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output/exp_co3d_geo_frame_base/2025-09-14_12-58-38/.hydra/config.yaml

@@ -0,0 +1,214 @@
+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: 0
+    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: None
+    voxelize: true
+    intermediate_layer_idx:
+    - 4
+    - 11
+    - 17
+    - 23
+    use_img_feat: false
+    style_aa_order:
+    - frame
+    shared_patch_embed: true
+    style_depth: 12
+    style_intermediate_layer_idx:
+    - 2
+    - 5
+    - 8
+    - 11
+    encode_content: false
+    style_patch_embed: dinov2_vitl14_reg
+    style_fuse_patch_tokens: false
+    style_block_fn: CrossBlock
+    style_aa_block_size: 1
+    style_head_type: base
+  decoder:
+    name: splatting_cuda
+    background_color:
+    - 1.0
+    - 1.0
+    - 1.0
+    make_scale_invariant: false
+loss:
+  mse:
+    weight: 1.0
+    conf: false
+  depth_consis:
+    weight: 0.1
+    sigma_image: null
+    use_second_derivative: false
+    conf: false
+    loss_type: MSE
+  lpips:
+    weight: 0.05
+    apply_after_step: 0
+    conf: false
+  total_variance:
+    weight: 10.0
+    conf: false
+    mask: false
+    alpha: false
+  adain_style:
+    weight: 1.0
+    style_weight: 10.0
+    content_weight: 1.0
+    mse_weight: 0.0
+    style_loss_type: 3d
+    use_checkpoint: false
+wandb:
+  project: anysplat
+  entity: scene-representation-group
+  name: co3d_geo_frame_base
+  mode: offline
+  tags:
+  - co3d
+  - 448x448
+  save_dir: wandb_logs
+mode: train
+data_loader:
+  train:
+    num_workers: 16
+    persistent_workers: true
+    batch_size: 1
+    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: 1000
+  backbone_lr_multiplier: 0.1
+checkpointing:
+  load: null
+  every_n_train_steps: 200
+  save_top_k: 5
+  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
+  stylization_start_step: 10000
+  train_stage: gs
+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
+  generate_video: false
+  mode: inference
+  image_folder: examples/bungeenerf
+seed: 111123
+trainer:
+  max_steps: 15000
+  val_check_interval: 500
+  gradient_clip_val: 0.5
+  num_nodes: 1
+  accumulate_grad_batches: 1
+  precision: bf16-mixed
+dataset:
+  co3d:
+    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: sequence
+      num_context_views: 24
+      num_target_views: 1
+      max_img_per_gpu: 24
+      min_gap: 1
+      max_gap: 5
+      min_distance_between_context_views: 32
+      max_distance_between_context_views: 256
+    name: co3d
+    roots:
+    - datasets/CO3D
+    input_image_shape:
+    - 224
+    - 448
+    original_image_shape:
+    - 540
+    - 960
+    cameras_are_circular: false
+    baseline_min: 0.001
+    baseline_max: 100.0
+    max_fov: 110.0
+    avg_pose: false
+    intr_augment: true
+    normalize_by_pts3d: false

output/exp_co3d_geo_frame_base/2025-09-14_12-58-38/.hydra/hydra.yaml

@@ -0,0 +1,163 @@
+hydra:
+  run:
+    dir: output/exp_${wandb.name}/${now:%Y-%m-%d_%H-%M-%S}
+  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.job.config.store_config=false
+    - hydra.mode=RUN
+    task:
+    - +experiment=co3d_geo_frame_base
+  job:
+    name: main
+    chdir: null
+    override_dirname: +experiment=co3d_geo_frame_base
+    id: ???
+    num: ???
+    config_name: main
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+      store_config: false
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /work/nvme/bfcb/hliu15/StyleAnySplat
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /work/nvme/bfcb/hliu15/StyleAnySplat/config
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /work/nvme/bfcb/hliu15/StyleAnySplat/output/exp_co3d_geo_frame_base/2025-09-14_12-58-38
+    choices:
+      experiment: co3d_geo_frame_base
+      dataset@dataset.co3d: co3d
+      dataset/view_sampler@dataset.co3d.view_sampler: sequence
+      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

output/exp_co3d_geo_frame_base/2025-09-14_12-58-38/.hydra/overrides.yaml

@@ -0,0 +1 @@
+- +experiment=co3d_geo_frame_base

output/exp_co3d_geo_frame_base/2025-09-14_12-58-38/checkpoints/epoch_29-step_15000.ckpt

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+version https://git-lfs.github.com/spec/v1
+oid sha256:9d70b2f1717ee6bddec19cb133bf9b6f8440f50ac3c7ef1931904ac860366564
+size 13271000299

output/exp_co3d_geo_frame_base/2025-09-14_12-58-38/hf_checkpoints/step_015000/README.md

@@ -0,0 +1,10 @@
+---
+tags:
+- model_hub_mixin
+- pytorch_model_hub_mixin
+---
+
+This model has been pushed to the Hub using the [PytorchModelHubMixin](https://huggingface.co/docs/huggingface_hub/package_reference/mixins#huggingface_hub.PyTorchModelHubMixin) integration:
+- Code: [More Information Needed]
+- Paper: [More Information Needed]
+- Docs: [More Information Needed]

output/exp_co3d_geo_frame_base/2025-09-14_12-58-38/hf_checkpoints/step_015000/config.json

@@ -0,0 +1,102 @@
+{
+  "decoder_cfg": {
+    "background_color": [
+      1.0,
+      1.0,
+      1.0
+    ],
+    "make_scale_invariant": false,
+    "name": "splatting_cuda"
+  },
+  "encoder_cfg": {
+    "add_view": false,
+    "anchor_feat_dim": 128,
+    "apply_bounds_shim": true,
+    "backbone": {
+      "asymmetry_decoder": true,
+      "intrinsics_embed_degree": 4,
+      "intrinsics_embed_loc": "encoder",
+      "intrinsics_embed_type": "token",
+      "model": "ViTLarge_BaseDecoder",
+      "name": "croco",
+      "patch_embed_cls": "PatchEmbedDust3R"
+    },
+    "conf_threshold": 0.1,
+    "connect_layers": false,
+    "d_feature": 32,
+    "detach_geo_feat": false,
+    "distill": true,
+    "encode_content": false,
+    "freeze_backbone": false,
+    "freeze_module": "None",
+    "gaussian_adapter": {
+      "gaussian_scale_max": 15.0,
+      "gaussian_scale_min": 0.5,
+      "sh_degree": 0
+    },
+    "gaussians_per_pixel": 1,
+    "gs_keep_ratio": 1.0,
+    "gs_params_head_type": "dpt_gs",
+    "gs_prune": false,
+    "gt_pose_to_pts": false,
+    "input_mean": [
+      0.5,
+      0.5,
+      0.5
+    ],
+    "input_std": [
+      0.5,
+      0.5,
+      0.5
+    ],
+    "intermediate_layer_idx": [
+      4,
+      11,
+      17,
+      23
+    ],
+    "n_offsets": 2,
+    "name": "anysplat",
+    "num_monocular_samples": 32,
+    "num_surfaces": 1,
+    "opacity_conf": false,
+    "opacity_mapping": {
+      "final": 0.0,
+      "initial": 0.0,
+      "warm_up": 1
+    },
+    "opacity_threshold": 0.001,
+    "pass_pts_all": false,
+    "pose_free": true,
+    "pred_head_type": "depth",
+    "pred_pose": true,
+    "pretrained_weights": "",
+    "render_conf": false,
+    "shared_patch_embed": true,
+    "simple_branch": false,
+    "style_aa_block_size": 1,
+    "style_aa_order": [
+      "frame"
+    ],
+    "style_block_fn": "CrossBlock",
+    "style_depth": 12,
+    "style_fuse_patch_tokens": false,
+    "style_head_type": "base",
+    "style_intermediate_layer_idx": [
+      2,
+      5,
+      8,
+      11
+    ],
+    "style_patch_embed": "dinov2_vitl14_reg",
+    "use_geo_in_color": false,
+    "use_img_feat": false,
+    "visualizer": {
+      "export_ply": false,
+      "min_resolution": 256,
+      "num_samples": 8
+    },
+    "voxel_size": 0.002,
+    "voxelize": true
+  }
+}

output/exp_co3d_geo_frame_base/2025-09-14_12-58-38/hf_checkpoints/step_015000/model.safetensors

