    "lp_acc5": 0.885679012345679,
    "lp_mean_per_class_recall": 0.320810783852218,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.2601646090534979,
    "lp_acc5": 0.8265843621399177,
    "lp_mean_per_class_recall": 0.261755426029841,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.16148148148148148,
    "lp_acc5": 0.6708641975308642,
    "lp_mean_per_class_recall": 0.16133802712826759,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.15555555555555556,
    "lp_acc5": 0.6220576131687243,
    "lp_mean_per_class_recall": 0.15548042064710066,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.14823045267489712,
    "lp_acc5": 0.597119341563786,
    "lp_mean_per_class_recall": 0.14820249438484312,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.3414814814814815,
    "lp_acc5": 0.9064197530864198,
    "lp_mean_per_class_recall": 0.34292924652605644,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.32839506172839505,
    "lp_acc5": 0.8948971193415638,
    "lp_mean_per_class_recall": 0.3295738751693067,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.2782716049382716,
    "lp_acc5": 0.8500411522633745,
    "lp_mean_per_class_recall": 0.27968491821277996,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.17687242798353908,
    "lp_acc5": 0.7099588477366255,
    "lp_mean_per_class_recall": 0.17751682780008926,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.1683127572016461,
    "lp_acc5": 0.717366255144033,
    "lp_mean_per_class_recall": 0.16840256138680124,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.1376954732510288,
    "lp_acc5": 0.5915226337448559,
    "lp_mean_per_class_recall": 0.13621723454903756,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.37440329218106994,
    "lp_acc5": 0.931358024691358,
    "lp_mean_per_class_recall": 0.3752570440441592,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.3297119341563786,
    "lp_acc5": 0.8987654320987655,
    "lp_mean_per_class_recall": 0.33128148256356926,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.25333333333333335,
    "lp_acc5": 0.8311111111111111,
    "lp_mean_per_class_recall": 0.2553362452308837,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.19415637860082305,
    "lp_acc5": 0.7345679012345679,
    "lp_mean_per_class_recall": 0.19467377949274398,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.1705349794238683,
    "lp_acc5": 0.7245267489711934,
    "lp_mean_per_class_recall": 0.17084931322842906,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.14781893004115226,
    "lp_acc5": 0.6699588477366255,
    "lp_mean_per_class_recall": 0.1463299015227139,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.38304526748971196,
    "lp_acc5": 0.936954732510288,
    "lp_mean_per_class_recall": 0.3841335082945732,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.35102880658436214,
    "lp_acc5": 0.9151440329218107,
    "lp_mean_per_class_recall": 0.35222608116390475,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.27012345679012345,
    "lp_acc5": 0.8501234567901235,
    "lp_mean_per_class_recall": 0.2721091078219344,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.1994238683127572,
    "lp_acc5": 0.7353909465020576,
    "lp_mean_per_class_recall": 0.19999969660308314,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.17530864197530865,
    "lp_acc5": 0.7299588477366256,
    "lp_mean_per_class_recall": 0.17583760743305474,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.16263374485596707,
    "lp_acc5": 0.7102057613168724,
    "lp_mean_per_class_recall": 0.16210480284055065,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.3916049382716049,
    "lp_acc5": 0.94,
    "lp_mean_per_class_recall": 0.39250845454240574,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.36724279835390944,
    "lp_acc5": 0.9245267489711935,
    "lp_mean_per_class_recall": 0.36781806461973654,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.29843621399176956,
    "lp_acc5": 0.8725102880658436,
    "lp_mean_per_class_recall": 0.3002536889460571,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.17094650205761316,
    "lp_acc5": 0.6869135802469136,
    "lp_mean_per_class_recall": 0.17188411699290398,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.1639506172839506,
    "lp_acc5": 0.6099588477366256,
    "lp_mean_per_class_recall": 0.16468877374495344,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.12691358024691357,
    "lp_acc5": 0.5789300411522633,
    "lp_mean_per_class_recall": 0.127019274640655,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.34131687242798353,
    "lp_acc5": 0.9154732510288066,
    "lp_mean_per_class_recall": 0.3421143700104622,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.31209876543209875,
    "lp_acc5": 0.8903703703703704,
    "lp_mean_per_class_recall": 0.31345622666657624,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.25670781893004113,
    "lp_acc5": 0.8409053497942387,
    "lp_mean_per_class_recall": 0.2581002389996939,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.18691358024691357,
    "lp_acc5": 0.6804938271604938,
    "lp_mean_per_class_recall": 0.1870901957309978,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.1671604938271605,
    "lp_acc5": 0.6173662551440329,
    "lp_mean_per_class_recall": 0.167920008056325,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.14962962962962964,
    "lp_acc5": 0.6036213991769548,
    "lp_mean_per_class_recall": 0.14945794963378145,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.3476543209876543,
    "lp_acc5": 0.920082304526749,
    "lp_mean_per_class_recall": 0.3482732696243394,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.32625514403292183,
    "lp_acc5": 0.902633744855967,
    "lp_mean_per_class_recall": 0.32703434075568716,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.271440329218107,
    "lp_acc5": 0.854485596707819,
    "lp_mean_per_class_recall": 0.27298212356636953,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.18880658436213993,
    "lp_acc5": 0.7003292181069959,
    "lp_mean_per_class_recall": 0.18939012033434766,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.17300411522633743,
    "lp_acc5": 0.6356378600823045,
    "lp_mean_per_class_recall": 0.17367964961161675,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.15637860082304528,
    "lp_acc5": 0.6066666666666667,
    "lp_mean_per_class_recall": 0.15672522970305497,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.3508641975308642,
    "lp_acc5": 0.9237037037037037,
    "lp_mean_per_class_recall": 0.3517471169118445,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.33588477366255143,
    "lp_acc5": 0.9111111111111111,
    "lp_mean_per_class_recall": 0.33665921715915303,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.2902880658436214,
    "lp_acc5": 0.8701234567901235,
    "lp_mean_per_class_recall": 0.291830962788134,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.18304526748971192,
    "lp_acc5": 0.6834567901234568,
