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- .gitattributes +1 -0
- act_so101_test/wandb/debug-internal.log +15 -0
- act_so101_test/wandb/debug.log +23 -0
- act_so101_test/wandb/run-20250708_152302-plgk0n9c/files/config.yaml +168 -0
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- act_so101_test/wandb/run-20250708_152302-plgk0n9c/files/requirements.txt +150 -0
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- act_so101_test1/wandb/run-20250708_152712-104piws7/files/wandb-summary.json +1 -0
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- act_so101_test2/wandb/debug-internal.log +15 -0
- act_so101_test2/wandb/debug.log +23 -0
- act_so101_test2/wandb/run-20250708_153056-2aeyl5mh/files/config.yaml +168 -0
- act_so101_test2/wandb/run-20250708_153056-2aeyl5mh/files/output.log +61 -0
- act_so101_test2/wandb/run-20250708_153056-2aeyl5mh/files/requirements.txt +135 -0
- act_so101_test2/wandb/run-20250708_153056-2aeyl5mh/files/wandb-metadata.json +48 -0
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- act_so101_test2/wandb/run-20250708_153056-2aeyl5mh/run-2aeyl5mh.wandb +0 -0
- act_so101_test3/wandb/debug-internal.log +15 -0
- act_so101_test3/wandb/debug.log +23 -0
- act_so101_test3/wandb/run-20250708_153334-dtgo7c1n/files/config.yaml +168 -0
- act_so101_test3/wandb/run-20250708_153334-dtgo7c1n/files/output.log +78 -0
- act_so101_test3/wandb/run-20250708_153334-dtgo7c1n/files/requirements.txt +151 -0
- act_so101_test3/wandb/run-20250708_153334-dtgo7c1n/files/wandb-metadata.json +48 -0
- act_so101_test3/wandb/run-20250708_153334-dtgo7c1n/files/wandb-summary.json +1 -0
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- act_so101_test4/wandb/debug-internal.log +15 -0
- act_so101_test4/wandb/debug.log +23 -0
- act_so101_test4/wandb/run-20250708_153651-7960mz4z/files/config.yaml +168 -0
- act_so101_test4/wandb/run-20250708_153651-7960mz4z/files/output.log +61 -0
- act_so101_test4/wandb/run-20250708_153651-7960mz4z/files/requirements.txt +135 -0
.gitattributes
CHANGED
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act_so101_test9/wandb/run-20250709_113427-33cehc58/run-33cehc58.wandb filter=lfs diff=lfs merge=lfs -text
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act_so101_test/wandb/debug-internal.log
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{"time":"2025-07-08T15:23:02.128202089+09:00","level":"INFO","msg":"stream: starting","core version":"0.19.10","symlink path":"outputs/train/act_so101_test/wandb/run-20250708_152302-plgk0n9c/logs/debug-core.log"}
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act_so101_test/wandb/debug.log
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2025-07-08 15:23:02,123 INFO MainThread:705868 [wandb_setup.py:_flush():68] Current SDK version is 0.19.10
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2025-07-08 15:23:02,123 INFO MainThread:705868 [wandb_setup.py:_flush():68] Configure stats pid to 705868
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2025-07-08 15:23:02,123 INFO MainThread:705868 [wandb_setup.py:_flush():68] Loading settings from /home/cvl/.config/wandb/settings
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2025-07-08 15:23:02,123 INFO MainThread:705868 [wandb_setup.py:_flush():68] Loading settings from /home/cvl/lerobot/wandb/settings
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2025-07-08 15:23:02,123 INFO MainThread:705868 [wandb_setup.py:_flush():68] Loading settings from environment variables