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+version https://git-lfs.github.com/spec/v1
+oid sha256:a88ed64063d2d30625923539f8b8ca4b5884ec6699e224234971aa50a38d77d4
+size 6281532532

output/exp_co3d_geo_frame_base/2025-09-14_12-58-38/main.log

@@ -0,0 +1,8 @@
+[2025-09-14 12:58:39,300][dinov2][INFO] - using MLP layer as FFN
+[2025-09-14 12:58:39,300][dinov2][INFO] - using MLP layer as FFN
+[2025-09-14 12:58:39,300][dinov2][INFO] - using MLP layer as FFN
+[2025-09-14 12:58:39,300][dinov2][INFO] - using MLP layer as FFN
+[2025-09-14 12:58:39,300][dinov2][INFO] - using MLP layer as FFN
+[2025-09-14 12:58:39,300][dinov2][INFO] - using MLP layer as FFN
+[2025-09-14 12:58:39,300][dinov2][INFO] - using MLP layer as FFN
+[2025-09-14 12:58:39,300][dinov2][INFO] - using MLP layer as FFN

output/exp_co3d_geo_global_base/2025-09-12_20-46-52/.hydra/config.yaml

@@ -0,0 +1,214 @@
+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: 0
+    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: None
+    voxelize: true
+    intermediate_layer_idx:
+    - 4
+    - 11
+    - 17
+    - 23
+    use_img_feat: false
+    style_aa_order:
+    - global
+    shared_patch_embed: true
+    style_depth: 12
+    style_intermediate_layer_idx:
+    - 2
+    - 5
+    - 8
+    - 11
+    encode_content: false
+    style_patch_embed: dinov2_vitl14_reg
+    style_fuse_patch_tokens: false
+    style_block_fn: CrossBlock
+    style_aa_block_size: 1
+    style_head_type: base
+  decoder:
+    name: splatting_cuda
+    background_color:
+    - 1.0
+    - 1.0
+    - 1.0
+    make_scale_invariant: false
+loss:
+  mse:
+    weight: 1.0
+    conf: false
+  depth_consis:
+    weight: 0.1
+    sigma_image: null
+    use_second_derivative: false
+    conf: false
+    loss_type: MSE
+  lpips:
+    weight: 0.05
+    apply_after_step: 0
+    conf: false
+  total_variance:
+    weight: 10.0
+    conf: false
+    mask: false
+    alpha: false
+  adain_style:
+    weight: 1.0
+    style_weight: 10.0
+    content_weight: 1.0
+    mse_weight: 0.0
+    style_loss_type: 3d
+    use_checkpoint: false
+wandb:
+  project: anysplat
+  entity: scene-representation-group
+  name: co3d_geo_global_base
+  mode: offline
+  tags:
+  - co3d
+  - 448x448
+  save_dir: wandb_logs
+mode: train
+data_loader:
+  train:
+    num_workers: 16
+    persistent_workers: true
+    batch_size: 1
+    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: 1000
+  backbone_lr_multiplier: 0.1
+checkpointing:
+  load: null
+  every_n_train_steps: 200
+  save_top_k: 5
+  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
+  stylization_start_step: 10000
+  train_stage: gs
+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
+  generate_video: false
+  mode: inference
+  image_folder: examples/bungeenerf
+seed: 111123
+trainer:
+  max_steps: 15000
+  val_check_interval: 500
+  gradient_clip_val: 0.5
+  num_nodes: 1
+  accumulate_grad_batches: 1
+  precision: bf16-mixed
+dataset:
+  co3d:
+    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: sequence
+      num_context_views: 24
+      num_target_views: 1
+      max_img_per_gpu: 24
+      min_gap: 1
+      max_gap: 5
+      min_distance_between_context_views: 32
+      max_distance_between_context_views: 256
+    name: co3d
+    roots:
+    - datasets/CO3D
+    input_image_shape:
+    - 224
+    - 448
+    original_image_shape:
+    - 540
+    - 960
+    cameras_are_circular: false
+    baseline_min: 0.001
+    baseline_max: 100.0
+    max_fov: 110.0
+    avg_pose: false
+    intr_augment: true
+    normalize_by_pts3d: false

output/exp_co3d_geo_global_base/2025-09-12_20-46-52/.hydra/hydra.yaml

@@ -0,0 +1,163 @@
+hydra:
+  run:
+    dir: output/exp_${wandb.name}/${now:%Y-%m-%d_%H-%M-%S}
+  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.job.config.store_config=false
+    - hydra.mode=RUN
+    task:
+    - +experiment=co3d_geo_global_base
+  job:
+    name: main
+    chdir: null
+    override_dirname: +experiment=co3d_geo_global_base
+    id: ???
+    num: ???
+    config_name: main
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+      store_config: false
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /work/nvme/bfcb/hliu15/StyleAnySplat
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /work/nvme/bfcb/hliu15/StyleAnySplat/config
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /work/nvme/bfcb/hliu15/StyleAnySplat/output/exp_co3d_geo_global_base/2025-09-12_20-46-52
+    choices:
+      experiment: co3d_geo_global_base
+      dataset@dataset.co3d: co3d
+      dataset/view_sampler@dataset.co3d.view_sampler: sequence
+      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

output/exp_co3d_geo_global_base/2025-09-12_20-46-52/.hydra/overrides.yaml

@@ -0,0 +1 @@
+- +experiment=co3d_geo_global_base

output/exp_co3d_geo_global_base/2025-09-12_20-46-52/checkpoints/epoch_30-step_15000.ckpt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0d13589e388ec13afbf36456fd982cc89132d6763019e542702b6b3e6a724252
+size 13271001131

output/exp_co3d_geo_global_base/2025-09-12_20-46-52/hf_checkpoints/step_015000/README.md

@@ -0,0 +1,10 @@
+---
+tags:
+- model_hub_mixin
+- pytorch_model_hub_mixin
+---
+
+This model has been pushed to the Hub using the [PytorchModelHubMixin](https://huggingface.co/docs/huggingface_hub/package_reference/mixins#huggingface_hub.PyTorchModelHubMixin) integration:
+- Code: [More Information Needed]
+- Paper: [More Information Needed]
+- Docs: [More Information Needed]

output/exp_co3d_geo_global_base/2025-09-12_20-46-52/hf_checkpoints/step_015000/config.json

@@ -0,0 +1,102 @@
+{
+  "decoder_cfg": {
+    "background_color": [
+      1.0,
+      1.0,
+      1.0
+    ],
+    "make_scale_invariant": false,
+    "name": "splatting_cuda"
+  },
+  "encoder_cfg": {
+    "add_view": false,
+    "anchor_feat_dim": 128,
+    "apply_bounds_shim": true,
+    "backbone": {
+      "asymmetry_decoder": true,
+      "intrinsics_embed_degree": 4,
+      "intrinsics_embed_loc": "encoder",
+      "intrinsics_embed_type": "token",
+      "model": "ViTLarge_BaseDecoder",
+      "name": "croco",
+      "patch_embed_cls": "PatchEmbedDust3R"
+    },
+    "conf_threshold": 0.1,
+    "connect_layers": false,
+    "d_feature": 32,
+    "detach_geo_feat": false,
+    "distill": true,
+    "encode_content": false,
+    "freeze_backbone": false,
+    "freeze_module": "None",
+    "gaussian_adapter": {
+      "gaussian_scale_max": 15.0,
+      "gaussian_scale_min": 0.5,
+      "sh_degree": 0
+    },
+    "gaussians_per_pixel": 1,
+    "gs_keep_ratio": 1.0,
+    "gs_params_head_type": "dpt_gs",
+    "gs_prune": false,
+    "gt_pose_to_pts": false,
+    "input_mean": [
+      0.5,
+      0.5,
+      0.5
+    ],
+    "input_std": [
+      0.5,
+      0.5,
+      0.5
+    ],
+    "intermediate_layer_idx": [
+      4,
+      11,
+      17,
+      23
+    ],
+    "n_offsets": 2,
+    "name": "anysplat",
+    "num_monocular_samples": 32,
+    "num_surfaces": 1,
+    "opacity_conf": false,
+    "opacity_mapping": {
+      "final": 0.0,
+      "initial": 0.0,
+      "warm_up": 1
+    },
+    "opacity_threshold": 0.001,
+    "pass_pts_all": false,
+    "pose_free": true,
+    "pred_head_type": "depth",
+    "pred_pose": true,
+    "pretrained_weights": "",
+    "render_conf": false,
+    "shared_patch_embed": true,
+    "simple_branch": false,
+    "style_aa_block_size": 1,
+    "style_aa_order": [
+      "global"
+    ],
+    "style_block_fn": "CrossBlock",
+    "style_depth": 12,
+    "style_fuse_patch_tokens": false,
+    "style_head_type": "base",
+    "style_intermediate_layer_idx": [
+      2,
+      5,
+      8,
+      11
+    ],
+    "style_patch_embed": "dinov2_vitl14_reg",
+    "use_geo_in_color": false,
+    "use_img_feat": false,
+    "visualizer": {
+      "export_ply": false,
+      "min_resolution": 256,
+      "num_samples": 8
+    },
+    "voxel_size": 0.002,
+    "voxelize": true
+  }
+}

output/exp_co3d_geo_global_base/2025-09-12_20-46-52/hf_checkpoints/step_015000/model.safetensors

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+version https://git-lfs.github.com/spec/v1
+oid sha256:bc82c5beb10e9b318dc2763cd05b4b0d873ae4440e11b7528946e99f266ec540
+size 6281532932

output/exp_co3d_geo_global_base/2025-09-12_20-46-52/main.log

@@ -0,0 +1,8 @@
+[2025-09-12 20:46:52,755][dinov2][INFO] - using MLP layer as FFN
+[2025-09-12 20:46:52,755][dinov2][INFO] - using MLP layer as FFN
+[2025-09-12 20:46:52,755][dinov2][INFO] - using MLP layer as FFN
+[2025-09-12 20:46:52,755][dinov2][INFO] - using MLP layer as FFN
+[2025-09-12 20:46:52,755][dinov2][INFO] - using MLP layer as FFN
+[2025-09-12 20:46:52,755][dinov2][INFO] - using MLP layer as FFN
+[2025-09-12 20:46:52,756][dinov2][INFO] - using MLP layer as FFN
+[2025-09-12 20:46:52,756][dinov2][INFO] - using MLP layer as FFN

