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.hydra/config.yaml

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+model:
+  encoder:
+    backbone:
+      name: croco
+      model: ViTLarge_BaseDecoder
+      patch_embed_cls: PatchEmbedDust3R
+      asymmetry_decoder: true
+      intrinsics_embed_loc: encoder
+      intrinsics_embed_degree: 4
+      intrinsics_embed_type: token
+    name: anysplat
+    opacity_mapping:
+      initial: 0.0
+      final: 0.0
+      warm_up: 1
+    num_monocular_samples: 32
+    num_surfaces: 1
+    predict_opacity: false
+    gaussians_per_pixel: 1
+    gaussian_adapter:
+      gaussian_scale_min: 0.5
+      gaussian_scale_max: 15.0
+      sh_degree: 4
+    d_feature: 32
+    visualizer:
+      num_samples: 8
+      min_resolution: 256
+      export_ply: false
+    apply_bounds_shim: true
+    gs_params_head_type: dpt_gs
+    pose_free: true
+    pretrained_weights: ''
+    scale_align: false
+    voxel_size: 0.002
+    n_offsets: 2
+    anchor_feat_dim: 128
+    add_view: false
+    color_attr: 3D
+    mlp_type: unified
+    scaffold: true
+    intrinsics_embed_loc: encoder
+    intrinsics_embed_type: token
+    pred_pose: true
+    gs_prune: false
+    pred_head_type: depth
+    freeze_backbone: false
+    distill: true
+    render_conf: false
+    conf_threshold: 0.1
+    freeze_module: patch_embed
+    voxelize: true
+    intermediate_layer_idx:
+    - 4
+    - 11
+    - 17
+    - 23
+    ours: true
+  decoder:
+    name: splatting_cuda
+    background_color:
+    - 1.0
+    - 1.0
+    - 1.0
+    make_scale_invariant: false
+loss:
+  mse:
+    weight: 1.0
+    conf: false
+  lpips:
+    weight: 0.05
+    apply_after_step: 0
+    conf: false
+  depth_consis:
+    weight: 0.1
+    sigma_image: null
+    use_second_derivative: false
+    loss_type: MSE
+wandb:
+  project: anysplat
+  entity: scene-representation-group
+  name: RE10K_24V
+  mode: online
+  tags:
+  - re10k
+  - 256x256
+mode: train
+data_loader:
+  train:
+    num_workers: 16
+    persistent_workers: true
+    batch_size: 16
+    seed: 1234
+  test:
+    num_workers: 4
+    persistent_workers: false
+    batch_size: 1
+    seed: 2345
+  val:
+    num_workers: 1
+    persistent_workers: true
+    batch_size: 1
+    seed: 3456
+optimizer:
+  lr: 0.0002
+  warm_up_steps: 125
+  backbone_lr_multiplier: 0.1
+checkpointing:
+  load: null
+  every_n_train_steps: 1500
+  save_top_k: 1
+  save_weights_only: false
+train:
+  output_path: ${hydra.run.dir}
+  depth_mode: null
+  extended_visualization: false
+  print_log_every_n_steps: 10
+  distiller: ''
+  distill_max_steps: 1000000
+  random_context_views: false
+  pose_loss_alpha: 1.0
+  pose_loss_delta: 1.0
+  cxt_depth_weight: 0.0
+  weight_pose: 10.0
+  weight_depth: 1.0
+  weight_normal: 0.0
+  train_novel_view: false
+  camera_loss: 1.0
+  finetune_from_anysplat: false
+test:
+  output_path: outputs/test-nopo
+  align_pose: true
+  pose_align_steps: 100
+  rot_opt_lr: 0.005
+  trans_opt_lr: 0.005
+  compute_scores: true
+  save_image: true
+  save_video: false
+  save_compare: true
+  save_gs: false
+  save_sample_wise_metrics: true
+  generate_video: false
+  mode: inference
+  image_folder: examples/bungeenerf
+seed: 111123
+trainer:
+  max_steps: 15001
+  val_check_interval: 500
+  gradient_clip_val: 0.5
+  num_nodes: 1
+  accumulate_grad_batches: 1
+  precision: '32'
+dataset:
+  re10k:
+    make_baseline_1: true
+    relative_pose: true
+    augment: true
+    background_color:
+    - 1.0
+    - 1.0
+    - 1.0
+    overfit_to_scene: null
+    skip_bad_shape: true
+    rescale_to_1cube: false
+    view_sampler:
+      name: bounded_nopo
+      num_target_views: 4
+      num_context_views: 2
+      min_distance_between_context_views: 45
+      max_distance_between_context_views: 90
+      min_distance_to_context_views: 0
+      warm_up_steps: 150000
+      initial_min_distance_between_context_views: 25
+      initial_max_distance_between_context_views: 25
+      distill_steps: 0
+      warm_up_step: 5000
+    name: re10k
+    roots:
+    - datasets/re10k
+    input_image_shape:
+    - 256
+    - 256
+    original_image_shape:
+    - 360
+    - 640
+    cameras_are_circular: false
+    baseline_min: 0.001
+    baseline_max: 10000000000.0
+    max_fov: 100.0
+    dynamic_context_views: true
+    max_context_views_per_gpu: 24