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2025-07-08 15:23:02,123 INFO MainThread:705868 [wandb_init.py:setup_run_log_directory():724] Logging user logs to outputs/train/act_so101_test/wandb/run-20250708_152302-plgk0n9c/logs/debug.log
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2025-07-08 15:23:02,124 INFO MainThread:705868 [wandb_init.py:setup_run_log_directory():725] Logging internal logs to outputs/train/act_so101_test/wandb/run-20250708_152302-plgk0n9c/logs/debug-internal.log
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2025-07-08 15:23:02,124 INFO MainThread:705868 [wandb_init.py:init():852] calling init triggers
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2025-07-08 15:23:02,124 INFO MainThread:705868 [wandb_init.py:init():857] wandb.init called with sweep_config: {}
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config: {'dataset': {'repo_id': 'saraparoji/mookrobot', 'root': None, '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]}}}}, 'revision': None, 'use_imagenet_stats': True, 'video_backend': 'torchcodec'}, 'env': None, 'policy': {'type': 'act', 'n_obs_steps': 1, 'normalization_mapping': {'VISUAL': <NormalizationMode.MEAN_STD: 'MEAN_STD'>, 'STATE': <NormalizationMode.MEAN_STD: 'MEAN_STD'>, 'ACTION': <NormalizationMode.MEAN_STD: 'MEAN_STD'>}, 'input_features': {}, 'output_features': {}, 'device': 'cuda', 'use_amp': False, 'push_to_hub': True, 'repo_id': 'saraparoji/trainedpolicy', 'private': None, 'tags': None, 'license': None, 'chunk_size': 100, 'n_action_steps': 100, '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_so101_test', 'job_name': 'redcube', 'resume': False, 'seed': 1000, 'num_workers': 4, 'batch_size': 8, 'steps': 100000, 'eval_freq': 20000, 'log_freq': 200, 'save_checkpoint': True, 'save_freq': 20000, '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': 'lerobot', 'entity': None, 'notes': None, 'run_id': None, 'mode': None}, '_wandb': {}}
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2025-07-08 15:23:02,124 INFO MainThread:705868 [wandb_init.py:init():893] starting backend
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2025-07-08 15:23:02,126 INFO MainThread:705868 [backend.py:_multiprocessing_setup():101] multiprocessing start_methods=fork,spawn,forkserver, using: spawn
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act_so101_test/wandb/run-20250708_152302-plgk0n9c/files/config.yaml
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_wandb:
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value:
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cli_version: 0.19.10
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batch_size:
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value: 8
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dataset:
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value:
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episodes: null
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image_transforms:
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enable: false
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max_num_transforms: 3
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random_order: false
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tfs:
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brightness:
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brightness:
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type: ColorJitter
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|
| 54 |
+
- 1.2
|
| 55 |
+
type: ColorJitter
|
| 56 |
+
weight: 1
|
| 57 |
+
hue:
|
| 58 |
+
kwargs:
|
| 59 |
+
hue:
|
| 60 |
+
- -0.05
|
| 61 |
+
- 0.05
|
| 62 |
+
type: ColorJitter
|
| 63 |
+
weight: 1
|
| 64 |
+
saturation:
|
| 65 |
+
kwargs:
|
| 66 |
+
saturation:
|
| 67 |
+
- 0.5
|
| 68 |
+
- 1.5
|
| 69 |
+
type: ColorJitter
|
| 70 |
+
weight: 1
|
| 71 |
+
sharpness:
|
| 72 |
+
kwargs:
|
| 73 |
+
sharpness:
|
| 74 |
+
- 0.5
|
| 75 |
+
- 1.5
|
| 76 |
+
type: SharpnessJitter
|
| 77 |
+
weight: 1
|
| 78 |
+
repo_id: saraparoji/mookrobot
|
| 79 |
+
revision: null
|
| 80 |
+
root: null
|
| 81 |
+
use_imagenet_stats: true
|
| 82 |
+
video_backend: torchcodec
|
| 83 |
+
env:
|
| 84 |
+
value: null
|
| 85 |
+
eval:
|
| 86 |
+
value:
|
| 87 |
+
batch_size: 50
|
| 88 |
+
n_episodes: 50
|
| 89 |
+
use_async_envs: false
|
| 90 |
+
eval_freq:
|
| 91 |
+
value: 20000
|
| 92 |
+
job_name:
|
| 93 |
+
value: redcube
|
| 94 |
+
log_freq:
|
| 95 |
+
value: 200
|
| 96 |
+
num_workers:
|
| 97 |
+
value: 4
|
| 98 |
+
optimizer:
|
| 99 |
+
value:
|
| 100 |
+
betas:
|
| 101 |
+
- 0.9
|
| 102 |
+
- 0.999
|
| 103 |
+
eps: 1e-08
|
| 104 |
+
grad_clip_norm: 10
|
| 105 |
+
lr: 1e-05
|
| 106 |
+
type: adamw
|
| 107 |
+
weight_decay: 0.0001
|
| 108 |
+
output_dir:
|
| 109 |
+
value: outputs/train/act_so101_test
|
| 110 |
+
policy:
|
| 111 |
+
value:
|
| 112 |
+
chunk_size: 100
|
| 113 |
+
device: cuda
|
| 114 |
+
dim_feedforward: 3200
|
| 115 |
+
dim_model: 512
|
| 116 |
+
dropout: 0.1
|
| 117 |
+
feedforward_activation: relu
|
| 118 |
+
kl_weight: 10
|
| 119 |
+
latent_dim: 32
|
| 120 |
+
license: null
|
| 121 |
+
n_action_steps: 100
|
| 122 |
+
n_decoder_layers: 1
|
| 123 |
+
n_encoder_layers: 4
|
| 124 |
+
n_heads: 8
|
| 125 |
+
n_obs_steps: 1
|
| 126 |
+
n_vae_encoder_layers: 4
|
| 127 |
+
normalization_mapping:
|
| 128 |
+
ACTION: MEAN_STD
|
| 129 |
+
STATE: MEAN_STD
|
| 130 |
+
VISUAL: MEAN_STD
|
| 131 |
+
optimizer_lr: 1e-05
|
| 132 |
+
optimizer_lr_backbone: 1e-05
|
| 133 |
+
optimizer_weight_decay: 0.0001
|
| 134 |
+
pre_norm: false
|
| 135 |
+
pretrained_backbone_weights: ResNet18_Weights.IMAGENET1K_V1
|
| 136 |
+
private: null
|
| 137 |
+
push_to_hub: true
|
| 138 |
+
replace_final_stride_with_dilation: false
|
| 139 |
+
repo_id: saraparoji/trainedpolicy
|
| 140 |
+
tags: null
|
| 141 |
+
temporal_ensemble_coeff: null
|
| 142 |
+
type: act
|
| 143 |
+
use_amp: false
|
| 144 |
+
use_vae: true
|
| 145 |
+
vision_backbone: resnet18
|
| 146 |
+
resume:
|
| 147 |
+
value: false
|
| 148 |
+
save_checkpoint:
|
| 149 |
+
value: true
|
| 150 |
+
save_freq:
|
| 151 |
+
value: 20000
|
| 152 |
+
scheduler:
|
| 153 |
+
value: null
|
| 154 |
+
seed:
|
| 155 |
+
value: 1000
|
| 156 |
+
steps:
|
| 157 |
+
value: 100000
|
| 158 |
+
use_policy_training_preset:
|
| 159 |
+
value: true
|
| 160 |
+
wandb:
|
| 161 |
+
value:
|
| 162 |
+
disable_artifact: false
|
| 163 |
+
enable: true
|
| 164 |
+
entity: null
|
| 165 |
+
mode: null
|
| 166 |
+
notes: null
|
| 167 |
+
project: lerobot
|
| 168 |
+
run_id: null
|
act_so101_test/wandb/run-20250708_152302-plgk0n9c/files/output.log
ADDED
|
@@ -0,0 +1,82 @@
|
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|
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|
|
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|
|
|
|