output/exp_co3d_geo_hybrid_base/2025-09-10_11-25-48/.hydra/config.yaml

@@ -0,0 +1,215 @@
+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: 0
+    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: None
+    voxelize: true
+    intermediate_layer_idx:
+    - 4
+    - 11
+    - 17
+    - 23
+    use_img_feat: false
+    style_aa_order:
+    - global
+    - frame
+    shared_patch_embed: true
+    style_depth: 12
+    style_intermediate_layer_idx:
+    - 2
+    - 5
+    - 8
+    - 11
+    encode_content: false
+    style_patch_embed: dinov2_vitl14_reg
+    style_fuse_patch_tokens: false
+    style_block_fn: CrossBlock
+    style_aa_block_size: 1
+    style_head_type: base
+  decoder:
+    name: splatting_cuda
+    background_color:
+    - 1.0
+    - 1.0
+    - 1.0
+    make_scale_invariant: false
+loss:
+  mse:
+    weight: 1.0
+    conf: false
+  depth_consis:
+    weight: 0.1
+    sigma_image: null
+    use_second_derivative: false
+    conf: false
+    loss_type: MSE
+  lpips:
+    weight: 0.05
+    apply_after_step: 0
+    conf: false
+  total_variance:
+    weight: 10.0
+    conf: false
+    mask: false
+    alpha: false
+  adain_style:
+    weight: 1.0
+    style_weight: 10.0
+    content_weight: 1.0
+    mse_weight: 0.0
+    style_loss_type: 3d
+    use_checkpoint: false
+wandb:
+  project: anysplat
+  entity: scene-representation-group
+  name: co3d_geo_hybrid_base
+  mode: offline
+  tags:
+  - co3d
+  - 448x448
+  save_dir: wandb_logs
+mode: train
+data_loader:
+  train:
+    num_workers: 16
+    persistent_workers: true
+    batch_size: 1
+    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: 1000
+  backbone_lr_multiplier: 0.1
+checkpointing:
+  load: null
+  every_n_train_steps: 200
+  save_top_k: 5
+  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
+  stylization_start_step: 10000
+  train_stage: gs
+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
+  generate_video: false
+  mode: inference
+  image_folder: examples/bungeenerf
+seed: 111123
+trainer:
+  max_steps: 15000
+  val_check_interval: 500
+  gradient_clip_val: 0.5
+  num_nodes: 1
+  accumulate_grad_batches: 1
+  precision: bf16-mixed
+dataset:
+  co3d:
+    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: sequence
+      num_context_views: 24
+      num_target_views: 1
+      max_img_per_gpu: 24
+      min_gap: 1
+      max_gap: 5
+      min_distance_between_context_views: 32
+      max_distance_between_context_views: 256
+    name: co3d
+    roots:
+    - datasets/CO3D
+    input_image_shape:
+    - 224
+    - 448
+    original_image_shape:
+    - 540
+    - 960
+    cameras_are_circular: false
+    baseline_min: 0.001
+    baseline_max: 100.0
+    max_fov: 110.0
+    avg_pose: false
+    intr_augment: true
+    normalize_by_pts3d: false

output/exp_co3d_geo_hybrid_base/2025-09-10_11-25-48/.hydra/hydra.yaml

@@ -0,0 +1,163 @@
+hydra:
+  run:
+    dir: output/exp_${wandb.name}/${now:%Y-%m-%d_%H-%M-%S}
+  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.job.config.store_config=false
+    - hydra.mode=RUN
+    task:
+    - +experiment=co3d_geo_hybrid_base
+  job:
+    name: main
+    chdir: null
+    override_dirname: +experiment=co3d_geo_hybrid_base
+    id: ???
+    num: ???
+    config_name: main
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+      store_config: false
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /work/nvme/bfcb/hliu15/StyleAnySplat
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /work/nvme/bfcb/hliu15/StyleAnySplat/config
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /work/nvme/bfcb/hliu15/StyleAnySplat/output/exp_co3d_geo_hybrid_base/2025-09-10_11-25-48
+    choices:
+      experiment: co3d_geo_hybrid_base
+      dataset@dataset.co3d: co3d
+      dataset/view_sampler@dataset.co3d.view_sampler: sequence
+      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

output/exp_co3d_geo_hybrid_base/2025-09-10_11-25-48/.hydra/overrides.yaml

@@ -0,0 +1 @@
+- +experiment=co3d_geo_hybrid_base

output/exp_co3d_geo_hybrid_base/2025-09-10_11-25-48/checkpoints/epoch_28-step_15000.ckpt

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+version https://git-lfs.github.com/spec/v1
+oid sha256:b86b45d9d11bf3f32b2a1e3769daff4c3dfdb42691d16e7f9c5ee4d8e7050ed6
+size 14515928538

output/exp_co3d_geo_hybrid_base/2025-09-10_11-25-48/hf_checkpoints/step_015000/README.md

@@ -0,0 +1,10 @@
+---
+tags:
+- model_hub_mixin
+- pytorch_model_hub_mixin
+---
+
+This model has been pushed to the Hub using the [PytorchModelHubMixin](https://huggingface.co/docs/huggingface_hub/package_reference/mixins#huggingface_hub.PyTorchModelHubMixin) integration:
+- Code: [More Information Needed]
+- Paper: [More Information Needed]
+- Docs: [More Information Needed]

output/exp_co3d_geo_hybrid_base/2025-09-10_11-25-48/hf_checkpoints/step_015000/config.json

@@ -0,0 +1,103 @@
+{
+  "decoder_cfg": {
+    "background_color": [
+      1.0,
+      1.0,
+      1.0
+    ],
+    "make_scale_invariant": false,
+    "name": "splatting_cuda"
+  },
+  "encoder_cfg": {
+    "add_view": false,
+    "anchor_feat_dim": 128,
+    "apply_bounds_shim": true,
+    "backbone": {
+      "asymmetry_decoder": true,
+      "intrinsics_embed_degree": 4,
+      "intrinsics_embed_loc": "encoder",
+      "intrinsics_embed_type": "token",
+      "model": "ViTLarge_BaseDecoder",
+      "name": "croco",
+      "patch_embed_cls": "PatchEmbedDust3R"
+    },
+    "conf_threshold": 0.1,
+    "connect_layers": false,
+    "d_feature": 32,
+    "detach_geo_feat": false,
+    "distill": true,
+    "encode_content": false,
+    "freeze_backbone": false,
+    "freeze_module": "None",
+    "gaussian_adapter": {
+      "gaussian_scale_max": 15.0,
+      "gaussian_scale_min": 0.5,
+      "sh_degree": 0
+    },
+    "gaussians_per_pixel": 1,
+    "gs_keep_ratio": 1.0,
+    "gs_params_head_type": "dpt_gs",
+    "gs_prune": false,
+    "gt_pose_to_pts": false,
+    "input_mean": [
+      0.5,
+      0.5,
+      0.5
+    ],
+    "input_std": [
+      0.5,
+      0.5,
+      0.5
+    ],
+    "intermediate_layer_idx": [
+      4,
+      11,
+      17,
+      23
+    ],
+    "n_offsets": 2,
+    "name": "anysplat",
+    "num_monocular_samples": 32,
+    "num_surfaces": 1,
+    "opacity_conf": false,
+    "opacity_mapping": {
+      "final": 0.0,
+      "initial": 0.0,
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+    "render_conf": false,
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+    "style_aa_order": [
+      "global",
+      "frame"
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+    "style_depth": 12,
+    "style_fuse_patch_tokens": false,
+    "style_head_type": "base",
+    "style_intermediate_layer_idx": [
+      2,
+      5,
+      8,
+      11
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+    "style_patch_embed": "dinov2_vitl14_reg",
+    "use_geo_in_color": false,
+    "use_img_feat": false,
+    "visualizer": {
+      "export_ply": false,
+      "min_resolution": 256,
+      "num_samples": 8
+    },
+    "voxel_size": 0.002,
+    "voxelize": true
+  }
+}

output/exp_co3d_geo_hybrid_base/2025-09-10_11-25-48/hf_checkpoints/step_015000/model.safetensors

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output/exp_co3d_geo_hybrid_base/2025-09-10_11-25-48/main.log

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+[2025-09-10 11:25:49,074][dinov2][INFO] - using MLP layer as FFN
+[2025-09-10 11:25:49,074][dinov2][INFO] - using MLP layer as FFN
+[2025-09-10 11:25:49,074][dinov2][INFO] - using MLP layer as FFN
+[2025-09-10 11:25:49,074][dinov2][INFO] - using MLP layer as FFN
+[2025-09-10 11:25:49,074][dinov2][INFO] - using MLP layer as FFN
+[2025-09-10 11:25:49,074][dinov2][INFO] - using MLP layer as FFN
+[2025-09-10 11:25:49,074][dinov2][INFO] - using MLP layer as FFN
+[2025-09-10 11:25:49,074][dinov2][INFO] - using MLP layer as FFN