    "lp_mean_per_class_recall": 0.18438313505162368,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.17744855967078188,
    "lp_acc5": 0.6435390946502058,
    "lp_mean_per_class_recall": 0.1783456648357064,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.12008230452674896,
    "lp_acc5": 0.6003292181069959,
    "lp_mean_per_class_recall": 0.11985512096594049,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.3888888888888889,
    "lp_acc5": 0.931275720164609,
    "lp_mean_per_class_recall": 0.3900844660570119,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.34131687242798353,
    "lp_acc5": 0.8963786008230452,
    "lp_mean_per_class_recall": 0.34230129712460794,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.26880658436213994,
    "lp_acc5": 0.8440329218106996,
    "lp_mean_per_class_recall": 0.27046402060988534,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.19267489711934158,
    "lp_acc5": 0.6804938271604938,
    "lp_mean_per_class_recall": 0.1932468334327888,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.18008230452674898,
    "lp_acc5": 0.6496296296296297,
    "lp_mean_per_class_recall": 0.18088796500194285,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.16469135802469137,
    "lp_acc5": 0.6162962962962963,
    "lp_mean_per_class_recall": 0.16551681584326497,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.40181069958847737,
    "lp_acc5": 0.9352263374485597,
    "lp_mean_per_class_recall": 0.4026587052448548,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.35991769547325103,
    "lp_acc5": 0.9126748971193416,
    "lp_mean_per_class_recall": 0.3609281794824556,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.2814814814814815,
    "lp_acc5": 0.8567901234567902,
    "lp_mean_per_class_recall": 0.28309491536838066,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.19415637860082305,
    "lp_acc5": 0.6952263374485597,
    "lp_mean_per_class_recall": 0.1949424717851477,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.18386831275720164,
    "lp_acc5": 0.6567901234567901,
    "lp_mean_per_class_recall": 0.1846845875050746,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.17358024691358026,
    "lp_acc5": 0.6322633744855967,
    "lp_mean_per_class_recall": 0.17446972879365782,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.41316872427983536,
    "lp_acc5": 0.9396707818930041,
    "lp_mean_per_class_recall": 0.4143246287813998,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.37818930041152266,
    "lp_acc5": 0.925514403292181,
    "lp_mean_per_class_recall": 0.3794622739487222,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.30518518518518517,
    "lp_acc5": 0.8751440329218108,
    "lp_mean_per_class_recall": 0.306622084765448,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.18954732510288066,
    "lp_acc5": 0.6874897119341564,
    "lp_mean_per_class_recall": 0.19061221871164533,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.16617283950617284,
    "lp_acc5": 0.674074074074074,
    "lp_mean_per_class_recall": 0.16741137642914872,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.16008230452674896,
    "lp_acc5": 0.6695473251028806,
    "lp_mean_per_class_recall": 0.15969546884154706,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.37662551440329217,
    "lp_acc5": 0.922880658436214,
    "lp_mean_per_class_recall": 0.37733121661346386,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.33037037037037037,
    "lp_acc5": 0.8921810699588477,
    "lp_mean_per_class_recall": 0.3315557250357706,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.2566255144032922,
    "lp_acc5": 0.8297942386831276,
    "lp_mean_per_class_recall": 0.2582659651915306,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.1805761316872428,
    "lp_acc5": 0.7116872427983539,
    "lp_mean_per_class_recall": 0.18118063511043492,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.16847736625514403,
    "lp_acc5": 0.682716049382716,
    "lp_mean_per_class_recall": 0.16930052985453223,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.17102880658436215,
    "lp_acc5": 0.677037037037037,
    "lp_mean_per_class_recall": 0.17213111863976366,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.3832921810699588,
    "lp_acc5": 0.9256790123456791,
    "lp_mean_per_class_recall": 0.3836889633925089,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.3496296296296296,
    "lp_acc5": 0.9090534979423869,
    "lp_mean_per_class_recall": 0.3506397741870788,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.2787654320987654,
    "lp_acc5": 0.8468312757201646,
    "lp_mean_per_class_recall": 0.280206780230516,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.18304526748971192,
    "lp_acc5": 0.717037037037037,
    "lp_mean_per_class_recall": 0.18361027006261682,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.17407407407407408,
    "lp_acc5": 0.6950617283950618,
    "lp_mean_per_class_recall": 0.1749769906177782,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.17069958847736624,
    "lp_acc5": 0.6738271604938272,
    "lp_mean_per_class_recall": 0.17208660665692543,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.3873251028806584,
    "lp_acc5": 0.928395061728395,
    "lp_mean_per_class_recall": 0.3878851900574085,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.36930041152263376,
    "lp_acc5": 0.9183539094650206,
    "lp_mean_per_class_recall": 0.370349844067901,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.30847736625514405,
    "lp_acc5": 0.8719341563786008,
    "lp_mean_per_class_recall": 0.3095378563829095,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.16584362139917697,
    "lp_acc5": 0.6786831275720164,
    "lp_mean_per_class_recall": 0.16662608480361804,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.16106995884773662,
    "lp_acc5": 0.6681481481481482,
    "lp_mean_per_class_recall": 0.16124677173289179,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.16156378600823046,
    "lp_acc5": 0.6073251028806584,
    "lp_mean_per_class_recall": 0.16306476068278947,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.3716872427983539,
    "lp_acc5": 0.9274074074074075,
    "lp_mean_per_class_recall": 0.37307639291379463,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.3310288065843621,
    "lp_acc5": 0.9017283950617284,
    "lp_mean_per_class_recall": 0.3327318107619049,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.2680658436213992,
    "lp_acc5": 0.8429629629629629,
    "lp_mean_per_class_recall": 0.26972617807029614,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.17786008230452674,
    "lp_acc5": 0.7082304526748971,
    "lp_mean_per_class_recall": 0.178117277183811,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.15917695473251028,
    "lp_acc5": 0.6725925925925926,
    "lp_mean_per_class_recall": 0.1595442737902868,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.15975308641975308,
    "lp_acc5": 0.6524279835390947,
    "lp_mean_per_class_recall": 0.16015264642007215,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.37736625514403294,
