ds_config_TEMPLATE.json 1.1 KB
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{
  "train_micro_batch_size_per_gpu": CONFIG_MBSIZE,
  "steps_per_print": 1,
  "train_batch_size":CONFIG_GBSIZE,
  "gradient_accumulation_steps":CONFIG_GAS,
  "zero_optimization": {
    "stage": CONFIG_ZERO_STATE,
    "allgather_bucket_size": 5e9,
    "overlap_comm": false,
    "reduce_bucket_size": 5e9,
    "stage3_prefetch_bucket_size": "auto",
    "stage3_param_persistence_threshold": "auto"
  },

  "gradient_clipping": 1.0,
  "prescale_gradients": false,

  "fp16": {
    "enabled": CONFIG_FP16_ENABLED,
    "loss_scale": 0,
    "loss_scale_window": 500,
    "hysteresis": 2,
    "min_loss_scale": 1,
    "initial_scale_power": 11
  },

  "bf16": {
    "enabled": CONFIG_BF16_ENABLED
  },

  "optimizer": {
        "type": "AdamW",
        "params": {
            "lr": CONFIG_LR,
            "betas": "auto",
            "eps": "auto",
            "weight_decay": "auto"
        }
    },

  "scheduler": {
        "type": "WarmupLR",
        "params": {
            "warmup_min_lr": "auto",
            "warmup_max_lr": "auto",
            "warmup_num_steps": "auto"
        }
    },

  "wall_clock_breakdown" : false
}