.hydra/hydra.yaml

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+hydra:
+  run:
+    dir: outputs/full/re10k/${wandb.name}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    _target_: hydra._internal.core_plugins.basic_sweeper.BasicSweeper
+    max_batch_size: null
+    params: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: RUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=RUN
+    task:
+    - +experiment=re10k_24v
+    - wandb.mode=online
+    - wandb.name=RE10K_24V
+  job:
+    name: main
+    chdir: null
+    override_dirname: +experiment=re10k_24v,wandb.mode=online,wandb.name=RE10K_24V
+    id: ???
+    num: ???
+    config_name: main
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /workspace/code/AnySplat_mine
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /workspace/code/AnySplat_mine/config
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /workspace/code/AnySplat_mine/outputs/full/re10k/RE10K_24V
+    choices:
+      experiment: re10k_24v
+      dataset@dataset.re10k: re10k
+      dataset/view_sampler_dataset_specific_config@dataset.re10k.view_sampler: bounded_re10k
+      dataset/view_sampler@dataset.re10k.view_sampler: bounded_nopo
+      model/decoder: splatting_cuda
+      model/encoder: anysplat
+      model/encoder/backbone: croco
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: basic
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false

.hydra/overrides.yaml

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+- +experiment=re10k_24v
+- wandb.mode=online
+- wandb.name=RE10K_24V

checkpoints/epoch_0-step_12000.ckpt

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+version https://git-lfs.github.com/spec/v1
+oid sha256:69cb43a599badfaab05d5a57116fc2f91b18991fb28b64da675b9bee910e4ab2
+size 16497009485