output/exp_co3d_style_3d_loss_4gpus/2025-09-20_16-15-59/.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: 0
+    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: true
+    distill: false
+    render_conf: false
+    conf_threshold: 0.1
+    freeze_module: None
+    voxelize: true
+    intermediate_layer_idx:
+    - 4
+    - 11
+    - 17
+    - 23
+    use_img_feat: false
+    style_aa_order:
+    - global
+    shared_patch_embed: true
+    style_depth: 12
+    style_intermediate_layer_idx:
+    - 2
+    - 5
+    - 8
+    - 11
+    encode_content: false
+    style_patch_embed: dinov2_vitl14_reg
+    style_fuse_patch_tokens: false
+    style_block_fn: CrossBlock
+    pass_pts_all: true
+    style_head_type: base
+  decoder:
+    name: splatting_cuda
+    background_color:
+    - 1.0
+    - 1.0
+    - 1.0
+    make_scale_invariant: false
+loss:
+  mse:
+    weight: 1.0
+    conf: false
+  depth_consis:
+    weight: 0.1
+    sigma_image: null
+    use_second_derivative: false
+    conf: false
+    loss_type: MSE
+  lpips:
+    weight: 0.05
+    apply_after_step: 0
+    conf: false
+  total_variance:
+    weight: 10.0
+    conf: false
+    mask: false
+    alpha: false
+  adain_style:
+    weight: 1.0
+    style_weight: 1.0
+    content_weight: 0.1
+    mse_weight: 0.0
+    style_loss_type: 3d
+    use_checkpoint: false
+    style_feat_weights:
+    - 16
+    - 8
+    - 4
+    - 2
+    - 1
+    content_feat_weights:
+    - 1
+    - 1
+  clip:
+    weight: 1.0
+    n_cuts: 4
+    cut_target: false
+wandb:
+  project: anysplat
+  entity: scene-representation-group
+  name: co3d_style_3d_loss_4gpus
+  mode: offline
+  tags:
+  - co3d
+  - 448x448
+  save_dir: wandb_logs
+mode: train
+data_loader:
+  train:
+    num_workers: 16
+    persistent_workers: true
+    batch_size: 1
+    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: 1000
+  backbone_lr_multiplier: 0.1
+checkpointing:
+  load: output/exp_co3d_geo_global_base/2025-09-12_20-46-52/checkpoints/epoch_30-step_15000.ckpt
+  every_n_train_steps: 200
+  save_top_k: 5
+  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
+  stylization_start_step: 10000
+  train_stage: style
+  loss_threshold: 20.0
+  clip_loss: 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
+  generate_video: false
+  mode: inference
+  image_folder: examples/bungeenerf
+seed: 111123
+trainer:
+  max_steps: 15000
+  val_check_interval: 500
+  gradient_clip_val: 1
+  num_nodes: 1
+  accumulate_grad_batches: 1
+  precision: bf16-mixed
+dataset:
+  co3d:
+    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: sequence
+      num_context_views: 18
+      num_target_views: 1
+      max_img_per_gpu: 18
+      min_gap: 1
+      max_gap: 5
+      min_distance_between_context_views: 32
+      max_distance_between_context_views: 256
+    name: co3d
+    roots:
+    - datasets/CO3D
+    input_image_shape:
+    - 224
+    - 448
+    original_image_shape:
+    - 540
+    - 960
+    cameras_are_circular: false
+    baseline_min: 0.001
+    baseline_max: 100.0
+    max_fov: 110.0
+    avg_pose: false
+    intr_augment: true
+    normalize_by_pts3d: false

output/exp_co3d_style_3d_loss_4gpus/2025-09-20_16-15-59/.hydra/hydra.yaml

@@ -0,0 +1,163 @@
+hydra:
+  run:
+    dir: output/exp_${wandb.name}/${now:%Y-%m-%d_%H-%M-%S}
+  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.job.config.store_config=false
+    - hydra.mode=RUN
+    task:
+    - +experiment=co3d_style_3d_loss_4gpus
+  job:
+    name: main
+    chdir: null
+    override_dirname: +experiment=co3d_style_3d_loss_4gpus
+    id: ???
+    num: ???
+    config_name: main
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+      store_config: false
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /work/nvme/bfcb/hliu15/StyleAnySplat
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /work/nvme/bfcb/hliu15/StyleAnySplat/config
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /work/nvme/bfcb/hliu15/StyleAnySplat/output/exp_co3d_style_3d_loss_4gpus/2025-09-20_16-15-59
+    choices:
+      experiment: co3d_style_3d_loss_4gpus
+      dataset@dataset.co3d: co3d
+      dataset/view_sampler@dataset.co3d.view_sampler: sequence
+      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

output/exp_co3d_style_3d_loss_4gpus/2025-09-20_16-15-59/.hydra/overrides.yaml

@@ -0,0 +1 @@
+- +experiment=co3d_style_3d_loss_4gpus

output/exp_co3d_style_3d_loss_4gpus/2025-09-20_16-15-59/hf_checkpoints/step_015000/README.md

@@ -0,0 +1,10 @@
+---
+tags:
+- model_hub_mixin
+- pytorch_model_hub_mixin
+---
+
+This model has been pushed to the Hub using the [PytorchModelHubMixin](https://huggingface.co/docs/huggingface_hub/package_reference/mixins#huggingface_hub.PyTorchModelHubMixin) integration:
+- Code: [More Information Needed]
+- Paper: [More Information Needed]
+- Docs: [More Information Needed]

output/exp_co3d_style_3d_loss_4gpus/2025-09-20_16-15-59/hf_checkpoints/step_015000/config.json

@@ -0,0 +1,102 @@
+{
+  "decoder_cfg": {
+    "background_color": [
+      1.0,
+      1.0,
+      1.0
+    ],
+    "make_scale_invariant": false,
+    "name": "splatting_cuda"
+  },
+  "encoder_cfg": {
+    "add_view": false,
+    "anchor_feat_dim": 128,
+    "apply_bounds_shim": true,
+    "backbone": {
+      "asymmetry_decoder": true,
+      "intrinsics_embed_degree": 4,
+      "intrinsics_embed_loc": "encoder",
+      "intrinsics_embed_type": "token",
+      "model": "ViTLarge_BaseDecoder",
+      "name": "croco",
+      "patch_embed_cls": "PatchEmbedDust3R"
+    },
+    "conf_threshold": 0.1,
+    "connect_layers": false,
+    "d_feature": 32,
+    "detach_geo_feat": false,
+    "distill": false,
+    "encode_content": false,
+    "freeze_backbone": true,
+    "freeze_module": "None",
+    "gaussian_adapter": {
+      "gaussian_scale_max": 15.0,
+      "gaussian_scale_min": 0.5,
+      "sh_degree": 0
+    },
+    "gaussians_per_pixel": 1,
+    "gs_keep_ratio": 1.0,
+    "gs_params_head_type": "dpt_gs",
+    "gs_prune": false,
+    "gt_pose_to_pts": false,
+    "input_mean": [
+      0.5,
+      0.5,
+      0.5
+    ],
+    "input_std": [
+      0.5,
+      0.5,
+      0.5
+    ],
+    "intermediate_layer_idx": [
+      4,
+      11,
+      17,
+      23
+    ],
+    "n_offsets": 2,
+    "name": "anysplat",
+    "num_monocular_samples": 32,
+    "num_surfaces": 1,
+    "opacity_conf": false,
+    "opacity_mapping": {
+      "final": 0.0,
+      "initial": 0.0,
+      "warm_up": 1
+    },
+    "opacity_threshold": 0.001,
+    "pass_pts_all": true,
+    "pose_free": true,
+    "pred_head_type": "depth",
+    "pred_pose": true,
+    "pretrained_weights": "",
+    "render_conf": false,
+    "shared_patch_embed": true,
+    "simple_branch": false,
+    "style_aa_block_size": 1,
+    "style_aa_order": [
+      "global"
+    ],
+    "style_block_fn": "CrossBlock",
+    "style_depth": 12,
+    "style_fuse_patch_tokens": false,
+    "style_head_type": "base",
+    "style_intermediate_layer_idx": [
+      2,
+      5,
+      8,
+      11
+    ],
+    "style_patch_embed": "dinov2_vitl14_reg",
+    "use_geo_in_color": false,
+    "use_img_feat": false,
+    "visualizer": {
+      "export_ply": false,
+      "min_resolution": 256,
+      "num_samples": 8
+    },
+    "voxel_size": 0.002,
+    "voxelize": true
+  }
+}

output/exp_co3d_style_3d_loss_4gpus/2025-09-20_16-15-59/hf_checkpoints/step_015000/model.safetensors

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+size 3467814428

output/exp_co3d_style_3d_loss_4gpus/2025-09-20_16-15-59/main.log

@@ -0,0 +1,28 @@
+[2025-09-20 16:15:59,352][dinov2][INFO] - using MLP layer as FFN
+[2025-09-20 16:15:59,352][dinov2][INFO] - using MLP layer as FFN
+[2025-09-20 16:15:59,352][dinov2][INFO] - using MLP layer as FFN
+[2025-09-20 16:15:59,352][dinov2][INFO] - using MLP layer as FFN
+[2025-09-20 16:16:24,445][root][INFO] - Parsing model identifier. Schema: None, Identifier: ViT-B-32-quickgelu
+[2025-09-20 16:16:24,445][root][INFO] - Parsing model identifier. Schema: None, Identifier: ViT-B-32-quickgelu
+[2025-09-20 16:16:24,445][root][INFO] - Loaded built-in ViT-B-32-quickgelu model config.
+[2025-09-20 16:16:24,446][root][INFO] - Loaded built-in ViT-B-32-quickgelu model config.
+[2025-09-20 16:16:24,447][root][INFO] - Parsing model identifier. Schema: None, Identifier: ViT-B-32-quickgelu
+[2025-09-20 16:16:24,447][root][INFO] - Loaded built-in ViT-B-32-quickgelu model config.
+[2025-09-20 16:16:24,468][root][INFO] - Parsing model identifier. Schema: None, Identifier: ViT-B-32-quickgelu
+[2025-09-20 16:16:24,468][root][INFO] - Loaded built-in ViT-B-32-quickgelu model config.
+[2025-09-20 16:16:24,526][root][INFO] - Instantiating model architecture: CLIP
+[2025-09-20 16:16:24,526][root][INFO] - Instantiating model architecture: CLIP
+[2025-09-20 16:16:24,526][root][INFO] - Instantiating model architecture: CLIP
+[2025-09-20 16:16:24,526][root][INFO] - Instantiating model architecture: CLIP
+[2025-09-20 16:16:25,457][root][INFO] - Loading full pretrained weights from: /u/hliu15/.cache/huggingface/hub/models--timm--vit_base_patch32_clip_224.laion400m_e32/snapshots/faf88d716a164f74a5eaf785acf215a1bb7cfccd/open_clip_model.safetensors
+[2025-09-20 16:16:25,458][root][INFO] - Loading full pretrained weights from: /u/hliu15/.cache/huggingface/hub/models--timm--vit_base_patch32_clip_224.laion400m_e32/snapshots/faf88d716a164f74a5eaf785acf215a1bb7cfccd/open_clip_model.safetensors
+[2025-09-20 16:16:25,459][root][INFO] - Loading full pretrained weights from: /u/hliu15/.cache/huggingface/hub/models--timm--vit_base_patch32_clip_224.laion400m_e32/snapshots/faf88d716a164f74a5eaf785acf215a1bb7cfccd/open_clip_model.safetensors
+[2025-09-20 16:16:25,476][root][INFO] - Loading full pretrained weights from: /u/hliu15/.cache/huggingface/hub/models--timm--vit_base_patch32_clip_224.laion400m_e32/snapshots/faf88d716a164f74a5eaf785acf215a1bb7cfccd/open_clip_model.safetensors
+[2025-09-20 16:16:33,482][root][INFO] - Final image preprocessing configuration set: {'size': (224, 224), 'mode': 'RGB', 'mean': (0.48145466, 0.4578275, 0.40821073), 'std': (0.26862954, 0.26130258, 0.27577711), 'interpolation': 'bicubic', 'resize_mode': 'shortest', 'fill_color': 0}
+[2025-09-20 16:16:33,482][root][INFO] - Model ViT-B-32-quickgelu creation process complete.
+[2025-09-20 16:16:33,487][root][INFO] - Final image preprocessing configuration set: {'size': (224, 224), 'mode': 'RGB', 'mean': (0.48145466, 0.4578275, 0.40821073), 'std': (0.26862954, 0.26130258, 0.27577711), 'interpolation': 'bicubic', 'resize_mode': 'shortest', 'fill_color': 0}
+[2025-09-20 16:16:33,487][root][INFO] - Model ViT-B-32-quickgelu creation process complete.
+[2025-09-20 16:16:33,492][root][INFO] - Final image preprocessing configuration set: {'size': (224, 224), 'mode': 'RGB', 'mean': (0.48145466, 0.4578275, 0.40821073), 'std': (0.26862954, 0.26130258, 0.27577711), 'interpolation': 'bicubic', 'resize_mode': 'shortest', 'fill_color': 0}
+[2025-09-20 16:16:33,493][root][INFO] - Model ViT-B-32-quickgelu creation process complete.
+[2025-09-20 16:16:33,492][root][INFO] - Final image preprocessing configuration set: {'size': (224, 224), 'mode': 'RGB', 'mean': (0.48145466, 0.4578275, 0.40821073), 'std': (0.26862954, 0.26130258, 0.27577711), 'interpolation': 'bicubic', 'resize_mode': 'shortest', 'fill_color': 0}
+[2025-09-20 16:16:33,493][root][INFO] - Model ViT-B-32-quickgelu creation process complete.

