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training_summary.json ADDED
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+ {
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+ "task": "pull-v3",
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+ "policy": "ACT",
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+ "training_steps": 50000,
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+ "batch_size": 32,
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+ "timestamp": "2025-12-23T20:27:20.840911",
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+ "phase": "Phase 1 - Single Task Learning",
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+ "project": "Inter-IIT Tech Meet 14.0"
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+ }
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+ 2025-12-23 17:26:47,193 INFO MainThread:23101 [wandb_init.py:init():818] wandb.init called with sweep_config: {}
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+ config: {'dataset': {'repo_id': 'lerobot/pull-v3', 'root': 'data', 'episodes': None, 'image_transforms': {'enable': False, 'max_num_transforms': 3, 'random_order': False, 'tfs': {'brightness': {'weight': 1.0, 'type': 'ColorJitter', 'kwargs': {'brightness': [0.8, 1.2]}}, 'contrast': {'weight': 1.0, 'type': 'ColorJitter', 'kwargs': {'contrast': [0.8, 1.2]}}, 'saturation': {'weight': 1.0, 'type': 'ColorJitter', 'kwargs': {'saturation': [0.5, 1.5]}}, 'hue': {'weight': 1.0, 'type': 'ColorJitter', 'kwargs': {'hue': [-0.05, 0.05]}}, 'sharpness': {'weight': 1.0, 'type': 'SharpnessJitter', 'kwargs': {'sharpness': [0.5, 1.5]}}, 'affine': {'weight': 1.0, 'type': 'RandomAffine', 'kwargs': {'degrees': [-5.0, 5.0], 'translate': [0.05, 0.05]}}}}, 'revision': None, 'use_imagenet_stats': True, 'video_backend': 'torchcodec', 'streaming': False}, 'env': {'type': 'metaworld', 'task': 'pull-v3', 'fps': 80, 'features': {'action': {'type': <FeatureType.ACTION: 'ACTION'>, 'shape': [4]}, 'agent_pos': {'type': <FeatureType.STATE: 'STATE'>, 'shape': [4]}, 'pixels/top': {'type': <FeatureType.VISUAL: 'VISUAL'>, 'shape': [480, 480, 3]}}, 'features_map': {'action': 'action', 'agent_pos': 'observation.state', 'top': 'observation.image', 'pixels/top': 'observation.image'}, 'max_parallel_tasks': 1, 'disable_env_checker': True, 'episode_length': 400, 'obs_type': 'pixels_agent_pos', 'render_mode': 'rgb_array', 'multitask_eval': True}, 'policy': {'type': 'act', 'n_obs_steps': 1, 'input_features': {}, 'output_features': {}, 'device': 'cuda', 'use_amp': False, 'push_to_hub': False, 'repo_id': 'act-pull-v3-baseline', 'private': None, 'tags': None, 'license': None, 'pretrained_path': None, 'chunk_size': 100, 'n_action_steps': 100, 'normalization_mapping': {'VISUAL': <NormalizationMode.MEAN_STD: 'MEAN_STD'>, 'STATE': <NormalizationMode.MEAN_STD: 'MEAN_STD'>, 'ACTION': <NormalizationMode.MEAN_STD: 'MEAN_STD'>}, 'vision_backbone': 'resnet18', 'pretrained_backbone_weights': 'ResNet18_Weights.IMAGENET1K_V1', 'replace_final_stride_with_dilation': False, 'pre_norm': False, 'dim_model': 512, 'n_heads': 8, 'dim_feedforward': 3200, 'feedforward_activation': 'relu', 'n_encoder_layers': 4, 'n_decoder_layers': 1, 'use_vae': True, 'latent_dim': 32, 'n_vae_encoder_layers': 4, 'temporal_ensemble_coeff': None, 'dropout': 0.1, 'kl_weight': 10.0, 'optimizer_lr': 1e-05, 'optimizer_weight_decay': 0.0001, 'optimizer_lr_backbone': 1e-05}, 'output_dir': 'outputs/train/act_pull_v3', 'job_name': 'metaworld_act', 'resume': False, 'seed': 1000, 'num_workers': 4, 'batch_size': 32, 'steps': 50000, 'eval_freq': 10000, 'log_freq': 200, 'tolerance_s': 0.0001, 'save_checkpoint': True, 'save_freq': 10000, 'use_policy_training_preset': True, 'optimizer': {'type': 'adamw', 'lr': 1e-05, 'weight_decay': 0.0001, 'grad_clip_norm': 10.0, 'betas': [0.9, 0.999], 'eps': 1e-08}, 'scheduler': None, 'eval': {'n_episodes': 50, 'batch_size': 50, 'use_async_envs': False}, 'wandb': {'enable': True, 'disable_artifact': False, 'project': 'act_metaworld_interiit', 'entity': None, 'notes': None, 'run_id': None, 'mode': None}, 'use_rabc': False, 'rabc_progress_path': None, 'rabc_kappa': 0.01, 'rabc_epsilon': 1e-06, 'rabc_head_mode': 'sparse', 'rename_map': {}, 'checkpoint_path': None, '_wandb': {}}
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+ gpu: Tesla T4
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+ gpu_count: 1
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+ gpu_nvidia:
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+ - architecture: Turing
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+ cudaCores: 2560
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+ os: Linux-6.6.105+-x86_64-with-glibc2.35
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+ program: /content/lerobot/src/lerobot/scripts/lerobot_train.py
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+ python: CPython 3.12.12
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+ root: outputs/train/act_pull_v3
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+ repo_id: lerobot/pull-v3
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+ features:
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+ action:
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+ - 480
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+ - 480
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+ features_map:
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+ action: action
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+ agent_pos: observation.state
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+ pixels/top: observation.image
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+ top: observation.image
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+ fps: 80
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+ max_parallel_tasks: 1
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+ multitask_eval: true
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+ obs_type: pixels_agent_pos
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+ render_mode: rgb_array
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+ task: pull-v3
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+ type: metaworld