    "lp_acc5": 0.9316872427983539,
    "lp_mean_per_class_recall": 0.3783907780860536,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.35333333333333333,
    "lp_acc5": 0.9144855967078189,
    "lp_mean_per_class_recall": 0.354607061722173,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.2859259259259259,
    "lp_acc5": 0.8592592592592593,
    "lp_mean_per_class_recall": 0.2875142925931746,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.17761316872427985,
    "lp_acc5": 0.7077366255144033,
    "lp_mean_per_class_recall": 0.1778010319977531,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.16526748971193417,
    "lp_acc5": 0.6867489711934156,
    "lp_mean_per_class_recall": 0.1655887931105144,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.16016460905349794,
    "lp_acc5": 0.6636213991769547,
    "lp_mean_per_class_recall": 0.1603892755446097,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.3772839506172839,
    "lp_acc5": 0.9345679012345679,
    "lp_mean_per_class_recall": 0.37867206603830855,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.3668312757201646,
    "lp_acc5": 0.9207407407407407,
    "lp_mean_per_class_recall": 0.3684358644394307,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab/smallnorb_label_elevation",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.30617283950617286,
    "lp_acc5": 0.8758847736625515,
    "lp_mean_per_class_recall": 0.3075688802459978,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.3183389674247081,
    "lp_acc5": 0.7452750460971113,
    "lp_mean_per_class_recall": 0.3073690120612678,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.2727412415488629,
    "lp_acc5": 0.7214966195451752,
    "lp_mean_per_class_recall": 0.28498190200016466,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.18680854333128458,
    "lp_acc5": 0.7010986478180701,
    "lp_mean_per_class_recall": 0.13834678973963987,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7082821143208359,
    "lp_acc5": 0.9597034419176398,
    "lp_mean_per_class_recall": 0.6808069710839681,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.6681007990165949,
    "lp_acc5": 0.9489474492931776,
    "lp_mean_per_class_recall": 0.627311766063644,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.5468269821757836,
    "lp_acc5": 0.9026966810079902,
    "lp_mean_per_class_recall": 0.47177279718818016,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.3371619545175169,
    "lp_acc5": 0.7658266748617086,
    "lp_mean_per_class_recall": 0.329166533531399,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.3032421634910879,
    "lp_acc5": 0.7446220036877689,
    "lp_mean_per_class_recall": 0.29950402924660824,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.20559311616472034,
    "lp_acc5": 0.7462738168408113,
    "lp_mean_per_class_recall": 0.18806013340715752,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7140058389674248,
    "lp_acc5": 0.9612784265519361,
    "lp_mean_per_class_recall": 0.6884664378506397,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.687039028887523,
    "lp_acc5": 0.9537492317148125,
    "lp_mean_per_class_recall": 0.6520956755583055,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.5996081745543946,
    "lp_acc5": 0.9252842655193608,
    "lp_mean_per_class_recall": 0.5379665617077323,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.3440765212046712,
    "lp_acc5": 0.7831130915795943,
    "lp_mean_per_class_recall": 0.3326713334393488,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.3183389674247081,
    "lp_acc5": 0.7500384142593731,
    "lp_mean_per_class_recall": 0.31481770263627995,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.24892440073755379,
    "lp_acc5": 0.7108942839582053,
    "lp_mean_per_class_recall": 0.25369084962849325,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7175783650891211,
    "lp_acc5": 0.9628534111862324,
    "lp_mean_per_class_recall": 0.6928829187274417,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.6997157344806392,
    "lp_acc5": 0.9575522433927474,
    "lp_mean_per_class_recall": 0.6690221798285891,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 5.01,
    "gmacs_total": 96456237491.2,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32-quickgelu laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.636639520590043,
    "lp_acc5": 0.9397664413030117,
    "lp_mean_per_class_recall": 0.5862550137156591,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab_svhn",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.1979102642901045,
    "lp_acc5": 0.6579978488014752,
    "lp_mean_per_class_recall": 0.18893516697083226,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab_svhn",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.16518131530424093,
    "lp_acc5": 0.568300553165335,
    "lp_mean_per_class_recall": 0.16837154943012175,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab_svhn",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.0918100799016595,
    "lp_acc5": 0.605139827904118,
    "lp_mean_per_class_recall": 0.10502179321847438,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab_svhn",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.6369468346650277,
    "lp_acc5": 0.9437615242778119,
    "lp_mean_per_class_recall": 0.6067256133036601,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab_svhn",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.5700291948371236,
    "lp_acc5": 0.9254379225568531,
    "lp_mean_per_class_recall": 0.5173434961761247,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab_svhn",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.3715811309157959,
    "lp_acc5": 0.8395436385986478,
    "lp_mean_per_class_recall": 0.2516370755462146,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab_svhn",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.2077443146896128,
    "lp_acc5": 0.6462814996926859,
    "lp_mean_per_class_recall": 0.20999927861917503,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab_svhn",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.180239704978488,
    "lp_acc5": 0.5815534726490473,
    "lp_mean_per_class_recall": 0.17382584795934683,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab_svhn",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.11689459127228027,
    "lp_acc5": 0.5657652120467117,
    "lp_mean_per_class_recall": 0.12629393985730233,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab_svhn",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.6458973570989551,
    "lp_acc5": 0.9464505224339275,
    "lp_mean_per_class_recall": 0.6179483766751257,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab_svhn",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.6014136447449293,
    "lp_acc5": 0.9339658881376767,
    "lp_mean_per_class_recall": 0.5607391957059209,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab_svhn",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.4550937307928703,