output/exp_co3d_style_img_loss_4gpus/2025-09-20_22-48-41/.hydra/config.yaml

@@ -0,0 +1,229 @@
+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: 0
+    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: true
+    distill: false
+    render_conf: false
+    conf_threshold: 0.1
+    freeze_module: None
+    voxelize: true
+    intermediate_layer_idx:
+    - 4
+    - 11
+    - 17
+    - 23
+    use_img_feat: false
+    style_aa_order:
+    - global
+    shared_patch_embed: true
+    style_depth: 12
+    style_intermediate_layer_idx:
+    - 2
+    - 5
+    - 8
+    - 11
+    encode_content: false
+    style_patch_embed: dinov2_vitl14_reg
+    style_fuse_patch_tokens: false
+    style_block_fn: CrossBlock
+    pass_pts_all: true
+    style_head_type: base
+  decoder:
+    name: splatting_cuda
+    background_color:
+    - 1.0
+    - 1.0
+    - 1.0
+    make_scale_invariant: false
+loss:
+  mse:
+    weight: 1.0
+    conf: false
+  depth_consis:
+    weight: 0.1
+    sigma_image: null
+    use_second_derivative: false
+    conf: false
+    loss_type: MSE
+  lpips:
+    weight: 0.05
+    apply_after_step: 0
+    conf: false
+  total_variance:
+    weight: 10.0
+    conf: false
+    mask: false
+    alpha: false
+  adain_style:
+    weight: 1.0
+    style_weight: 1.0
+    content_weight: 0.1
+    mse_weight: 0.0
+    style_loss_type: image
+    use_checkpoint: false
+    style_feat_weights:
+    - 16
+    - 8
+    - 4
+    - 2
+    - 1
+    content_feat_weights:
+    - 1
+    - 1
+  clip:
+    weight: 1.0
+    n_cuts: 4
+    cut_target: false
+wandb:
+  project: anysplat
+  entity: scene-representation-group
+  name: co3d_style_img_loss_4gpus
+  mode: offline
+  tags:
+  - co3d
+  - 448x448
+  save_dir: wandb_logs
+mode: train
+data_loader:
+  train:
+    num_workers: 16
+    persistent_workers: true
+    batch_size: 1
+    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: 1000
+  backbone_lr_multiplier: 0.1
+checkpointing:
+  load: output/exp_co3d_geo_global_base/2025-09-12_20-46-52/checkpoints/epoch_30-step_15000.ckpt
+  every_n_train_steps: 200
+  save_top_k: 5
+  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
+  stylization_start_step: 10000
+  train_stage: style
+  loss_threshold: 20.0
+  clip_loss: 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
+  generate_video: false
+  mode: inference
+  image_folder: examples/bungeenerf
+seed: 111123
+trainer:
+  max_steps: 15000
+  val_check_interval: 500
+  gradient_clip_val: 1
+  num_nodes: 1
+  accumulate_grad_batches: 1
+  precision: bf16-mixed
+dataset:
+  co3d:
+    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: sequence
+      num_context_views: 18
+      num_target_views: 1
+      max_img_per_gpu: 18
+      min_gap: 1
+      max_gap: 5
+      min_distance_between_context_views: 32
+      max_distance_between_context_views: 256
+    name: co3d
+    roots:
+    - datasets/CO3D
+    input_image_shape:
+    - 224
+    - 448
+    original_image_shape:
+    - 540
+    - 960
+    cameras_are_circular: false
+    baseline_min: 0.001
+    baseline_max: 100.0
+    max_fov: 110.0
+    avg_pose: false
+    intr_augment: true
+    normalize_by_pts3d: false

output/exp_co3d_style_img_loss_4gpus/2025-09-20_22-48-41/.hydra/hydra.yaml

@@ -0,0 +1,163 @@
+hydra:
+  run:
+    dir: output/exp_${wandb.name}/${now:%Y-%m-%d_%H-%M-%S}
+  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.job.config.store_config=false
+    - hydra.mode=RUN
+    task:
+    - +experiment=co3d_style_img_loss_4gpus
+  job:
+    name: main
+    chdir: null
+    override_dirname: +experiment=co3d_style_img_loss_4gpus
+    id: ???
+    num: ???
+    config_name: main
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+      store_config: false
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /work/nvme/bfcb/hliu15/StyleAnySplat
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /work/nvme/bfcb/hliu15/StyleAnySplat/config
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /work/nvme/bfcb/hliu15/StyleAnySplat/output/exp_co3d_style_img_loss_4gpus/2025-09-20_22-48-41
+    choices:
+      experiment: co3d_style_img_loss_4gpus
+      dataset@dataset.co3d: co3d
+      dataset/view_sampler@dataset.co3d.view_sampler: sequence
+      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

output/exp_co3d_style_img_loss_4gpus/2025-09-20_22-48-41/.hydra/overrides.yaml

@@ -0,0 +1 @@
+- +experiment=co3d_style_img_loss_4gpus

output/exp_co3d_style_img_loss_4gpus/2025-09-20_22-48-41/hf_checkpoints/step_015000/README.md

@@ -0,0 +1,10 @@
+---
+tags:
+- model_hub_mixin
+- pytorch_model_hub_mixin
+---
+
+This model has been pushed to the Hub using the [PytorchModelHubMixin](https://huggingface.co/docs/huggingface_hub/package_reference/mixins#huggingface_hub.PyTorchModelHubMixin) integration:
+- Code: [More Information Needed]
+- Paper: [More Information Needed]
+- Docs: [More Information Needed]

output/exp_co3d_style_img_loss_4gpus/2025-09-20_22-48-41/hf_checkpoints/step_015000/config.json

@@ -0,0 +1,102 @@
+{
+  "decoder_cfg": {
+    "background_color": [
+      1.0,
+      1.0,
+      1.0
+    ],
+    "make_scale_invariant": false,
+    "name": "splatting_cuda"
+  },
+  "encoder_cfg": {
+    "add_view": false,
+    "anchor_feat_dim": 128,
+    "apply_bounds_shim": true,
+    "backbone": {
+      "asymmetry_decoder": true,
+      "intrinsics_embed_degree": 4,
+      "intrinsics_embed_loc": "encoder",
+      "intrinsics_embed_type": "token",
+      "model": "ViTLarge_BaseDecoder",
+      "name": "croco",
+      "patch_embed_cls": "PatchEmbedDust3R"
+    },
+    "conf_threshold": 0.1,
+    "connect_layers": false,
+    "d_feature": 32,
+    "detach_geo_feat": false,
+    "distill": false,
+    "encode_content": false,
+    "freeze_backbone": true,
+    "freeze_module": "None",
+    "gaussian_adapter": {
+      "gaussian_scale_max": 15.0,
+      "gaussian_scale_min": 0.5,
+      "sh_degree": 0
+    },
+    "gaussians_per_pixel": 1,
+    "gs_keep_ratio": 1.0,
+    "gs_params_head_type": "dpt_gs",
+    "gs_prune": false,
+    "gt_pose_to_pts": false,
+    "input_mean": [
+      0.5,
+      0.5,
+      0.5
+    ],
+    "input_std": [
+      0.5,
+      0.5,
+      0.5
+    ],
+    "intermediate_layer_idx": [
+      4,
+      11,
+      17,
+      23
+    ],
+    "n_offsets": 2,
+    "name": "anysplat",
+    "num_monocular_samples": 32,
+    "num_surfaces": 1,
+    "opacity_conf": false,
+    "opacity_mapping": {
+      "final": 0.0,
+      "initial": 0.0,
+      "warm_up": 1
+    },
+    "opacity_threshold": 0.001,
+    "pass_pts_all": true,
+    "pose_free": true,
+    "pred_head_type": "depth",
+    "pred_pose": true,
+    "pretrained_weights": "",
+    "render_conf": false,
+    "shared_patch_embed": true,
+    "simple_branch": false,
+    "style_aa_block_size": 1,
+    "style_aa_order": [
+      "global"
+    ],
+    "style_block_fn": "CrossBlock",
+    "style_depth": 12,
+    "style_fuse_patch_tokens": false,
+    "style_head_type": "base",
+    "style_intermediate_layer_idx": [
+      2,
+      5,
+      8,
+      11
+    ],
+    "style_patch_embed": "dinov2_vitl14_reg",
+    "use_geo_in_color": false,
+    "use_img_feat": false,
+    "visualizer": {
+      "export_ply": false,
+      "min_resolution": 256,
+      "num_samples": 8
+    },
+    "voxel_size": 0.002,
+    "voxelize": true
+  }
+}