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+ eval:
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+ value:
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+ batch_size: 50
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+ n_episodes: 50
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+ use_async_envs: false
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+ eval_freq:
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+ job_name:
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+ log_freq:
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+ betas:
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+ eps: 1e-08
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+ grad_clip_norm: 10
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+ lr: 1e-05
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+ type: adamw
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+ weight_decay: 0.0001
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+ output_dir:
213
+ value: outputs/train/act_pull_v3
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+ policy:
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+ value:
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+ chunk_size: 100
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+ device: cuda
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+ dim_feedforward: 3200
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+ dim_model: 512
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+ dropout: 0.1
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+ feedforward_activation: relu
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+ kl_weight: 10
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+ latent_dim: 32
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+ license: null
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+ n_action_steps: 100
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+ n_decoder_layers: 1
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+ n_encoder_layers: 4
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+ n_heads: 8
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+ n_obs_steps: 1
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+ n_vae_encoder_layers: 4
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+ normalization_mapping:
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+ ACTION: MEAN_STD
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+ STATE: MEAN_STD
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+ VISUAL: MEAN_STD
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+ optimizer_lr: 1e-05
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+ optimizer_lr_backbone: 1e-05
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+ optimizer_weight_decay: 0.0001
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+ pre_norm: false
239
+ pretrained_backbone_weights: ResNet18_Weights.IMAGENET1K_V1
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+ pretrained_path: null
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+ private: null
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+ push_to_hub: false
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+ replace_final_stride_with_dilation: false
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+ repo_id: act-pull-v3-baseline
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+ tags: null
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+ temporal_ensemble_coeff: null
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+ type: act
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+ use_amp: false
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+ use_vae: true
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+ vision_backbone: resnet18
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+ rabc_epsilon:
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+ value: 1e-06
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+ rabc_head_mode:
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+ value: sparse
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+ rabc_kappa:
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+ value: 0.01
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+ rabc_progress_path:
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+ resume:
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+ save_checkpoint:
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+ value: true
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+ save_freq:
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+ value: 10000
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+ scheduler:
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+ value: null
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+ seed:
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+ value: 1000
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+ steps:
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+ value: 50000
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+ tolerance_s:
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+ value: 0.0001
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+ use_policy_training_preset:
274
+ value: true
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+ use_rabc:
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+ value: false
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+ wandb:
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+ value:
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+ disable_artifact: false
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+ enable: true
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+ entity: null
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+ mode: null
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+ notes: null
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+ project: act_metaworld_interiit
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+ run_id: null
wandb/run-20251223_172647-ofestyta/files/output.log ADDED
@@ -0,0 +1,39 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ INFO 2025-12-23 17:26:49 db_utils.py:102 Logs will be synced with wandb.