main.log

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+[2026-02-26 12:07:25,376][httpx][INFO] - HTTP Request: HEAD https://huggingface.co/facebook/VGGT-1B/resolve/main/config.json "HTTP/1.1 307 Temporary Redirect"
+[2026-02-26 12:07:25,497][httpx][INFO] - HTTP Request: HEAD https://huggingface.co/api/resolve-cache/models/facebook/VGGT-1B/860abec7937da0a4c03c41d3c269c366e82abdf9/config.json "HTTP/1.1 200 OK"
+[2026-02-26 12:07:25,618][httpx][INFO] - HTTP Request: GET https://huggingface.co/api/resolve-cache/models/facebook/VGGT-1B/860abec7937da0a4c03c41d3c269c366e82abdf9/config.json "HTTP/1.1 200 OK"
+[2026-02-26 12:07:25,646][dinov2][INFO] - using MLP layer as FFN
+[2026-02-26 12:07:34,558][httpx][INFO] - HTTP Request: HEAD https://huggingface.co/facebook/VGGT-1B/resolve/main/model.safetensors "HTTP/1.1 302 Found"
+[2026-02-26 12:07:34,695][httpx][INFO] - HTTP Request: GET https://huggingface.co/api/models/facebook/VGGT-1B/xet-read-token/860abec7937da0a4c03c41d3c269c366e82abdf9 "HTTP/1.1 200 OK"
+[2026-02-26 12:13:23,515][httpx][INFO] - HTTP Request: HEAD https://huggingface.co/facebook/VGGT-1B/resolve/main/config.json "HTTP/1.1 307 Temporary Redirect"
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+[2026-02-26 12:13:23,534][dinov2][INFO] - using MLP layer as FFN
+[2026-02-26 12:13:31,836][httpx][INFO] - HTTP Request: HEAD https://huggingface.co/facebook/VGGT-1B/resolve/main/model.safetensors "HTTP/1.1 302 Found"
+[2026-02-26 12:16:47,720][httpx][INFO] - HTTP Request: HEAD https://huggingface.co/facebook/VGGT-1B/resolve/main/config.json "HTTP/1.1 307 Temporary Redirect"
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+[2026-02-26 12:16:47,741][dinov2][INFO] - using MLP layer as FFN
+[2026-02-26 12:16:56,477][httpx][INFO] - HTTP Request: HEAD https://huggingface.co/facebook/VGGT-1B/resolve/main/model.safetensors "HTTP/1.1 302 Found"
+[2026-02-26 12:18:43,021][httpx][INFO] - HTTP Request: HEAD https://huggingface.co/facebook/VGGT-1B/resolve/main/config.json "HTTP/1.1 307 Temporary Redirect"
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+[2026-02-26 12:18:43,052][dinov2][INFO] - using MLP layer as FFN
+[2026-02-26 12:18:51,272][httpx][INFO] - HTTP Request: HEAD https://huggingface.co/facebook/VGGT-1B/resolve/main/model.safetensors "HTTP/1.1 302 Found"
+[2026-02-26 12:20:32,692][httpx][INFO] - HTTP Request: HEAD https://huggingface.co/facebook/VGGT-1B/resolve/main/config.json "HTTP/1.1 307 Temporary Redirect"
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+[2026-02-26 12:20:32,712][dinov2][INFO] - using MLP layer as FFN
+[2026-02-26 12:20:40,996][httpx][INFO] - HTTP Request: HEAD https://huggingface.co/facebook/VGGT-1B/resolve/main/model.safetensors "HTTP/1.1 302 Found"
+[2026-02-26 12:47:03,913][httpx][INFO] - HTTP Request: HEAD https://huggingface.co/facebook/VGGT-1B/resolve/main/config.json "HTTP/1.1 307 Temporary Redirect"
+[2026-02-26 12:47:03,918][httpx][INFO] - HTTP Request: HEAD https://huggingface.co/api/resolve-cache/models/facebook/VGGT-1B/860abec7937da0a4c03c41d3c269c366e82abdf9/config.json "HTTP/1.1 200 OK"
+[2026-02-26 12:47:03,947][dinov2][INFO] - using MLP layer as FFN
+[2026-02-26 12:47:12,270][httpx][INFO] - HTTP Request: HEAD https://huggingface.co/facebook/VGGT-1B/resolve/main/model.safetensors "HTTP/1.1 302 Found"
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+[2026-02-26 12:49:37,147][dinov2][INFO] - using MLP layer as FFN
+[2026-02-26 12:49:45,403][httpx][INFO] - HTTP Request: HEAD https://huggingface.co/facebook/VGGT-1B/resolve/main/model.safetensors "HTTP/1.1 302 Found"
+[2026-02-26 12:50:53,901][httpx][INFO] - HTTP Request: HEAD https://huggingface.co/facebook/VGGT-1B/resolve/main/config.json "HTTP/1.1 307 Temporary Redirect"
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+[2026-02-26 12:50:53,923][dinov2][INFO] - using MLP layer as FFN
+[2026-02-26 12:51:02,197][httpx][INFO] - HTTP Request: HEAD https://huggingface.co/facebook/VGGT-1B/resolve/main/model.safetensors "HTTP/1.1 302 Found"
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+[2026-02-26 13:16:54,133][dinov2][INFO] - using MLP layer as FFN
+[2026-02-26 13:17:02,680][httpx][INFO] - HTTP Request: HEAD https://huggingface.co/facebook/VGGT-1B/resolve/main/model.safetensors "HTTP/1.1 302 Found"
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+[2026-02-26 13:18:02,430][httpx][INFO] - HTTP Request: HEAD https://huggingface.co/api/resolve-cache/models/facebook/VGGT-1B/860abec7937da0a4c03c41d3c269c366e82abdf9/config.json "HTTP/1.1 200 OK"
+[2026-02-26 13:18:02,453][dinov2][INFO] - using MLP layer as FFN
+[2026-02-26 13:18:10,898][httpx][INFO] - HTTP Request: HEAD https://huggingface.co/facebook/VGGT-1B/resolve/main/model.safetensors "HTTP/1.1 302 Found"
+[2026-02-26 13:20:04,725][httpx][INFO] - HTTP Request: HEAD https://huggingface.co/facebook/VGGT-1B/resolve/main/config.json "HTTP/1.1 307 Temporary Redirect"
+[2026-02-26 13:20:04,729][httpx][INFO] - HTTP Request: HEAD https://huggingface.co/api/resolve-cache/models/facebook/VGGT-1B/860abec7937da0a4c03c41d3c269c366e82abdf9/config.json "HTTP/1.1 200 OK"
+[2026-02-26 13:20:04,754][dinov2][INFO] - using MLP layer as FFN
+[2026-02-26 13:20:13,088][httpx][INFO] - HTTP Request: HEAD https://huggingface.co/facebook/VGGT-1B/resolve/main/model.safetensors "HTTP/1.1 302 Found"