output/exp_co3d_style_img_loss_4gpus/2025-09-20_22-48-41/hf_checkpoints/step_015000/model.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a405146f25f605f1cad40f3404c1895fa5b292644459df3323cd380a36797d85
+size 3467814428

output/exp_co3d_style_img_loss_4gpus/2025-09-20_22-48-41/main.log

@@ -0,0 +1,28 @@
+[2025-09-20 22:48:41,512][dinov2][INFO] - using MLP layer as FFN
+[2025-09-20 22:48:41,512][dinov2][INFO] - using MLP layer as FFN
+[2025-09-20 22:48:41,512][dinov2][INFO] - using MLP layer as FFN
+[2025-09-20 22:48:41,512][dinov2][INFO] - using MLP layer as FFN
+[2025-09-20 22:49:06,168][root][INFO] - Parsing model identifier. Schema: None, Identifier: ViT-B-32-quickgelu
+[2025-09-20 22:49:06,168][root][INFO] - Parsing model identifier. Schema: None, Identifier: ViT-B-32-quickgelu
+[2025-09-20 22:49:06,168][root][INFO] - Loaded built-in ViT-B-32-quickgelu model config.
+[2025-09-20 22:49:06,168][root][INFO] - Parsing model identifier. Schema: None, Identifier: ViT-B-32-quickgelu
+[2025-09-20 22:49:06,168][root][INFO] - Loaded built-in ViT-B-32-quickgelu model config.
+[2025-09-20 22:49:06,168][root][INFO] - Loaded built-in ViT-B-32-quickgelu model config.
+[2025-09-20 22:49:06,168][root][INFO] - Parsing model identifier. Schema: None, Identifier: ViT-B-32-quickgelu
+[2025-09-20 22:49:06,169][root][INFO] - Loaded built-in ViT-B-32-quickgelu model config.
+[2025-09-20 22:49:06,250][root][INFO] - Instantiating model architecture: CLIP
+[2025-09-20 22:49:06,250][root][INFO] - Instantiating model architecture: CLIP
+[2025-09-20 22:49:06,250][root][INFO] - Instantiating model architecture: CLIP
+[2025-09-20 22:49:06,250][root][INFO] - Instantiating model architecture: CLIP
+[2025-09-20 22:49:07,179][root][INFO] - Loading full pretrained weights from: /u/hliu15/.cache/huggingface/hub/models--timm--vit_base_patch32_clip_224.laion400m_e32/snapshots/faf88d716a164f74a5eaf785acf215a1bb7cfccd/open_clip_model.safetensors
+[2025-09-20 22:49:07,194][root][INFO] - Loading full pretrained weights from: /u/hliu15/.cache/huggingface/hub/models--timm--vit_base_patch32_clip_224.laion400m_e32/snapshots/faf88d716a164f74a5eaf785acf215a1bb7cfccd/open_clip_model.safetensors
+[2025-09-20 22:49:07,198][root][INFO] - Loading full pretrained weights from: /u/hliu15/.cache/huggingface/hub/models--timm--vit_base_patch32_clip_224.laion400m_e32/snapshots/faf88d716a164f74a5eaf785acf215a1bb7cfccd/open_clip_model.safetensors
+[2025-09-20 22:49:07,204][root][INFO] - Loading full pretrained weights from: /u/hliu15/.cache/huggingface/hub/models--timm--vit_base_patch32_clip_224.laion400m_e32/snapshots/faf88d716a164f74a5eaf785acf215a1bb7cfccd/open_clip_model.safetensors
+[2025-09-20 22:49:07,886][root][INFO] - Final image preprocessing configuration set: {'size': (224, 224), 'mode': 'RGB', 'mean': (0.48145466, 0.4578275, 0.40821073), 'std': (0.26862954, 0.26130258, 0.27577711), 'interpolation': 'bicubic', 'resize_mode': 'shortest', 'fill_color': 0}
+[2025-09-20 22:49:07,886][root][INFO] - Model ViT-B-32-quickgelu creation process complete.
+[2025-09-20 22:49:07,909][root][INFO] - Final image preprocessing configuration set: {'size': (224, 224), 'mode': 'RGB', 'mean': (0.48145466, 0.4578275, 0.40821073), 'std': (0.26862954, 0.26130258, 0.27577711), 'interpolation': 'bicubic', 'resize_mode': 'shortest', 'fill_color': 0}
+[2025-09-20 22:49:07,909][root][INFO] - Final image preprocessing configuration set: {'size': (224, 224), 'mode': 'RGB', 'mean': (0.48145466, 0.4578275, 0.40821073), 'std': (0.26862954, 0.26130258, 0.27577711), 'interpolation': 'bicubic', 'resize_mode': 'shortest', 'fill_color': 0}
+[2025-09-20 22:49:07,909][root][INFO] - Model ViT-B-32-quickgelu creation process complete.
+[2025-09-20 22:49:07,909][root][INFO] - Model ViT-B-32-quickgelu creation process complete.
+[2025-09-20 22:49:07,909][root][INFO] - Final image preprocessing configuration set: {'size': (224, 224), 'mode': 'RGB', 'mean': (0.48145466, 0.4578275, 0.40821073), 'std': (0.26862954, 0.26130258, 0.27577711), 'interpolation': 'bicubic', 'resize_mode': 'shortest', 'fill_color': 0}
+[2025-09-20 22:49:07,910][root][INFO] - Model ViT-B-32-quickgelu creation process complete.

output/exp_co3d_style_scene_loss_4gpus/2025-09-20_16-18-24/.hydra/config.yaml

@@ -0,0 +1,229 @@
+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: 0
+    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: true
+    distill: false
+    render_conf: false
+    conf_threshold: 0.1
+    freeze_module: None
+    voxelize: true
+    intermediate_layer_idx:
+    - 4
+    - 11
+    - 17
+    - 23
+    use_img_feat: false
+    style_aa_order:
+    - global
+    shared_patch_embed: true
+    style_depth: 12
+    style_intermediate_layer_idx:
+    - 2
+    - 5
+    - 8
+    - 11
+    encode_content: false
+    style_patch_embed: dinov2_vitl14_reg
+    style_fuse_patch_tokens: false
+    style_block_fn: CrossBlock
+    pass_pts_all: true
+    style_head_type: base
+  decoder:
+    name: splatting_cuda
+    background_color:
+    - 1.0
+    - 1.0
+    - 1.0
+    make_scale_invariant: false
+loss:
+  mse:
+    weight: 1.0
+    conf: false
+  depth_consis:
+    weight: 0.1
+    sigma_image: null
+    use_second_derivative: false
+    conf: false
+    loss_type: MSE
+  lpips:
+    weight: 0.05
+    apply_after_step: 0
+    conf: false
+  total_variance:
+    weight: 10.0
+    conf: false
+    mask: false
+    alpha: false
+  adain_style:
+    weight: 1.0
+    style_weight: 1.0
+    content_weight: 0.1
+    mse_weight: 0.0
+    style_loss_type: scene
+    use_checkpoint: false
+    style_feat_weights:
+    - 16
+    - 8
+    - 4
+    - 2
+    - 1
+    content_feat_weights:
+    - 1
+    - 1
+  clip:
+    weight: 1.0
+    n_cuts: 4
+    cut_target: false
+wandb:
+  project: anysplat
+  entity: scene-representation-group
+  name: co3d_style_scene_loss_4gpus
+  mode: offline
+  tags:
+  - co3d
+  - 448x448
+  save_dir: wandb_logs
+mode: train
+data_loader:
+  train:
+    num_workers: 16
+    persistent_workers: true
+    batch_size: 1
+    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: 1000
+  backbone_lr_multiplier: 0.1
+checkpointing:
+  load: output/exp_co3d_geo_global_base/2025-09-12_20-46-52/checkpoints/epoch_30-step_15000.ckpt
+  every_n_train_steps: 200
+  save_top_k: 5
+  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
+  stylization_start_step: 10000
+  train_stage: style
+  loss_threshold: 20.0
+  clip_loss: 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
+  generate_video: false
+  mode: inference
+  image_folder: examples/bungeenerf
+seed: 111123
+trainer:
+  max_steps: 15000
+  val_check_interval: 500
+  gradient_clip_val: 1
+  num_nodes: 1
+  accumulate_grad_batches: 1
+  precision: bf16-mixed
+dataset:
+  co3d:
+    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: sequence
+      num_context_views: 18
+      num_target_views: 1
+      max_img_per_gpu: 18
+      min_gap: 1
+      max_gap: 5
+      min_distance_between_context_views: 32
+      max_distance_between_context_views: 256
+    name: co3d
+    roots:
+    - datasets/CO3D
+    input_image_shape:
+    - 224
+    - 448
+    original_image_shape:
+    - 540
+    - 960
+    cameras_are_circular: false
+    baseline_min: 0.001
+    baseline_max: 100.0
+    max_fov: 110.0
+    avg_pose: false
+    intr_augment: true
+    normalize_by_pts3d: false