| 1 |
+
[1m[34mLogs will be synced with wandb.[0m
|
| 2 |
+
INFO 2025-07-08 15:23:02 db_utils.py:103 Track this run --> [1m[33mhttps://wandb.ai/ayomookk-kuas-/lerobot/runs/plgk0n9c[0m
|
| 3 |
+
INFO 2025-07-08 15:23:02 ts/train.py:127 Creating dataset
|
| 4 |
+
Resolving data files: 100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 50/50 [00:00<00:00, 384093.77it/s]
|
| 5 |
+
Downloading data: 100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 50/50 [00:00<00:00, 305262.30files/s]
|
| 6 |
+
Generating train split: 17724 examples [00:00, 424147.13 examples/s]
|
| 7 |
+
INFO 2025-07-08 15:23:03 ts/train.py:138 Creating policy
|
| 8 |
+
Downloading: "https://download.pytorch.org/models/resnet18-f37072fd.pth" to /home/cvl/.cache/torch/hub/checkpoints/resnet18-f37072fd.pth
|
| 9 |
+
100%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 44.7M/44.7M [00:00<00:00, 110MB/s]
|
| 10 |
+
INFO 2025-07-08 15:23:04 ts/train.py:144 Creating optimizer and scheduler
|
| 11 |
+
INFO 2025-07-08 15:23:04 ts/train.py:156 [1m[33mOutput dir:[0m outputs/train/act_so101_test
|
| 12 |
+
INFO 2025-07-08 15:23:04 ts/train.py:159 cfg.steps=100000 (100K)
|
| 13 |
+
INFO 2025-07-08 15:23:04 ts/train.py:160 dataset.num_frames=17724 (18K)
|
| 14 |
+
INFO 2025-07-08 15:23:04 ts/train.py:161 dataset.num_episodes=50
|
| 15 |
+
INFO 2025-07-08 15:23:04 ts/train.py:162 num_learnable_params=51597190 (52M)
|
| 16 |
+
INFO 2025-07-08 15:23:04 ts/train.py:163 num_total_params=51597232 (52M)
|
| 17 |
+
INFO 2025-07-08 15:23:04 ts/train.py:202 Start offline training on a fixed dataset
|
| 18 |
+
Traceback (most recent call last):
|
| 19 |
+
File "/home/cvl/miniconda3/envs/lerobot/lib/python3.10/runpy.py", line 196, in _run_module_as_main
|
| 20 |
+
return _run_code(code, main_globals, None,
|
| 21 |
+
File "/home/cvl/miniconda3/envs/lerobot/lib/python3.10/runpy.py", line 86, in _run_code
|
| 22 |
+
exec(code, run_globals)
|
| 23 |
+
File "/home/cvl/lerobot/lerobot/scripts/train.py", line 291, in <module>
|
| 24 |
+
train()
|
| 25 |
+
File "/home/cvl/lerobot/lerobot/configs/parser.py", line 226, in wrapper_inner
|
| 26 |
+
response = fn(cfg, *args, **kwargs)
|
| 27 |
+
File "/home/cvl/lerobot/lerobot/scripts/train.py", line 205, in train
|
| 28 |
+
batch = next(dl_iter)
|
| 29 |
+
File "/home/cvl/lerobot/lerobot/common/datasets/utils.py", line 641, in cycle
|
| 30 |
+
yield next(iterator)
|
| 31 |
+
File "/home/cvl/miniconda3/envs/lerobot/lib/python3.10/site-packages/torch/utils/data/dataloader.py", line 708, in __next__
|
| 32 |
+
data = self._next_data()
|
| 33 |
+
File "/home/cvl/miniconda3/envs/lerobot/lib/python3.10/site-packages/torch/utils/data/dataloader.py", line 1480, in _next_data
|
| 34 |
+
return self._process_data(data)
|
| 35 |
+
File "/home/cvl/miniconda3/envs/lerobot/lib/python3.10/site-packages/torch/utils/data/dataloader.py", line 1505, in _process_data
|
| 36 |
+
data.reraise()
|
| 37 |
+
File "/home/cvl/miniconda3/envs/lerobot/lib/python3.10/site-packages/torch/_utils.py", line 733, in reraise
|
| 38 |
+
raise exception
|
| 39 |
+
RuntimeError: Caught RuntimeError in DataLoader worker process 0.
|
| 40 |
+
Original Traceback (most recent call last):
|
| 41 |
+
File "/home/cvl/miniconda3/envs/lerobot/lib/python3.10/site-packages/torch/utils/data/_utils/worker.py", line 349, in _worker_loop
|
| 42 |
+
data = fetcher.fetch(index) # type: ignore[possibly-undefined]
|
| 43 |
+