2
+ INFO 2025-12-23 17:26:49 db_utils.py:103 Track this run --> https://wandb.ai/a-jacked-nerd-iit-madras/act_metaworld_interiit/runs/ofestyta
3
+ INFO 2025-12-23 17:26:49 ot_train.py:207 Creating dataset
4
+ INFO 2025-12-23 17:26:49 ot_train.py:222 Creating env
5
+ INFO 2025-12-23 17:26:49 tesupport.py:24 No OpenGL_accelerate module loaded: No module named 'OpenGL_accelerate'
6
+ Creating Meta-World envs | task_groups=['pull-v3'] | n_envs(per task)=50
7
+ Building vec env | group=pull-v3 | task_id=0 | task=pull-v3
8
+ Traceback (most recent call last):
9
+ File "/content/lerobot/src/lerobot/scripts/lerobot_train.py", line 520, in <module>
10
+ main()
11
+ File "/content/lerobot/src/lerobot/scripts/lerobot_train.py", line 516, in main
12
+ train()
13
+ File "/content/lerobot/src/lerobot/configs/parser.py", line 233, in wrapper_inner
14
+ response = fn(cfg, *args, **kwargs)
15
+ ^^^^^^^^^^^^^^^^^^^^^^^^
16
+ File "/content/lerobot/src/lerobot/scripts/lerobot_train.py", line 223, in train
17
+ eval_env = make_env(cfg.env, n_envs=cfg.eval.batch_size, use_async_envs=cfg.eval.use_async_envs)
18
+ ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
19
+ File "/content/lerobot/src/lerobot/envs/factory.py", line 155, in make_env
20
+ return create_metaworld_envs(
21
+ ^^^^^^^^^^^^^^^^^^^^^^
22
+ File "/content/lerobot/src/lerobot/envs/metaworld.py", line 310, in create_metaworld_envs
23
+ out[group][tid] = env_cls(fns)
24
+ ^^^^^^^^^^^^
25
+ File "/usr/local/lib/python3.12/dist-packages/gymnasium/vector/sync_vector_env.py", line 97, in __init__
26
+ self.envs = [env_fn() for env_fn in env_fns]
27
+ ^^^^^^^^
28
+ File "/content/lerobot/src/lerobot/envs/metaworld.py", line 308, in <lambda>
29
+ fns = [(lambda tn=task_name: MetaworldEnv(task=tn, **gym_kwargs)) for _ in range(n_envs)]
30
+ ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
31
+ File "/content/lerobot/src/lerobot/envs/metaworld.py", line 98, in __init__
32
+ self._env = self._make_envs_task(self.task)
33
+ ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
34
+ File "/content/lerobot/src/lerobot/envs/metaworld.py", line 151, in _make_envs_task
35
+ mt1 = metaworld.MT1(env_name, seed=42)
36
+ ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
37
+ File "/usr/local/lib/python3.12/dist-packages/metaworld/__init__.py", line 196, in __init__
38
+ raise ValueError(f"{env_name} is not a V3 environment")
39
+ ValueError: pull-v3 is not a V3 environment
wandb/run-20251223_172647-ofestyta/files/requirements.txt ADDED
@@ -0,0 +1,750 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ types-setuptools==80.9.0.20250822
2
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3
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4
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10
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11
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14
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15
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17
+ av==15.1.0
18
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19
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20
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21
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22
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23
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28
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29
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30
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31
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32
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33
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34
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35
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36
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37
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38
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39
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40
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41
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42
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43
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45
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46
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47
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48
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49
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54
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55
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56
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57
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58
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59
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60
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61
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62
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63
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64
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65
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66
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67
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68
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69
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70
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71
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72
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73
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74
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75
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76
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77
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78
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79
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80
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81
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82
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83
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84
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85
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86
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87
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88
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89
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90
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91
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92
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93
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94
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96
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98
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99
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100
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101
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102
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103
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104
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105
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106
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107
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108
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109
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110
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111
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112
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113
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114
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115
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116
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117
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118
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119
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120
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121
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122
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123
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124
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125
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126
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127
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128
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129
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130
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131
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132
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133
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134
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135
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136
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137
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138
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139
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140
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141
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142
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143
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144
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145
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146
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147
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148
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149
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150
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151
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152
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153
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154
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155
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156
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157
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158
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159
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160
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161
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162
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163
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164
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165
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166
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167
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168
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169
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170
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171
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172