train_ddp_process_1.log

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+[2026-02-26 13:20:24,287][dinov2][INFO] - using MLP layer as FFN
+[2026-02-26 13:21:26,706][httpx][INFO] - HTTP Request: HEAD https://huggingface.co/facebook/VGGT-1B/resolve/main/model.safetensors "HTTP/1.1 302 Found"

train_ddp_process_2.log

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+[2026-02-26 13:20:24,271][dinov2][INFO] - using MLP layer as FFN
+[2026-02-26 13:21:33,671][httpx][INFO] - HTTP Request: HEAD https://huggingface.co/facebook/VGGT-1B/resolve/main/model.safetensors "HTTP/1.1 302 Found"

train_ddp_process_3.log

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+[2026-02-26 13:20:24,469][dinov2][INFO] - using MLP layer as FFN
+[2026-02-26 13:21:15,085][httpx][INFO] - HTTP Request: HEAD https://huggingface.co/facebook/VGGT-1B/resolve/main/model.safetensors "HTTP/1.1 302 Found"

train_ddp_process_4.log

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+[2026-02-26 13:20:23,902][dinov2][INFO] - using MLP layer as FFN
+[2026-02-26 13:21:18,749][httpx][INFO] - HTTP Request: HEAD https://huggingface.co/facebook/VGGT-1B/resolve/main/model.safetensors "HTTP/1.1 302 Found"

train_ddp_process_5.log

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+[2026-02-26 13:20:24,293][httpx][INFO] - HTTP Request: HEAD https://huggingface.co/facebook/VGGT-1B/resolve/main/config.json "HTTP/1.1 307 Temporary Redirect"
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+[2026-02-26 13:20:24,318][dinov2][INFO] - using MLP layer as FFN
+[2026-02-26 13:21:34,495][httpx][INFO] - HTTP Request: HEAD https://huggingface.co/facebook/VGGT-1B/resolve/main/model.safetensors "HTTP/1.1 302 Found"

train_ddp_process_6.log

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+[2026-02-26 13:20:24,223][httpx][INFO] - HTTP Request: HEAD https://huggingface.co/facebook/VGGT-1B/resolve/main/config.json "HTTP/1.1 307 Temporary Redirect"
+[2026-02-26 13:20:24,228][httpx][INFO] - HTTP Request: HEAD https://huggingface.co/api/resolve-cache/models/facebook/VGGT-1B/860abec7937da0a4c03c41d3c269c366e82abdf9/config.json "HTTP/1.1 200 OK"
+[2026-02-26 13:20:24,257][dinov2][INFO] - using MLP layer as FFN
+[2026-02-26 13:21:33,452][httpx][INFO] - HTTP Request: HEAD https://huggingface.co/facebook/VGGT-1B/resolve/main/model.safetensors "HTTP/1.1 302 Found"

train_ddp_process_7.log

@@ -0,0 +1,4 @@
+[2026-02-26 13:20:24,231][httpx][INFO] - HTTP Request: HEAD https://huggingface.co/facebook/VGGT-1B/resolve/main/config.json "HTTP/1.1 307 Temporary Redirect"
+[2026-02-26 13:20:24,237][httpx][INFO] - HTTP Request: HEAD https://huggingface.co/api/resolve-cache/models/facebook/VGGT-1B/860abec7937da0a4c03c41d3c269c366e82abdf9/config.json "HTTP/1.1 200 OK"
+[2026-02-26 13:20:24,260][dinov2][INFO] - using MLP layer as FFN
+[2026-02-26 13:21:35,567][httpx][INFO] - HTTP Request: HEAD https://huggingface.co/facebook/VGGT-1B/resolve/main/model.safetensors "HTTP/1.1 302 Found"