    "lp_acc5": 0.8845651505838967,
    "lp_mean_per_class_recall": 0.35901743936062297,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab_svhn",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.22191917639827904,
    "lp_acc5": 0.6712891825445605,
    "lp_mean_per_class_recall": 0.229657489708366,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab_svhn",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.18630915795943453,
    "lp_acc5": 0.5964197910264291,
    "lp_mean_per_class_recall": 0.18167182051252787,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab_svhn",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.1456284572833436,
    "lp_acc5": 0.5546250768285187,
    "lp_mean_per_class_recall": 0.15545363507181592,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab_svhn",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.6507759680393362,
    "lp_acc5": 0.9491779348494161,
    "lp_mean_per_class_recall": 0.6239848322468792,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab_svhn",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.6239628149969269,
    "lp_acc5": 0.9399969268592502,
    "lp_mean_per_class_recall": 0.5899337794619499,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab_svhn",
    "macts": 5.01,
    "gmacs_total": 94720000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-32 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.5173632452366318,
    "lp_acc5": 0.9097649047326367,
    "lp_mean_per_class_recall": 0.4435566334941911,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.3375076828518746,
    "lp_acc5": 0.7458896742470805,
    "lp_mean_per_class_recall": 0.3478467808653793,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.31223110018438843,
    "lp_acc5": 0.714620467117394,
    "lp_mean_per_class_recall": 0.30597825110430565,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.2065918869084204,
    "lp_acc5": 0.670520897357099,
    "lp_mean_per_class_recall": 0.18388502321109462,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7257221880762139,
    "lp_acc5": 0.9622387830362631,
    "lp_mean_per_class_recall": 0.7017837346100454,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.6885755992624463,
    "lp_acc5": 0.951521204671174,
    "lp_mean_per_class_recall": 0.6518702102205072,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.5773279041180086,
    "lp_acc5": 0.9054625076828519,
    "lp_mean_per_class_recall": 0.5041311208171687,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.3785341118623233,
    "lp_acc5": 0.7937154271665642,
    "lp_mean_per_class_recall": 0.37122423207050115,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.3244084204056546,
    "lp_acc5": 0.740319606637984,
    "lp_mean_per_class_recall": 0.31431730882953873,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.24085740626920712,
    "lp_acc5": 0.6971419791026429,
    "lp_mean_per_class_recall": 0.23546658229841663,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7307928703134604,
    "lp_acc5": 0.963160725261217,
    "lp_mean_per_class_recall": 0.7077088929066473,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.706399815611555,
    "lp_acc5": 0.9566303011677935,
    "lp_mean_per_class_recall": 0.6758643196055466,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.630838967424708,
    "lp_acc5": 0.9290104486785494,
    "lp_mean_per_class_recall": 0.5739835506047513,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.392440073755378,
    "lp_acc5": 0.8028580208973571,
    "lp_mean_per_class_recall": 0.38217060437821837,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.34496004917025197,
    "lp_acc5": 0.7581054087277197,
    "lp_mean_per_class_recall": 0.3346360591952237,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.28146127842655194,
    "lp_acc5": 0.7104333128457283,
    "lp_mean_per_class_recall": 0.277226996920623,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7329056545789797,
    "lp_acc5": 0.9632759680393362,
    "lp_mean_per_class_recall": 0.7106203104267261,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7188844499078058,
    "lp_acc5": 0.9602028272894899,
    "lp_mean_per_class_recall": 0.6916420828757396,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_s34b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 5.01,
    "gmacs_total": 291096483388.0,
    "samples_seen": 39337362620.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_s34b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.6646435156730178,
    "lp_acc5": 0.9434542102028273,
    "lp_mean_per_class_recall": 0.619283498701854,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.3020897357098955,
    "lp_acc5": 0.7540334972341733,
    "lp_mean_per_class_recall": 0.3019922313625282,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.3613245236631838,
    "lp_acc5": 0.7096266133988937,
    "lp_mean_per_class_recall": 0.308924805831145,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.22095881991395205,
    "lp_acc5": 0.6081745543945912,
    "lp_mean_per_class_recall": 0.18660229230701225,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.6959511370620775,
    "lp_acc5": 0.9573985863552551,
    "lp_mean_per_class_recall": 0.6719509078548291,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.6643746158574063,
    "lp_acc5": 0.9469499078057775,
    "lp_mean_per_class_recall": 0.6304560723067953,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.5592732022126613,
    "lp_acc5": 0.9074216349108789,
    "lp_mean_per_class_recall": 0.48806939837956087,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.3738859864781807,
    "lp_acc5": 0.761639520590043,
    "lp_mean_per_class_recall": 0.37135457261503585,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.3563306699446835,
    "lp_acc5": 0.7150046097111248,
    "lp_mean_per_class_recall": 0.321657525271406,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.31687922556853104,
    "lp_acc5": 0.6636831591886908,
    "lp_mean_per_class_recall": 0.2560172241395112,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7029425322679779,
    "lp_acc5": 0.9589351567301783,
    "lp_mean_per_class_recall": 0.681579218297506,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.6804701905347265,
    "lp_acc5": 0.9517132759680393,
    "lp_mean_per_class_recall": 0.6510043289488223,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.6039874001229256,
    "lp_acc5": 0.9255915795943455,
    "lp_mean_per_class_recall": 0.546783153221,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.37069760295021514,
    "lp_acc5": 0.7695912722802705,
    "lp_mean_per_class_recall": 0.37604233644785307,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.35951905347264906,
    "lp_acc5": 0.7213813767670559,
    "lp_mean_per_class_recall": 0.33699830004725895,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.3503380454824831,
    "lp_acc5": 0.6954901659496004,
    "lp_mean_per_class_recall": 0.28906555078951257,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7057467732022127,