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173
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174
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175
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176
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177
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178
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179
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180
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181
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182
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183
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184
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185
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186
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187
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188
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189
+ psygnal==0.15.0
190
+ future==1.0.0
191
+ cmake==3.31.10
192
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193
+ inflect==7.5.0
194
+ text-unidecode==1.3
195
+ stringzilla==4.5.1
196
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197
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198
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199
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200
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201
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202
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203
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204
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205
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206
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207
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208
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209
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210
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211
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212
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213
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214
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215
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216
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217
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218
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219
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220
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221
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222
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223
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224
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225
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226
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227
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228
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229
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230
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231
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232
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233
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234
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235
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236
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237
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238
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239
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240
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241
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242
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243
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244
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245
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246
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247
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248
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249
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250
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251
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252
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253
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254
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255
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256
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257
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258
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259
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260
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261
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262
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263
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264
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265
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266
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267
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268
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269
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270
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271
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272
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273
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274
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275
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276
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277
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278
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279
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280
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281
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282
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283
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284
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285
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286
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287
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288
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289
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290
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291
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292
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293
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294
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295
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296
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297
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298
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299
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300
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301
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302
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303
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304
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305
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306
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307
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308
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309
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310
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311
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312
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313
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314
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315
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316
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317
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318
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319
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320
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321
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322
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323
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324
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325
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326
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327
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328
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329
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330
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331
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332
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333
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334
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335
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336
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337
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338
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339
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340
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341
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342
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343
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344
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345
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346
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347
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348
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349
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350
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351
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352
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353
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354
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355
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356
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357
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358
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359
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360
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361
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362
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363
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364
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365
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366
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367
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368
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369
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370
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371