File "/home/cvl/miniconda3/envs/lerobot/lib/python3.10/site-packages/torch/utils/data/_utils/fetch.py", line 52, in fetch
|
| 44 |
+
data = [self.dataset[idx] for idx in possibly_batched_index]
|
| 45 |
+
File "/home/cvl/miniconda3/envs/lerobot/lib/python3.10/site-packages/torch/utils/data/_utils/fetch.py", line 52, in <listcomp>
|
| 46 |
+
data = [self.dataset[idx] for idx in possibly_batched_index]
|
| 47 |
+
File "/home/cvl/lerobot/lerobot/common/datasets/lerobot_dataset.py", line 717, in __getitem__
|
| 48 |
+
video_frames = self._query_videos(query_timestamps, ep_idx)
|
| 49 |
+
File "/home/cvl/lerobot/lerobot/common/datasets/lerobot_dataset.py", line 689, in _query_videos
|
| 50 |
+
frames = decode_video_frames(video_path, query_ts, self.tolerance_s, self.video_backend)
|
| 51 |
+
File "/home/cvl/lerobot/lerobot/common/datasets/video_utils.py", line 65, in decode_video_frames
|
| 52 |
+
return decode_video_frames_torchcodec(video_path, timestamps, tolerance_s)
|
| 53 |
+
File "/home/cvl/lerobot/lerobot/common/datasets/video_utils.py", line 189, in decode_video_frames_torchcodec
|
| 54 |
+
from torchcodec.decoders import VideoDecoder
|
| 55 |
+
File "/home/cvl/miniconda3/envs/lerobot/lib/python3.10/site-packages/torchcodec/__init__.py", line 10, in <module>
|
| 56 |
+
from . import decoders, samplers # noqa
|
| 57 |
+
File "/home/cvl/miniconda3/envs/lerobot/lib/python3.10/site-packages/torchcodec/decoders/__init__.py", line 7, in <module>
|
| 58 |
+
from .._core import AudioStreamMetadata, VideoStreamMetadata
|
| 59 |
+
File "/home/cvl/miniconda3/envs/lerobot/lib/python3.10/site-packages/torchcodec/_core/__init__.py", line 8, in <module>
|
| 60 |
+
from ._metadata import (
|
| 61 |
+
File "/home/cvl/miniconda3/envs/lerobot/lib/python3.10/site-packages/torchcodec/_core/_metadata.py", line 15, in <module>
|
| 62 |
+
from torchcodec._core.ops import (
|
| 63 |
+
File "/home/cvl/miniconda3/envs/lerobot/lib/python3.10/site-packages/torchcodec/_core/ops.py", line 86, in <module>
|
| 64 |
+
load_torchcodec_shared_libraries()
|
| 65 |
+
File "/home/cvl/miniconda3/envs/lerobot/lib/python3.10/site-packages/torchcodec/_core/ops.py", line 71, in load_torchcodec_shared_libraries
|
| 66 |
+
raise RuntimeError(
|
| 67 |
+
RuntimeError: Could not load libtorchcodec. Likely causes:
|
| 68 |
+
1. FFmpeg is not properly installed in your environment. We support
|
| 69 |
+
versions 4, 5, 6 and 7.
|
| 70 |
+
2. The PyTorch version (2.6.0+cu124) is not compatible with
|
| 71 |
+
this version of TorchCodec. Refer to the version compatibility
|
| 72 |
+
table:
|
| 73 |
+
https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
|
| 74 |
+
3. Another runtime dependency; see exceptions below.
|
| 75 |
+
The following exceptions were raised as we tried to load libtorchcodec:
|
| 76 |
+
|
| 77 |
+
[start of libtorchcodec loading traceback]
|
| 78 |
+
FFmpeg version 7: /home/cvl/miniconda3/envs/lerobot/lib/python3.10/site-packages/torchcodec/libtorchcodec_decoder7.so: undefined symbol: _ZN3c106DeviceC1ERKNSt7__cxx1112basic_stringIcSt11char_traitsIcESaIcEEE
|
| 79 |
+
FFmpeg version 6: libavutil.so.58: cannot open shared object file: No such file or directory
|
| 80 |
+
FFmpeg version 5: libavutil.so.57: cannot open shared object file: No such file or directory
|
| 81 |
+
FFmpeg version 4: libavutil.so.56: cannot open shared object file: No such file or directory
|
| 82 |
+
[end of libtorchcodec loading traceback].