    "lp_acc5": 0.9589351567301783,
    "lp_mean_per_class_recall": 0.6854015612380442,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.6906115550092194,
    "lp_acc5": 0.9550169022741242,
    "lp_mean_per_class_recall": 0.6641972111242144,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 23.9,
    "gmacs_total": 268122270972.16,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.6379071911493547,
    "lp_acc5": 0.9390749846342963,
    "lp_mean_per_class_recall": 0.593954363746532,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.40738322065150584,
    "lp_acc5": 0.7469652735095267,
    "lp_mean_per_class_recall": 0.39837166062276724,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.40803626306084817,
    "lp_acc5": 0.7494622003687769,
    "lp_mean_per_class_recall": 0.39148814853892405,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.2814228641671789,
    "lp_acc5": 0.693300553165335,
    "lp_mean_per_class_recall": 0.26945567995012787,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7206899200983405,
    "lp_acc5": 0.9590119852489244,
    "lp_mean_per_class_recall": 0.7007241261670669,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.6890365703749232,
    "lp_acc5": 0.9519437615242778,
    "lp_mean_per_class_recall": 0.6599043747470159,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.5911570374923172,
    "lp_acc5": 0.9148740012292563,
    "lp_mean_per_class_recall": 0.532710138481508,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.4215964966195452,
    "lp_acc5": 0.7975184388444991,
    "lp_mean_per_class_recall": 0.41940490320181123,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.4114935464044253,
    "lp_acc5": 0.7593730792870313,
    "lp_mean_per_class_recall": 0.39727063534781293,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.3696220036877689,
    "lp_acc5": 0.7295251997541488,
    "lp_mean_per_class_recall": 0.34407476370069767,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7227642901044868,
    "lp_acc5": 0.9604717271051014,
    "lp_mean_per_class_recall": 0.703829078378225,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7069376152427781,
    "lp_acc5": 0.9556699446834666,
    "lp_mean_per_class_recall": 0.6831771662492914,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.6284572833435771,
    "lp_acc5": 0.9315842040565457,
    "lp_mean_per_class_recall": 0.5813275772838222,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.41445144437615244,
    "lp_acc5": 0.798440381069453,
    "lp_mean_per_class_recall": 0.41641743092911226,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.41721727105101414,
    "lp_acc5": 0.7764290104486785,
    "lp_mean_per_class_recall": 0.4088170276276656,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.40035341118623236,
    "lp_acc5": 0.7421250768285187,
    "lp_mean_per_class_recall": 0.37748230800508287,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7215734480639213,
    "lp_acc5": 0.9604333128457283,
    "lp_mean_per_class_recall": 0.7025274809867957,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7166180086047941,
    "lp_acc5": 0.9574370006146281,
    "lp_mean_per_class_recall": 0.6951384293698233,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16-plus-240",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 33.08,
    "gmacs_total": 370313744206.08,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16-plus-240 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.6592655193607867,
    "lp_acc5": 0.9455285802089736,
    "lp_mean_per_class_recall": 0.6219257839660526,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab_svhn",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.30278119237861095,
    "lp_acc5": 0.7213813767670559,
    "lp_mean_per_class_recall": 0.2989502654462008,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab_svhn",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.3200676090964966,
    "lp_acc5": 0.6790872771972957,
    "lp_mean_per_class_recall": 0.29804420688596817,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab_svhn",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.10878918254456055,
    "lp_acc5": 0.6513521819299324,
    "lp_mean_per_class_recall": 0.1119974543616529,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab_svhn",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7017132759680393,
    "lp_acc5": 0.9540181315304241,
    "lp_mean_per_class_recall": 0.6783490255202234,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab_svhn",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.6601106330669945,
    "lp_acc5": 0.9374231714812539,
    "lp_mean_per_class_recall": 0.6246115438485936,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab_svhn",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.5431776275353412,
    "lp_acc5": 0.8910955746773203,
    "lp_mean_per_class_recall": 0.4658698006905162,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab_svhn",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.34595881991395205,
    "lp_acc5": 0.7158113091579594,
    "lp_mean_per_class_recall": 0.3469331366339359,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab_svhn",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.3340888137676706,
    "lp_acc5": 0.6840811309157959,
    "lp_mean_per_class_recall": 0.30244294902238267,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab_svhn",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.1765519360786724,
    "lp_acc5": 0.6609173325138291,
    "lp_mean_per_class_recall": 0.14823675584580492,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab_svhn",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7085894283958205,
    "lp_acc5": 0.9555931161647203,
    "lp_mean_per_class_recall": 0.6863254574374633,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab_svhn",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.6789336201598033,
    "lp_acc5": 0.9441072526121697,
    "lp_mean_per_class_recall": 0.6490436265356757,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab_svhn",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.5924631223110018,
    "lp_acc5": 0.9131453595574678,
    "lp_mean_per_class_recall": 0.5321476004792316,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab_svhn",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.3719268592501537,
    "lp_acc5": 0.7704748002458512,
    "lp_mean_per_class_recall": 0.37608636822267016,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab_svhn",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.33762292562999385,
    "lp_acc5": 0.6901505838967424,
    "lp_mean_per_class_recall": 0.3129049930550624,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab_svhn",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.2950983405039951,
    "lp_acc5": 0.6683312845728334,
    "lp_mean_per_class_recall": 0.26262168269638453,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab_svhn",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.712661339889367,
    "lp_acc5": 0.9552473878303627,