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372
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373
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374
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375
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376
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377
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378
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379
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380
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381
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382
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383
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384
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385
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386
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387
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388
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389
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390
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391
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392
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393
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394
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395
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396
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397
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398
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399
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400
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401
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402
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403
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404
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405
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406
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407
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408
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409
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410
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411
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412
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413
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414
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415
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416
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417
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419
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420
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421
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422
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423
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424
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425
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426
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427
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428
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429
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430
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431
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432
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433
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434
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435
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436
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437
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438
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439
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440
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441
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442
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443
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444
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445
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446
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447
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448
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449
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450
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451
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452
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453
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454
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455
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456
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457
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458
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459
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460
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461
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462
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463
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464
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465
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466
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467
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468
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469
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470
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+ config: {'dataset': {'repo_id': 'lerobot/pull-v3', 'root': 'data', 'episodes': None, 'image_transforms': {'enable': False, 'max_num_transforms': 3, 'random_order': False, 'tfs': {'brightness': {'weight': 1.0, 'type': 'ColorJitter', 'kwargs': {'brightness': [0.8, 1.2]}}, 'contrast': {'weight': 1.0, 'type': 'ColorJitter', 'kwargs': {'contrast': [0.8, 1.2]}}, 'saturation': {'weight': 1.0, 'type': 'ColorJitter', 'kwargs': {'saturation': [0.5, 1.5]}}, 'hue': {'weight': 1.0, 'type': 'ColorJitter', 'kwargs': {'hue': [-0.05, 0.05]}}, 'sharpness': {'weight': 1.0, 'type': 'SharpnessJitter', 'kwargs': {'sharpness': [0.5, 1.5]}}, 'affine': {'weight': 1.0, 'type': 'RandomAffine', 'kwargs': {'degrees': [-5.0, 5.0], 'translate': [0.05, 0.05]}}}}, 'revision': None, 'use_imagenet_stats': True, 'video_backend': 'torchcodec', 'streaming': False}, 'env': {'type': 'metaworld', 'task': 'pull-v3', 'fps': 80, 'features': {'action': {'type': <FeatureType.ACTION: 'ACTION'>, 'shape': [4]}, 'agent_pos': {'type': <FeatureType.STATE: 'STATE'>, 'shape': [4]}, 'pixels/top': {'type': <FeatureType.VISUAL: 'VISUAL'>, 'shape': [480, 480, 3]}}, 'features_map': {'action': 'action', 'agent_pos': 'observation.state', 'top': 'observation.image', 'pixels/top': 'observation.image'}, 'max_parallel_tasks': 1, 'disable_env_checker': True, 'episode_length': 400, 'obs_type': 'pixels_agent_pos', 'render_mode': 'rgb_array', 'multitask_eval': True}, 'policy': {'type': 'act', 'n_obs_steps': 1, 'input_features': {}, 'output_features': {}, 'device': 'cuda', 'use_amp': False, 'push_to_hub': False, 'repo_id': 'act-pull-v3-baseline', 'private': None, 'tags': None, 'license': None, 'pretrained_path': None, 'chunk_size': 100, 'n_action_steps': 100, 'normalization_mapping': {'VISUAL': <NormalizationMode.MEAN_STD: 'MEAN_STD'>, 'STATE': <NormalizationMode.MEAN_STD: 'MEAN_STD'>, 'ACTION': <NormalizationMode.MEAN_STD: 'MEAN_STD'>}, 'vision_backbone': 'resnet18', 'pretrained_backbone_weights': 'ResNet18_Weights.IMAGENET1K_V1', 'replace_final_stride_with_dilation': False, 'pre_norm': False, 'dim_model': 512, 'n_heads': 8, 'dim_feedforward': 3200, 'feedforward_activation': 'relu', 'n_encoder_layers': 4, 'n_decoder_layers': 1, 'use_vae': True, 'latent_dim': 32, 'n_vae_encoder_layers': 4, 'temporal_ensemble_coeff': None, 'dropout': 0.1, 'kl_weight': 10.0, 'optimizer_lr': 1e-05, 'optimizer_weight_decay': 0.0001, 'optimizer_lr_backbone': 1e-05}, 'output_dir': 'outputs/train/act_pull_v3', 'job_name': 'metaworld_act', 'resume': False, 'seed': 1000, 'num_workers': 4, 'batch_size': 32, 'steps': 50000, 'eval_freq': 10000, 'log_freq': 200, 'tolerance_s': 0.0001, 'save_checkpoint': True, 'save_freq': 10000, 'use_policy_training_preset': True, 'optimizer': {'type': 'adamw', 'lr': 1e-05, 'weight_decay': 0.0001, 'grad_clip_norm': 10.0, 'betas': [0.9, 0.999], 'eps': 1e-08}, 'scheduler': None, 'eval': {'n_episodes': 50, 'batch_size': 50, 'use_async_envs': False}, 'wandb': {'enable': True, 'disable_artifact': False, 'project': 'act_metaworld_interiit', 'entity': None, 'notes': None, 'run_id': None, 'mode': None}, 'use_rabc': False, 'rabc_progress_path': None, 'rabc_kappa': 0.01, 'rabc_epsilon': 1e-06, 'rabc_head_mode': 'sparse', 'rename_map': {}, 'checkpoint_path': None, '_wandb': {}}
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+ 2025-12-23 17:26:47,193 INFO MainThread:23101 [wandb_init.py:init():854] starting backend
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+ 2025-12-23 17:26:47,600 INFO MainThread:23101 [wandb_init.py:init():857] sending inform_init request
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+ 2025-12-23 17:26:47,610 INFO MainThread:23101 [wandb_init.py:init():865] backend started and connected
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+ 2025-12-23 17:26:47,616 INFO MainThread:23101 [wandb_init.py:init():936] updated telemetry
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+ 2025-12-23 17:26:47,625 INFO MainThread:23101 [wandb_init.py:init():960] communicating run to backend with 90.0 second timeout
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+ 2025-12-23 17:26:48,571 INFO MainThread:23101 [wandb_init.py:init():1011] starting run threads in backend
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+ 2025-12-23 17:26:49,081 INFO MainThread:23101 [wandb_run.py:_console_start():2506] atexit reg
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+ 2025-12-23 17:26:49,081 INFO MainThread:23101 [wandb_run.py:_redirect():2354] redirect: wrap_raw
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+ 2025-12-23 17:26:49,082 INFO MainThread:23101 [wandb_run.py:_redirect():2423] Wrapping output streams.
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+ 2025-12-23 17:26:49,082 INFO MainThread:23101 [wandb_run.py:_redirect():2446] Redirects installed.
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+ 2025-12-23 17:26:49,086 INFO MainThread:23101 [wandb_init.py:init():1049] run started, returning control to user process
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+ 2025-12-23 17:26:49,722 INFO wandb-AsyncioManager-main:23101 [service_client.py:_forward_responses():84] Reached EOF.
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+ 2025-12-23 17:26:49,722 INFO wandb-AsyncioManager-main:23101 [mailbox.py:close():137] Closing mailbox, abandoning 1 handles.
wandb/run-20251223_172647-ofestyta/run-ofestyta.wandb ADDED
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