|
act_so101_test/wandb/run-20250708_152302-plgk0n9c/files/requirements.txt
ADDED
|
@@ -0,0 +1,150 @@
|
|
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|
|
|
|
| 1 |
+
numpy==2.2.4
|
| 2 |
+
dill==0.3.8
|
| 3 |
+
nvidia-nvjitlink-cu12==12.4.127
|
| 4 |
+
gitdb==4.0.12
|
| 5 |
+
zarr==2.18.3
|
| 6 |
+
setuptools==75.8.0
|
| 7 |
+
pytz==2025.2
|
| 8 |
+
antlr4-python3-runtime==4.9.3
|
| 9 |
+
pydantic_core==2.33.1
|
| 10 |
+
cffi==1.17.1
|
| 11 |
+
wandb==0.19.10
|
| 12 |
+
nvidia-cublas-cu12==12.4.5.8
|
| 13 |
+
mypy_extensions==1.1.0
|
| 14 |
+
pfzy==0.3.4
|
| 15 |
+
fasteners==0.19
|
| 16 |
+
aiosignal==1.3.2
|
| 17 |
+
nvidia-curand-cu12==10.3.5.147
|
| 18 |
+
async-timeout==5.0.1
|
| 19 |
+
huggingface-hub==0.30.2
|
| 20 |
+
GitPython==3.1.44
|
| 21 |
+
frozenlist==1.6.0
|
| 22 |
+
nvidia-cufft-cu12==11.2.1.3
|
| 23 |
+
PyYAML==6.0.2
|
| 24 |
+
draccus==0.10.0
|
| 25 |
+
safetensors==0.5.3
|
| 26 |
+
cloudpickle==3.1.1
|
| 27 |
+
typing_extensions==4.13.2
|
| 28 |
+
platformdirs==4.3.7
|
| 29 |
+
evdev==1.9.1
|
| 30 |
+
Farama-Notifications==0.0.4
|
| 31 |
+
nvidia-cuda-nvrtc-cu12==12.4.127
|
| 32 |
+
multidict==6.4.3
|
| 33 |
+
sentry-sdk==2.26.1
|
| 34 |
+
networkx==3.4.2
|
| 35 |
+
docker-pycreds==0.4.0
|
| 36 |
+
cmake==4.0.0
|
| 37 |
+
pandas==2.2.3
|
| 38 |
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torchvision==0.21.0
|
| 39 |
+
torchcodec==0.3.0
|
| 40 |
+
multiprocess==0.70.16
|
| 41 |
+
protobuf==6.30.2
|
| 42 |
+
pyzmq==26.4.0
|
| 43 |
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python-xlib==0.33
|
| 44 |
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urllib3==2.4.0
|
| 45 |
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opencv-python-headless==4.11.0
|
| 46 |
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h5py==3.13.0
|
| 47 |
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triton==3.2.0
|
| 48 |
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requests==2.32.3
|
| 49 |
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numba==0.61.2
|
| 50 |
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annotated-types==0.7.0
|
| 51 |
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nvidia-cusparselt-cu12==0.6.2
|
| 52 |
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six==1.17.0
|
| 53 |
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tqdm==4.67.1
|
| 54 |
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nvidia-cuda-runtime-cu12==12.4.127
|
| 55 |
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pyyaml-include==1.4.1
|
| 56 |
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regex==2024.11.6
|
| 57 |
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Werkzeug==3.1.3
|
| 58 |
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blinker==1.9.0
|
| 59 |
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attrs==25.3.0
|
| 60 |
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yarl==1.20.0
|
| 61 |
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mpmath==1.3.0
|
| 62 |
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typing-inspect==0.9.0
|
| 63 |
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importlib_metadata==8.6.1
|
| 64 |
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certifi==2025.1.31
|
| 65 |
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termcolor==3.0.1
|
| 66 |
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nvidia-cuda-cupti-cu12==12.4.127
|
| 67 |
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wcwidth==0.2.13
|
| 68 |
+
itsdangerous==2.2.0
|
| 69 |
+
idna==3.10
|
| 70 |
+
imageio-ffmpeg==0.6.0
|
| 71 |
+
hf_transfer==0.1.9
|
| 72 |
+
smmap==5.0.2
|
| 73 |
+
beautifulsoup4==4.13.4
|
| 74 |
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einops==0.8.1
|
| 75 |
+
aiohappyeyeballs==2.6.1
|
| 76 |
+
lerobot==0.1.0
|
| 77 |
+
numcodecs==0.13.1
|
| 78 |
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pynput==1.8.1
|
| 79 |
+
gymnasium==0.29.1
|
| 80 |
+
pip==25.0
|
| 81 |
+
jsonlines==4.0.0
|
| 82 |
+
opencv-python==4.11.0
|
| 83 |
+
torch==2.6.0
|
| 84 |
+
imageio==2.37.0
|
| 85 |
+
numpy==2.2.5
|
| 86 |
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MarkupSafe==3.0.2
|
| 87 |
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toml==0.10.2