    "lp_mean_per_class_recall": 0.6919996328939113,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab_svhn",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.6930700676090965,
    "lp_acc5": 0.9495236631837738,
    "lp_mean_per_class_recall": 0.6674485569438846,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-16",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab_svhn",
    "macts": 23.9,
    "gmacs_total": 263296000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-B-16 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.6289950829748002,
    "lp_acc5": 0.9267824216349109,
    "lp_mean_per_class_recall": 0.582022456844417,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab_svhn",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.4096880762138906,
    "lp_acc5": 0.81299938537185,
    "lp_mean_per_class_recall": 0.42370658896618263,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab_svhn",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.42055931161647203,
    "lp_acc5": 0.8133066994468346,
    "lp_mean_per_class_recall": 0.42130921371296265,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab_svhn",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.16813921327596804,
    "lp_acc5": 0.6808543331284573,
    "lp_mean_per_class_recall": 0.16333953464559833,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab_svhn",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7823063921327597,
    "lp_acc5": 0.9734173325138291,
    "lp_mean_per_class_recall": 0.7712986761206264,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab_svhn",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7460049170251998,
    "lp_acc5": 0.9687692071296865,
    "lp_mean_per_class_recall": 0.7324876729075381,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab_svhn",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.6783958205285802,
    "lp_acc5": 0.9548632452366318,
    "lp_mean_per_class_recall": 0.6347217485939807,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab_svhn",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.4954287031346036,
    "lp_acc5": 0.8565227412415488,
    "lp_mean_per_class_recall": 0.4980292481914918,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab_svhn",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.43277504609711126,
    "lp_acc5": 0.8180700676090965,
    "lp_mean_per_class_recall": 0.4378700286066703,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab_svhn",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.28480331899200984,
    "lp_acc5": 0.767440073755378,
    "lp_mean_per_class_recall": 0.2762269065594408,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab_svhn",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.784380762138906,
    "lp_acc5": 0.9746081745543946,
    "lp_mean_per_class_recall": 0.7742820823467573,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab_svhn",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7630992624462201,
    "lp_acc5": 0.9714197910264291,
    "lp_mean_per_class_recall": 0.7508087656320847,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab_svhn",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7057083589428396,
    "lp_acc5": 0.9614320835894284,
    "lp_mean_per_class_recall": 0.6779162403537946,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab_svhn",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.4935079901659496,
    "lp_acc5": 0.8668945912722803,
    "lp_mean_per_class_recall": 0.5003888150952505,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab_svhn",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.4484096496619545,
    "lp_acc5": 0.8291333743085433,
    "lp_mean_per_class_recall": 0.4533875707491403,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab_svhn",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.3624385371850031,
    "lp_acc5": 0.8076213890596189,
    "lp_mean_per_class_recall": 0.35866554451228316,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab_svhn",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7854179471419791,
    "lp_acc5": 0.9741472034419176,
    "lp_mean_per_class_recall": 0.7751750719658582,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab_svhn",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7758527965580824,
    "lp_acc5": 0.9726490473263676,
    "lp_mean_per_class_recall": 0.7644319675270133,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "openai",
    "pretrained_short": "openai",
    "pretrained_clean": "CLIP-WiT",
    "dataset": "vtab_svhn",
    "macts": 88.79,
    "gmacs_total": 1122944000000.0,
    "samples_seen": 12800000000.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 openai",
    "upstream_dataset": "CLIP-WIT",
    "lp_acc1": 0.7263752304855562,
    "lp_acc5": 0.9650430239704979,
    "lp_mean_per_class_recall": 0.7074287305567665,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.33835279655808237,
    "lp_acc5": 0.7366702519975414,
    "lp_mean_per_class_recall": 0.32713327991718477,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.26878457283343576,
    "lp_acc5": 0.6787415488629379,
    "lp_mean_per_class_recall": 0.26124870530437655,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.10356484326982175,
    "lp_acc5": 0.5963429625076828,
    "lp_mean_per_class_recall": 0.12243091896346447,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7140826674861709,
    "lp_acc5": 0.959319299323909,
    "lp_mean_per_class_recall": 0.6911706128337884,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.6799708051628764,
    "lp_acc5": 0.9519053472649047,
    "lp_mean_per_class_recall": 0.644566731527291,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.5527811923786109,
    "lp_acc5": 0.9092271051014137,
    "lp_mean_per_class_recall": 0.47340611482283795,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.30554701905347265,
    "lp_acc5": 0.7597188076213891,
    "lp_mean_per_class_recall": 0.30057754852072965,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.2755838967424708,
    "lp_acc5": 0.6903810694529809,
    "lp_mean_per_class_recall": 0.2684006269127927,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.19168715427166563,
    "lp_acc5": 0.6167025199754149,
    "lp_mean_per_class_recall": 0.1968161412732988,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7181929932390904,
    "lp_acc5": 0.9613168408113092,
    "lp_mean_per_class_recall": 0.6963687488096995,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.6977181929932391,
    "lp_acc5": 0.9556699446834666,
    "lp_mean_per_class_recall": 0.6683661499229644,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.6088660110633067,
    "lp_acc5": 0.9312768899815611,
    "lp_mean_per_class_recall": 0.550109184891924,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.3300937307928703,
    "lp_acc5": 0.7898355869698832,
    "lp_mean_per_class_recall": 0.3221334135177561,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.2841502765826675,
    "lp_acc5": 0.7172710510141365,