output/exp_co3d_style_scene_loss_4gpus/2025-09-20_16-18-24/.hydra/hydra.yaml

@@ -0,0 +1,163 @@
+hydra:
+  run:
+    dir: output/exp_${wandb.name}/${now:%Y-%m-%d_%H-%M-%S}
+  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.job.config.store_config=false
+    - hydra.mode=RUN
+    task:
+    - +experiment=co3d_style_scene_loss_4gpus
+  job:
+    name: main
+    chdir: null
+    override_dirname: +experiment=co3d_style_scene_loss_4gpus
+    id: ???
+    num: ???
+    config_name: main
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+      store_config: false
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /work/nvme/bfcb/hliu15/StyleAnySplat
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /work/nvme/bfcb/hliu15/StyleAnySplat/config
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /work/nvme/bfcb/hliu15/StyleAnySplat/output/exp_co3d_style_scene_loss_4gpus/2025-09-20_16-18-24
+    choices:
+      experiment: co3d_style_scene_loss_4gpus
+      dataset@dataset.co3d: co3d
+      dataset/view_sampler@dataset.co3d.view_sampler: sequence
+      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

output/exp_co3d_style_scene_loss_4gpus/2025-09-20_16-18-24/.hydra/overrides.yaml

@@ -0,0 +1 @@
+- +experiment=co3d_style_scene_loss_4gpus

output/exp_co3d_style_scene_loss_4gpus/2025-09-20_16-18-24/hf_checkpoints/step_015000/README.md

@@ -0,0 +1,10 @@
+---
+tags:
+- model_hub_mixin
+- pytorch_model_hub_mixin
+---
+
+This model has been pushed to the Hub using the [PytorchModelHubMixin](https://huggingface.co/docs/huggingface_hub/package_reference/mixins#huggingface_hub.PyTorchModelHubMixin) integration:
+- Code: [More Information Needed]
+- Paper: [More Information Needed]
+- Docs: [More Information Needed]

output/exp_co3d_style_scene_loss_4gpus/2025-09-20_16-18-24/hf_checkpoints/step_015000/config.json

@@ -0,0 +1,102 @@
+{
+  "decoder_cfg": {
+    "background_color": [
+      1.0,
+      1.0,
+      1.0
+    ],
+    "make_scale_invariant": false,
+    "name": "splatting_cuda"
+  },
+  "encoder_cfg": {
+    "add_view": false,
+    "anchor_feat_dim": 128,
+    "apply_bounds_shim": true,
+    "backbone": {
+      "asymmetry_decoder": true,
+      "intrinsics_embed_degree": 4,
+      "intrinsics_embed_loc": "encoder",
+      "intrinsics_embed_type": "token",
+      "model": "ViTLarge_BaseDecoder",
+      "name": "croco",
+      "patch_embed_cls": "PatchEmbedDust3R"
+    },
+    "conf_threshold": 0.1,
+    "connect_layers": false,
+    "d_feature": 32,
+    "detach_geo_feat": false,
+    "distill": false,
+    "encode_content": false,
+    "freeze_backbone": true,
+    "freeze_module": "None",
+    "gaussian_adapter": {
+      "gaussian_scale_max": 15.0,
+      "gaussian_scale_min": 0.5,
+      "sh_degree": 0
+    },
+    "gaussians_per_pixel": 1,
+    "gs_keep_ratio": 1.0,
+    "gs_params_head_type": "dpt_gs",
+    "gs_prune": false,
+    "gt_pose_to_pts": false,
+    "input_mean": [
+      0.5,
+      0.5,
+      0.5
+    ],
+    "input_std": [
+      0.5,
+      0.5,
+      0.5
+    ],
+    "intermediate_layer_idx": [
+      4,
+      11,
+      17,
+      23
+    ],
+    "n_offsets": 2,
+    "name": "anysplat",
+    "num_monocular_samples": 32,
+    "num_surfaces": 1,
+    "opacity_conf": false,
+    "opacity_mapping": {
+      "final": 0.0,
+      "initial": 0.0,
+      "warm_up": 1
+    },
+    "opacity_threshold": 0.001,
+    "pass_pts_all": true,
+    "pose_free": true,
+    "pred_head_type": "depth",
+    "pred_pose": true,
+    "pretrained_weights": "",
+    "render_conf": false,
+    "shared_patch_embed": true,
+    "simple_branch": false,
+    "style_aa_block_size": 1,
+    "style_aa_order": [
+      "global"
+    ],
+    "style_block_fn": "CrossBlock",
+    "style_depth": 12,
+    "style_fuse_patch_tokens": false,
+    "style_head_type": "base",
+    "style_intermediate_layer_idx": [
+      2,
+      5,
+      8,
+      11
+    ],
+    "style_patch_embed": "dinov2_vitl14_reg",
+    "use_geo_in_color": false,
+    "use_img_feat": false,
+    "visualizer": {
+      "export_ply": false,
+      "min_resolution": 256,
+      "num_samples": 8
+    },
+    "voxel_size": 0.002,
+    "voxelize": true
+  }
+}

output/exp_co3d_style_scene_loss_4gpus/2025-09-20_16-18-24/hf_checkpoints/step_015000/model.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:bd465125708a79f66694d4f5ded69cae919f818881ee8a9ab155809b53295ebd
+size 3467814428

output/exp_co3d_style_scene_loss_4gpus/2025-09-20_16-18-24/main.log

@@ -0,0 +1,28 @@
+[2025-09-20 16:18:24,900][dinov2][INFO] - using MLP layer as FFN
+[2025-09-20 16:18:24,900][dinov2][INFO] - using MLP layer as FFN
+[2025-09-20 16:18:24,900][dinov2][INFO] - using MLP layer as FFN
+[2025-09-20 16:18:24,900][dinov2][INFO] - using MLP layer as FFN
+[2025-09-20 16:20:08,789][root][INFO] - Parsing model identifier. Schema: None, Identifier: ViT-B-32-quickgelu
+[2025-09-20 16:20:08,789][root][INFO] - Parsing model identifier. Schema: None, Identifier: ViT-B-32-quickgelu
+[2025-09-20 16:20:08,790][root][INFO] - Loaded built-in ViT-B-32-quickgelu model config.
+[2025-09-20 16:20:08,790][root][INFO] - Loaded built-in ViT-B-32-quickgelu model config.
+[2025-09-20 16:20:08,790][root][INFO] - Parsing model identifier. Schema: None, Identifier: ViT-B-32-quickgelu
+[2025-09-20 16:20:08,791][root][INFO] - Loaded built-in ViT-B-32-quickgelu model config.
+[2025-09-20 16:20:08,791][root][INFO] - Parsing model identifier. Schema: None, Identifier: ViT-B-32-quickgelu
+[2025-09-20 16:20:08,791][root][INFO] - Loaded built-in ViT-B-32-quickgelu model config.
+[2025-09-20 16:20:08,860][root][INFO] - Instantiating model architecture: CLIP
+[2025-09-20 16:20:08,860][root][INFO] - Instantiating model architecture: CLIP
+[2025-09-20 16:20:08,860][root][INFO] - Instantiating model architecture: CLIP
+[2025-09-20 16:20:08,860][root][INFO] - Instantiating model architecture: CLIP
+[2025-09-20 16:20:09,790][root][INFO] - Loading full pretrained weights from: /u/hliu15/.cache/huggingface/hub/models--timm--vit_base_patch32_clip_224.laion400m_e32/snapshots/faf88d716a164f74a5eaf785acf215a1bb7cfccd/open_clip_model.safetensors
+[2025-09-20 16:20:09,791][root][INFO] - Loading full pretrained weights from: /u/hliu15/.cache/huggingface/hub/models--timm--vit_base_patch32_clip_224.laion400m_e32/snapshots/faf88d716a164f74a5eaf785acf215a1bb7cfccd/open_clip_model.safetensors
+[2025-09-20 16:20:09,804][root][INFO] - Loading full pretrained weights from: /u/hliu15/.cache/huggingface/hub/models--timm--vit_base_patch32_clip_224.laion400m_e32/snapshots/faf88d716a164f74a5eaf785acf215a1bb7cfccd/open_clip_model.safetensors
+[2025-09-20 16:20:09,814][root][INFO] - Loading full pretrained weights from: /u/hliu15/.cache/huggingface/hub/models--timm--vit_base_patch32_clip_224.laion400m_e32/snapshots/faf88d716a164f74a5eaf785acf215a1bb7cfccd/open_clip_model.safetensors
+[2025-09-20 16:20:19,411][root][INFO] - Final image preprocessing configuration set: {'size': (224, 224), 'mode': 'RGB', 'mean': (0.48145466, 0.4578275, 0.40821073), 'std': (0.26862954, 0.26130258, 0.27577711), 'interpolation': 'bicubic', 'resize_mode': 'shortest', 'fill_color': 0}
+[2025-09-20 16:20:19,411][root][INFO] - Model ViT-B-32-quickgelu creation process complete.
+[2025-09-20 16:20:19,417][root][INFO] - Final image preprocessing configuration set: {'size': (224, 224), 'mode': 'RGB', 'mean': (0.48145466, 0.4578275, 0.40821073), 'std': (0.26862954, 0.26130258, 0.27577711), 'interpolation': 'bicubic', 'resize_mode': 'shortest', 'fill_color': 0}
+[2025-09-20 16:20:19,417][root][INFO] - Model ViT-B-32-quickgelu creation process complete.
+[2025-09-20 16:20:19,422][root][INFO] - Final image preprocessing configuration set: {'size': (224, 224), 'mode': 'RGB', 'mean': (0.48145466, 0.4578275, 0.40821073), 'std': (0.26862954, 0.26130258, 0.27577711), 'interpolation': 'bicubic', 'resize_mode': 'shortest', 'fill_color': 0}
+[2025-09-20 16:20:19,422][root][INFO] - Model ViT-B-32-quickgelu creation process complete.
+[2025-09-20 16:20:19,422][root][INFO] - Final image preprocessing configuration set: {'size': (224, 224), 'mode': 'RGB', 'mean': (0.48145466, 0.4578275, 0.40821073), 'std': (0.26862954, 0.26130258, 0.27577711), 'interpolation': 'bicubic', 'resize_mode': 'shortest', 'fill_color': 0}
+[2025-09-20 16:20:19,423][root][INFO] - Model ViT-B-32-quickgelu creation process complete.

