repro_base.yaml

defaults:
- default_config
- _self_
exp_dir: ./data/exps/base/
architecture: generic
visualize_interval: 0
visdom_port: 8097
dataloader_args:
  batch_size: 10
  dataset_len: 1000
  dataset_len_val: 1
  num_workers: 8
  images_per_seq_options:
  - 2
  - 3
  - 4
  - 5
  - 6
  - 7
  - 8
  - 9
  - 10
dataset_args:
  dataset_root: ${oc.env:CO3D_DATASET_ROOT}
  load_point_clouds: false
  mask_depths: false
  mask_images: false
  n_frames_per_sequence: -1
  test_on_train: true
  test_restrict_sequence_id: 0
generic_model_args:
  loss_weights:
    loss_mask_bce: 1.0
    loss_prev_stage_mask_bce: 1.0
    loss_autodecoder_norm: 0.01
    loss_rgb_mse: 1.0
    loss_prev_stage_rgb_mse: 1.0
  output_rasterized_mc: false
  chunk_size_grid: 102400
  render_image_height: 400
  render_image_width: 400
  num_passes: 2
  implicit_function_NeuralRadianceFieldImplicitFunction_args:
    n_harmonic_functions_xyz: 10
    n_harmonic_functions_dir: 4
    n_hidden_neurons_xyz: 256
    n_hidden_neurons_dir: 128
    n_layers_xyz: 8
    append_xyz:
    - 5
    latent_dim: 0
  raysampler_AdaptiveRaySampler_args:
    n_rays_per_image_sampled_from_mask: 1024
    scene_extent: 8.0
    n_pts_per_ray_training: 64
    n_pts_per_ray_evaluation: 64
    stratified_point_sampling_training: true
    stratified_point_sampling_evaluation: false
  renderer_MultiPassEmissionAbsorptionRenderer_args:
    n_pts_per_ray_fine_training: 64
    n_pts_per_ray_fine_evaluation: 64
    append_coarse_samples_to_fine: true
    density_noise_std_train: 1.0
  view_pooler_args:
    view_sampler_args:
      masked_sampling: false
  image_feature_extractor_ResNetFeatureExtractor_args:
    stages:
    - 1
    - 2
    - 3
    - 4
    proj_dim: 16
    image_rescale: 0.32
    first_max_pool: false
solver_args:
  breed: adam
  lr: 0.0005
  lr_policy: multistep
  max_epochs: 2000
  momentum: 0.9
  weight_decay: 0.0