    "lp_mean_per_class_recall": 0.2760611923180032,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.24431468961278427,
    "lp_acc5": 0.6573448063921328,
    "lp_mean_per_class_recall": 0.24075094382665227,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.722341733251383,
    "lp_acc5": 0.9612015980331899,
    "lp_mean_per_class_recall": 0.701144095450824,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7084741856177013,
    "lp_acc5": 0.9579363859864782,
    "lp_mean_per_class_recall": 0.6824032384924978,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-B-32",
    "pretrained": "laion2b_e16",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 5.01,
    "gmacs_total": 256967931347.2,
    "samples_seen": 34725396128.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-B-32 laion2b_e16",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.6483174554394592,
    "lp_acc5": 0.9427243392747388,
    "lp_mean_per_class_recall": 0.6029997936064827,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.39028887523048555,
    "lp_acc5": 0.7643669330055316,
    "lp_mean_per_class_recall": 0.3963187104351185,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.30596957590657653,
    "lp_acc5": 0.7537261831591887,
    "lp_mean_per_class_recall": 0.31053745099940294,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.21027965580823602,
    "lp_acc5": 0.6520820528580209,
    "lp_mean_per_class_recall": 0.21811419282932104,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7468884449907806,
    "lp_acc5": 0.9659265519360787,
    "lp_mean_per_class_recall": 0.7258521724421194,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7272587584511371,
    "lp_acc5": 0.9601644130301168,
    "lp_mean_per_class_recall": 0.7006719270105028,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.6480485556238476,
    "lp_acc5": 0.9347341733251383,
    "lp_mean_per_class_recall": 0.5966610314553575,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.42490012292563,
    "lp_acc5": 0.7958282114320836,
    "lp_mean_per_class_recall": 0.4206940273984155,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.3288260602335587,
    "lp_acc5": 0.7559926244622004,
    "lp_mean_per_class_recall": 0.3310283607434986,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.27293331284572836,
    "lp_acc5": 0.7166948371235402,
    "lp_mean_per_class_recall": 0.2759497880006335,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7465811309157959,
    "lp_acc5": 0.9655808236017209,
    "lp_mean_per_class_recall": 0.7260285982255829,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7383988936693301,
    "lp_acc5": 0.9635064535955746,
    "lp_mean_per_class_recall": 0.7140016925179687,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.6840043023970498,
    "lp_acc5": 0.9468346650276582,
    "lp_mean_per_class_recall": 0.6438137262512507,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.42612937922556854,
    "lp_acc5": 0.8000537799631223,
    "lp_mean_per_class_recall": 0.4195998114675925,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.36305316533497234,
    "lp_acc5": 0.7711662569145666,
    "lp_mean_per_class_recall": 0.36464780578868583,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.2981714812538414,
    "lp_acc5": 0.7436232329440688,
    "lp_mean_per_class_recall": 0.30314336870594294,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7455055316533498,
    "lp_acc5": 0.9659649661954518,
    "lp_mean_per_class_recall": 0.7255451922591784,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.7454287031346035,
    "lp_acc5": 0.965158266748617,
    "lp_mean_per_class_recall": 0.7233659344804708,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion400m_e32",
    "pretrained_short": "laion400m_e32",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 88.79,
    "gmacs_total": 1143527799338.24,
    "samples_seen": 13034626688.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-L-14 laion400m_e32",
    "upstream_dataset": "LAION-400M",
    "lp_acc1": 0.707821143208359,
    "lp_acc5": 0.9558236017209588,
    "lp_mean_per_class_recall": 0.6748689889701603,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.2808082360172096,
    "lp_acc5": 0.7375921942224954,
    "lp_mean_per_class_recall": 0.2720478079100087,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.24861708666256915,
    "lp_acc5": 0.7073985863552551,
    "lp_mean_per_class_recall": 0.2552568386958523,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.12584511370620774,
    "lp_acc5": 0.6248079287031346,
    "lp_mean_per_class_recall": 0.15196158164632742,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.764021204671174,
    "lp_acc5": 0.9676936078672403,
    "lp_mean_per_class_recall": 0.7485781012983164,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.740780577750461,
    "lp_acc5": 0.960318070067609,
    "lp_mean_per_class_recall": 0.7162937354617535,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.6468961278426552,
    "lp_acc5": 0.923478795328826,
    "lp_mean_per_class_recall": 0.5874258807812485,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.38329748002458514,
    "lp_acc5": 0.7853027043638598,
    "lp_mean_per_class_recall": 0.3834233220553819,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.27028272894898586,
    "lp_acc5": 0.7113552550706822,
    "lp_mean_per_class_recall": 0.2737560353653504,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.19041948371235404,
    "lp_acc5": 0.6935310387215734,
    "lp_mean_per_class_recall": 0.2032977456733378,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7637523048555623,
    "lp_acc5": 0.9682698217578365,
    "lp_mean_per_class_recall": 0.7491163364626943,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7517670559311617,
    "lp_acc5": 0.9646972956361402,
    "lp_mean_per_class_recall": 0.7306612172964555,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.6897664413030117,
    "lp_acc5": 0.9429932390903504,
    "lp_mean_per_class_recall": 0.6476703472178773,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.3902120467117394,
    "lp_acc5": 0.7953672403196066,
    "lp_mean_per_class_recall": 0.3940639071109929,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.2984019668100799,
    "lp_acc5": 0.731100184388445,
    "lp_mean_per_class_recall": 0.3007199442028562,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.2317916410571604,
    "lp_acc5": 0.7105485556238476,
    "lp_mean_per_class_recall": 0.2407855212975168,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7622157344806392,
    "lp_acc5": 0.9681545789797172,
    "lp_mean_per_class_recall": 0.7473881794082321,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.760141364474493,
    "lp_acc5": 0.966541180086048,
    "lp_mean_per_class_recall": 0.7421130214544166,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-L-14",
    "pretrained": "laion2b_s32b_b82k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 88.79,
    "gmacs_total": 2807360000000.0,