output/exp_dl3dv_new/README.md

@@ -0,0 +1,10 @@
+---
+tags:
+- model_hub_mixin
+- pytorch_model_hub_mixin
+---
+
+This model has been pushed to the Hub using the [PytorchModelHubMixin](https://huggingface.co/docs/huggingface_hub/package_reference/mixins#huggingface_hub.PyTorchModelHubMixin) integration:
+- Code: [More Information Needed]
+- Paper: [More Information Needed]
+- Docs: [More Information Needed]

output/exp_dl3dv_new/config.json

@@ -0,0 +1,107 @@
+{
+  "decoder_cfg": {
+    "background_color": [
+      1.0,
+      1.0,
+      1.0
+    ],
+    "make_scale_invariant": false,
+    "name": "splatting_cuda"
+  },
+  "encoder_cfg": {
+    "add_view": false,
+    "anchor_feat_dim": 128,
+    "apply_bounds_shim": true,
+    "backbone": {
+      "asymmetry_decoder": true,
+      "intrinsics_embed_degree": 4,
+      "intrinsics_embed_loc": "encoder",
+      "intrinsics_embed_type": "token",
+      "model": "ViTLarge_BaseDecoder",
+      "name": "croco",
+      "patch_embed_cls": "PatchEmbedDust3R"
+    },
+    "conf_threshold": 0.1,
+    "connect_layers": false,
+    "d_feature": 32,
+    "detach_geo_feat": false,
+    "distill": false,
+    "encode_content": false,
+    "expand_style_tokens": 1,
+    "freeze_backbone": true,
+    "freeze_module": "None",
+    "gaussian_adapter": {
+      "gaussian_scale_max": 15.0,
+      "gaussian_scale_min": 0.5,
+      "sh_degree": 0
+    },
+    "gaussians_per_pixel": 1,
+    "geo_use_img_feat": true,
+    "gs_keep_ratio": 1.0,
+    "gs_params_head_type": "dpt_gs",
+    "gs_prune": false,
+    "gt_pose_to_pts": false,
+    "input_mean": [
+      0.5,
+      0.5,
+      0.5
+    ],
+    "input_std": [
+      0.5,
+      0.5,
+      0.5
+    ],
+    "intermediate_layer_idx": [
+      4,
+      11,
+      17,
+      23
+    ],
+    "n_offsets": 2,
+    "name": "anysplat",
+    "num_monocular_samples": 32,
+    "num_surfaces": 1,
+    "opacity_conf": false,
+    "opacity_mapping": {
+      "final": 0.0,
+      "initial": 0.0,
+      "warm_up": 1
+    },
+    "opacity_threshold": 0.001,
+    "pass_pts_all": true,
+    "pose_free": true,
+    "pred_head_type": "depth",
+    "pred_pose": true,
+    "pretrained_weights": "",
+    "render_conf": false,
+    "resize_method": "deconv",
+    "shared_patch_embed": true,
+    "simple_branch": false,
+    "style_aa_block_size": 1,
+    "style_aa_order": [
+      "global"
+    ],
+    "style_block_fn": "CrossBlock",
+    "style_depth": 24,
+    "style_fuse_patch_tokens": false,
+    "style_gs_head_norm_layer": "layernorm",
+    "style_head_type": "base",
+    "style_intermediate_layer_idx": [
+      4,
+      11,
+      17,
+      23
+    ],
+    "style_patch_embed": "dinov2_vitl14_reg",
+    "use_geo_in_color": false,
+    "use_img_feat": false,
+    "visualizer": {
+      "export_ply": false,
+      "min_resolution": 256,
+      "num_samples": 8
+    },
+    "voxel_size": 0.002,
+    "voxelize": true,
+    "weighting_mode": "original"
+  }
+}

output/exp_dl3dv_new/hydra_config.yaml

@@ -0,0 +1,249 @@
+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: 0
+    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: true
+    distill: false
+    render_conf: false
+    conf_threshold: 0.1
+    freeze_module: None
+    voxelize: true
+    intermediate_layer_idx:
+    - 4
+    - 11
+    - 17
+    - 23
+    use_img_feat: false
+    style_aa_order:
+    - global
+    shared_patch_embed: true
+    style_depth: 24
+    style_intermediate_layer_idx:
+    - 4
+    - 11
+    - 17
+    - 23
+    encode_content: false
+    style_patch_embed: dinov2_vitl14_reg
+    style_fuse_patch_tokens: false
+    style_block_fn: CrossBlock
+    pass_pts_all: true
+    style_aa_block_size: 1
+    style_head_type: base
+    resize_method: deconv
+  decoder:
+    name: splatting_cuda
+    background_color:
+    - 1.0
+    - 1.0
+    - 1.0
+    make_scale_invariant: false
+loss:
+  mse:
+    weight: 1.0
+    conf: false
+  depth_consis:
+    weight: 0.1
+    sigma_image: null
+    use_second_derivative: false
+    conf: false
+    loss_type: MSE
+  lpips:
+    weight: 0.05
+    apply_after_step: 0
+    conf: false
+  ffl:
+    weight: 1.0
+    conf: false
+  total_variance:
+    weight: 10.0
+    conf: false
+    mask: false
+    alpha: false
+  adain_style:
+    weight: 1.0
+    style_weight: 1.0
+    content_weight: 0.1
+    mse_weight: 0.0
+    style_loss_type: 3d
+    use_checkpoint: false
+    style_feat_weights:
+    - 1
+    - 1
+    - 1
+    - 1
+    - 1
+    content_feat_weights:
+    - 1
+    - 1
+    weighting_mode: softmax
+    scale_style: true
+    patch_first_frame: false
+    patch_size: 28
+    patch_match_layer_weight:
+    - 1
+    - 1
+    - 0
+    - 0
+    - 0
+    patch_loss_weight: 0.1
+  clip:
+    weight: 1.0
+    n_cuts: 4
+    cut_target: false
+wandb:
+  project: anysplat
+  entity: scene-representation-group
+  name: dl3dv_style_global_deconv960
+  mode: online
+  tags:
+  - dl3dv960
+  - 448x448
+mode: train
+data_loader:
+  train:
+    num_workers: 16
+    persistent_workers: true
+    batch_size: 1
+    seed: 1234
+  test:
+    num_workers: 4
+    persistent_workers: false
+    batch_size: 1
+    seed: 2345
+  val:
+    num_workers: 16
+    persistent_workers: true
+    batch_size: 1
+    seed: 3456
+optimizer:
+  lr: 0.0002
+  warm_up_steps: 1000
+  backbone_lr_multiplier: 0.1
+checkpointing:
+  load: output/exp_dl3dv_style_global_deconv960/2025-10-09_14-59-08/checkpoints/epoch_23-step_8500.ckpt
+  every_n_train_steps: 500
+  save_top_k: 3
+  save_weights_only: false
+  resume: true
+  save_hf: true
+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
+  stylization_start_step: 10000
+  train_stage: style
+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
+  generate_video: false
+  mode: inference
+  image_folder: examples/bungeenerf
+seed: 111123
+trainer:
+  max_steps: 15000
+  val_check_interval: 500
+  gradient_clip_val: 1
+  num_nodes: 1
+  accumulate_grad_batches: 1
+  precision: bf16-mixed
+dataset:
+  dl3dv:
+    make_baseline_1: false
+    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: sequence
+      num_context_views: 20
+      num_target_views: 1
+      max_img_per_gpu: 20
+      min_gap: 1
+      max_gap: 5
+      min_distance_between_context_views: 32
+      max_distance_between_context_views: 256
+      min_gap_multiplier: 3
+      max_gap_multiplier: 5
+    name: dl3dv
+    roots:
+    - /nfs_data/peng/DL3DV-10K-960P
+    resolution: 960P
+    input_image_shape:
+    - 224
+    - 448
+    original_image_shape:
+    - 540
+    - 960
+    cameras_are_circular: false
+    baseline_min: 0.001
+    baseline_max: 100.0
+    max_fov: 100.0
+    avg_pose: false
+    intr_augment: true
+    normalize_by_pts3d: false
+    art_in_geo: false
+    argument_art: false

output/exp_dl3dv_new/model.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:57a7c68409e19088a819dffcd3f3dcd9bf3c520b25cbb95f0d2c0e0c9874fe0e
+size 3871788804

output/exp_dl3dv_old/README.md

@@ -0,0 +1,10 @@
+---
+tags:
+- model_hub_mixin
+- pytorch_model_hub_mixin
+---
+
+This model has been pushed to the Hub using the [PytorchModelHubMixin](https://huggingface.co/docs/huggingface_hub/package_reference/mixins#huggingface_hub.PyTorchModelHubMixin) integration:
+- Code: [More Information Needed]
+- Paper: [More Information Needed]
+- Docs: [More Information Needed]