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idol-models
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log_vars:
- loss_rgb_psnr_fg
- loss_rgb_psnr
- loss_rgb_mse
- loss_rgb_huber
- loss_depth_abs
- loss_depth_abs_fg
- loss_mask_neg_iou
- loss_mask_bce
- loss_mask_beta_prior
- loss_eikonal
- loss_density_tv
- loss_depth_neg_penalty
- loss_autodecoder_norm
- loss_prev_stage_rgb_mse
- loss_prev_stage_rgb_psnr_fg
- loss_prev_stage_rgb_psnr
- loss_prev_stage_mask_bce
- objective
- epoch
- sec/it
mask_images: true
mask_depths: true
render_image_width: 400
render_image_height: 400
mask_threshold: 0.5
output_rasterized_mc: false
bg_color:
- 0.0
- 0.0
- 0.0
num_passes: 1
chunk_size_grid: 4096
render_features_dimensions: 3
tqdm_trigger_threshold: 16
n_train_target_views: 1
sampling_mode_training: mask_sample
sampling_mode_evaluation: full_grid
global_encoder_class_type: SequenceAutodecoder
raysampler_class_type: AdaptiveRaySampler
renderer_class_type: LSTMRenderer
image_feature_extractor_class_type: ResNetFeatureExtractor
view_pooler_enabled: true
implicit_function_class_type: IdrFeatureField
view_metrics_class_type: ViewMetrics
regularization_metrics_class_type: RegularizationMetrics
loss_weights:
  loss_rgb_mse: 1.0
  loss_prev_stage_rgb_mse: 1.0
  loss_mask_bce: 0.0
  loss_prev_stage_mask_bce: 0.0
global_encoder_SequenceAutodecoder_args:
  autodecoder_args:
    encoding_dim: 0
    n_instances: 1
    init_scale: 1.0
    ignore_input: false
raysampler_AdaptiveRaySampler_args:
  n_pts_per_ray_training: 64
  n_pts_per_ray_evaluation: 64
  n_rays_per_image_sampled_from_mask: 1024
  n_rays_total_training: null
  stratified_point_sampling_training: true
  stratified_point_sampling_evaluation: false
  cast_ray_bundle_as_cone: false
  scene_extent: 8.0
  scene_center:
  - 0.0
  - 0.0
  - 0.0
renderer_LSTMRenderer_args:
  num_raymarch_steps: 10
  init_depth: 17.0
  init_depth_noise_std: 0.0005
  hidden_size: 16
  n_feature_channels: 256
  bg_color: null
  verbose: false
image_feature_extractor_ResNetFeatureExtractor_args:
  name: resnet34
  pretrained: true
  stages:
  - 1
  - 2
  - 3
  - 4
  normalize_image: true
  image_rescale: 0.16
  first_max_pool: true
  proj_dim: 32
  l2_norm: true
  add_masks: true
  add_images: true
  global_average_pool: false
  feature_rescale: 1.0
view_pooler_args:
  feature_aggregator_class_type: AngleWeightedIdentityFeatureAggregator
  view_sampler_args:
    masked_sampling: false
    sampling_mode: bilinear
  feature_aggregator_AngleWeightedIdentityFeatureAggregator_args:
    exclude_target_view: true
    exclude_target_view_mask_features: true
    concatenate_output: true
    weight_by_ray_angle_gamma: 1.0
    min_ray_angle_weight: 0.1
implicit_function_IdrFeatureField_args:
  d_in: 3
  d_out: 1
  dims:
  - 512
  - 512
  - 512
  - 512
  - 512
  - 512
  - 512
  - 512
  geometric_init: true
  bias: 1.0
  skip_in: []
  weight_norm: true
  n_harmonic_functions_xyz: 1729
  pooled_feature_dim: 0
view_metrics_ViewMetrics_args: {}
regularization_metrics_RegularizationMetrics_args: {}