    "samples_seen": 32000000000.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-L-14 laion2b_s32b_b82k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7163491087891826,
    "lp_acc5": 0.9531346035648433,
    "lp_mean_per_class_recall": 0.6840968381442104,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.4849416103257529,
    "lp_acc5": 0.8533343577135832,
    "lp_mean_per_class_recall": 0.49735035333380023,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.3986631837738168,
    "lp_acc5": 0.7176936078672403,
    "lp_mean_per_class_recall": 0.382619758343883,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.24281653349723417,
    "lp_acc5": 0.6991011063306699,
    "lp_mean_per_class_recall": 0.2233105416651327,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8163030116779348,
    "lp_acc5": 0.9785648432698217,
    "lp_mean_per_class_recall": 0.805211542674181,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8030500921942225,
    "lp_acc5": 0.9760679164105716,
    "lp_mean_per_class_recall": 0.7885065094365012,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7327519975414875,
    "lp_acc5": 0.9557083589428396,
    "lp_mean_per_class_recall": 0.6948327994595919,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.5106023355869699,
    "lp_acc5": 0.8589428395820529,
    "lp_mean_per_class_recall": 0.5081460745036507,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.4185617701290719,
    "lp_acc5": 0.7331745543945912,
    "lp_mean_per_class_recall": 0.4058490253134518,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.3215657652120467,
    "lp_acc5": 0.6984864781807006,
    "lp_mean_per_class_recall": 0.30796929221720665,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8157267977873387,
    "lp_acc5": 0.9782191149354641,
    "lp_mean_per_class_recall": 0.8057879409152559,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.81100184388445,
    "lp_acc5": 0.9777581438229871,
    "lp_mean_per_class_recall": 0.7976288198430368,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7645590043023971,
    "lp_acc5": 0.9657344806392133,
    "lp_mean_per_class_recall": 0.7394959969536117,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.5099877074370006,
    "lp_acc5": 0.8587507682851875,
    "lp_mean_per_class_recall": 0.5031951323180894,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.44764136447449293,
    "lp_acc5": 0.7766210817455439,
    "lp_mean_per_class_recall": 0.440495587511082,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.36904578979717273,
    "lp_acc5": 0.7082437000614629,
    "lp_mean_per_class_recall": 0.35561108685888143,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8142286416717885,
    "lp_acc5": 0.9778733866011063,
    "lp_mean_per_class_recall": 0.8040857253755209,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8159956976029502,
    "lp_acc5": 0.9786032575291949,
    "lp_mean_per_class_recall": 0.8041855774401012,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-H-14",
    "pretrained": "laion2b_s32b_b79k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 139.41,
    "gmacs_total": 6631508868008.96,
    "samples_seen": 34725395968.0,
    "samples_seen_pretty": "34B",
    "model_short": "ViT-H-14 laion2b_s32b_b79k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7862246465888137,
    "lp_acc5": 0.9718039336201598,
    "lp_mean_per_class_recall": 0.7671463153989686,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.4322756607252612,
    "lp_acc5": 0.8220651505838967,
    "lp_mean_per_class_recall": 0.43729296564013165,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.3737323294406884,
    "lp_acc5": 0.7660955746773203,
    "lp_mean_per_class_recall": 0.39784814222145654,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.2735095267363245,
    "lp_acc5": 0.7301014136447449,
    "lp_mean_per_class_recall": 0.2930615667780382,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.803779963122311,
    "lp_acc5": 0.9784111862323295,
    "lp_mean_per_class_recall": 0.7914137657523501,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7904886293792256,
    "lp_acc5": 0.9747234173325138,
    "lp_mean_per_class_recall": 0.7738740061273047,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 10,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7075906576521205,
    "lp_acc5": 0.9509834050399508,
    "lp_mean_per_class_recall": 0.6635324111456757,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.4756837738168408,
    "lp_acc5": 0.8683543331284573,
    "lp_mean_per_class_recall": 0.49242013919190886,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.41187768899815613,
    "lp_acc5": 0.8070451751690227,
    "lp_mean_per_class_recall": 0.4306458408660324,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.30443300553165337,
    "lp_acc5": 0.7260295021511985,
    "lp_mean_per_class_recall": 0.33511577141168847,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8028580208973571,
    "lp_acc5": 0.9778349723417332,
    "lp_mean_per_class_recall": 0.7909015026423957,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7995928088506453,
    "lp_acc5": 0.9773355869698832,
    "lp_mean_per_class_recall": 0.7856386711117334,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 20,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.748040872771973,
    "lp_acc5": 0.9627381684081131,
    "lp_mean_per_class_recall": 0.7170214963176663,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": 10,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.4706515058389674,
    "lp_acc5": 0.8669330055316533,
    "lp_mean_per_class_recall": 0.48910676174911033,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.4411493546404425,
    "lp_acc5": 0.835279655808236,
    "lp_mean_per_class_recall": 0.46070302217812287,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": 10,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.34880147510755993,
    "lp_acc5": 0.7534572833435771,
    "lp_mean_per_class_recall": 0.37558634264866597,
    "seed": 0,
    "fewshot_k": 10
  },
  {
    "k": -1,
    "lr": 0.1,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.8019360786724032,
    "lp_acc5": 0.9770282728948986,
    "lp_mean_per_class_recall": 0.7900354675964127,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.01,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.803779963122311,
    "lp_acc5": 0.978180700676091,
    "lp_mean_per_class_recall": 0.7908520588011078,
    "seed": 0,
    "fewshot_k": -1
  },
  {
    "k": -1,
    "lr": 0.001,
    "bs": 256,
    "epochs": 40,
    "model": "ViT-g-14",
    "pretrained": "laion2b_s12b_b42k",
    "pretrained_short": "laion2b",
    "pretrained_clean": "LAION",
    "dataset": "vtab_svhn",
    "macts": 192.64,
    "gmacs_total": 3549396664594.8,
    "samples_seen": 12208147020.0,
    "samples_seen_pretty": "13B",
    "model_short": "ViT-g-14 laion2b_s12b_b42k",
    "upstream_dataset": "LAION-2B",
    "lp_acc1": 0.7715503995082975,
    "lp_acc5": 0.9701521204671174,
    "lp_mean_per_class_recall": 0.7489201969837929,
    "seed": 0,
    "fewshot_k": -1
  }
]