|
| 88 |
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Flask==3.1.0
|
| 89 |
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inquirerpy==0.3.4
|
| 90 |
+
orderly-set==5.4.0
|
| 91 |
+
psutil==7.0.0
|
| 92 |
+
nvidia-cusolver-cu12==11.6.1.9
|
| 93 |
+
typing-inspection==0.4.0
|
| 94 |
+
asciitree==0.3.3
|
| 95 |
+
pyserial==3.5
|
| 96 |
+
pycparser==2.22
|
| 97 |
+
setproctitle==1.3.5
|
| 98 |
+
feetech-servo-sdk==1.0.0
|
| 99 |
+
mergedeep==1.3.4
|
| 100 |
+
tzdata==2025.2
|
| 101 |
+
gdown==5.2.0
|
| 102 |
+
charset-normalizer==3.4.1
|
| 103 |
+
zipp==3.21.0
|
| 104 |
+
propcache==0.3.1
|
| 105 |
+
python-dateutil==2.9.0.post0
|
| 106 |
+
nvidia-cusparse-cu12==12.3.1.170
|
| 107 |
+
filelock==3.18.0
|
| 108 |
+
nvidia-cudnn-cu12==9.1.0.70
|
| 109 |
+
pymunk==6.11.1
|
| 110 |
+
click==8.1.8
|
| 111 |
+
omegaconf==2.3.0
|
| 112 |
+
datasets==3.5.0
|
| 113 |
+
scipy==1.15.3
|
| 114 |
+
pydantic==2.11.3
|
| 115 |
+
pillow==11.2.1
|
| 116 |
+
av==14.3.0
|
| 117 |
+
llvmlite==0.44.0
|
| 118 |
+
pyav==14.2.1
|
| 119 |
+
soupsieve==2.7
|
| 120 |
+
PySocks==1.7.1
|
| 121 |
+
aiohttp==3.11.18
|
| 122 |
+
rerun-sdk==0.22.1
|
| 123 |
+
fsspec==2024.12.0
|
| 124 |
+
wheel==0.45.1
|
| 125 |
+
nvidia-nccl-cu12==2.21.5
|
| 126 |
+
deepdiff==8.4.2
|
| 127 |
+
prompt_toolkit==3.0.51
|
| 128 |
+
sympy==1.13.1
|
| 129 |
+
packaging==25.0
|
| 130 |
+
pyarrow==19.0.1
|
| 131 |
+
xxhash==3.5.0
|
| 132 |
+
nvidia-nvtx-cu12==12.4.127
|
| 133 |
+
Jinja2==3.1.6
|
| 134 |
+
diffusers==0.33.1
|
| 135 |
+
backports.tarfile==1.2.0
|
| 136 |
+
jaraco.text==3.12.1
|
| 137 |
+
jaraco.collections==5.1.0
|
| 138 |
+
packaging==24.2
|
| 139 |
+
importlib_metadata==8.0.0
|
| 140 |
+
typing_extensions==4.12.2
|
| 141 |
+
jaraco.functools==4.0.1
|
| 142 |
+
zipp==3.19.2
|
| 143 |
+
inflect==7.3.1
|
| 144 |
+
more-itertools==10.3.0
|
| 145 |
+
jaraco.context==5.3.0
|
| 146 |
+
platformdirs==4.2.2
|
| 147 |
+
wheel==0.43.0
|
| 148 |
+
tomli==2.0.1
|
| 149 |
+
typeguard==4.3.0
|
| 150 |
+
autocommand==2.2.2
|
act_so101_test/wandb/run-20250708_152302-plgk0n9c/files/wandb-metadata.json
ADDED
|
@@ -0,0 +1,48 @@
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"os": "Linux-6.8.0-59-generic-x86_64-with-glibc2.35",
|
| 3 |
+
"python": "CPython 3.10.13",
|
| 4 |
+
"startedAt": "2025-07-08T06:23:02.126390Z",
|
| 5 |
+
"args": [
|
| 6 |
+
"--dataset.repo_id=saraparoji/mookrobot",
|
| 7 |
+
"--policy.type=act",
|
| 8 |
+
"--output_dir=outputs/train/act_so101_test",
|
| 9 |
+
"--job_name=redcube",
|
| 10 |
+
"--policy.device=cuda",
|
| 11 |
+
"--wandb.enable=true",
|
| 12 |
+
"--policy.repo_id=saraparoji/trainedpolicy"
|
| 13 |
+
],
|
| 14 |
+
"program": "-m lerobot.scripts.train",
|
| 15 |
+
"git": {
|
| 16 |
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"remote": "https://github.com/huggingface/lerobot.git",
|
| 17 |
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"commit": "483be9aac217c2d8ef16982490f22b2ad091ab46"
|
| 18 |
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},
|
| 19 |
+
"root": "outputs/train/act_so101_test",
|
| 20 |
+
"host": "cvl-genesis",
|
| 21 |
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"executable": "/home/cvl/miniconda3/envs/lerobot/bin/python",
|
| 22 |
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"cpu_count": 8,
|
| 23 |
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"cpu_count_logical": 16,
|
| 24 |
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"gpu": "NVIDIA GeForce RTX 3080",
|
| 25 |
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"gpu_count": 1,
|
| 26 |
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"disk": {
|
| 27 |
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"/": {
|
| 28 |
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"total": "982820896768",
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| 29 |
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"used": "102579359744"
|
| 30 |
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}
|
| 31 |
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},
|
| 32 |
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"memory": {
|
| 33 |
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"total": "67344654336"
|
| 34 |
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|
| 35 |
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"cpu": {
|
| 36 |
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|
| 37 |
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"countLogical": 16
|
| 38 |
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},
|
| 39 |
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"gpu_nvidia": [
|
| 40 |
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{
|
| 41 |
+
"name": "NVIDIA GeForce RTX 3080",
|
| 42 |
+
"memoryTotal": "10737418240",
|
| 43 |
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"cudaCores": 8704,
|
| 44 |
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"architecture": "Ampere"
|
| 45 |
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}
|
| 46 |
+
],
|
| 47 |
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"cudaVersion": "12.6"
|
| 48 |
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}
|
act_so101_test/wandb/run-20250708_152302-plgk0n9c/files/wandb-summary.json
ADDED
|
@@ -0,0 +1 @@
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|
|
|
|
|
|
| 1 |
+
{"_wandb":{"runtime":3}}
|
act_so101_test/wandb/run-20250708_152302-plgk0n9c/logs/debug-core.log
ADDED
|
@@ -0,0 +1,13 @@
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{"time":"2025-07-08T15:23:01.967448949+09:00","level":"INFO","msg":"main: starting server","port-filename":"/tmp/tmp0lpj0zcj/port-705868.txt","pid":705868,"log-level":0,"disable-analytics":false,"shutdown-on-parent-exit":false}
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| 2 |
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{"time":"2025-07-08T15:23:01.968808702+09:00","level":"INFO","msg":"Will exit if parent process dies.","ppid":705868}
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| 3 |
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{"time":"2025-07-08T15:23:01.969138935+09:00","level":"INFO","msg":"server is running","addr":{"IP":"127.0.0.1","Port":40325,"Zone":""}}
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| 4 |
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{"time":"2025-07-08T15:23:02.122395021+09:00","level":"INFO","msg":"connection: ManageConnectionData: new connection created","id":"127.0.0.1:51054"}
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| 5 |
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{"time":"2025-07-08T15:23:02.127939033+09:00","level":"INFO","msg":"handleInformInit: received","streamId":"plgk0n9c","id":"127.0.0.1:51054"}
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| 6 |
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{"time":"2025-07-08T15:23:02.431667589+09:00","level":"INFO","msg":"handleInformInit: stream started","streamId":"plgk0n9c","id":"127.0.0.1:51054"}
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| 7 |
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{"time":"2025-07-08T15:23:05.135445453+09:00","level":"INFO","msg":"handleInformTeardown: server teardown initiated","id":"127.0.0.1:51054"}
|
| 8 |
+
{"time":"2025-07-08T15:23:05.13549738+09:00","level":"INFO","msg":"connection: closing","id":"127.0.0.1:51054"}
|
| 9 |
+
{"time":"2025-07-08T15:23:05.135508862+09:00","level":"INFO","msg":"server is shutting down"}
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| 10 |
+
{"time":"2025-07-08T15:23:05.135569897+09:00","level":"INFO","msg":"connection: closed successfully","id":"127.0.0.1:51054"}
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| 11 |
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{"time":"2025-07-08T15:23:06.483001715+09:00","level":"INFO","msg":"handleInformTeardown: server shutdown complete","id":"127.0.0.1:51054"}
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| 12 |
+
{"time":"2025-07-08T15:23:06.483016182+09:00","level":"INFO","msg":"connection: ManageConnectionData: connection closed","id":"127.0.0.1:51054"}
|
| 13 |
+
{"time":"2025-07-08T15:23:06.483024999+09:00","level":"INFO","msg":"server is closed"}
|
act_so101_test/wandb/run-20250708_152302-plgk0n9c/logs/debug-internal.log
ADDED
|
@@ -0,0 +1,15 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{"time":"2025-07-08T15:23:02.128202089+09:00","level":"INFO","msg":"stream: starting","core version":"0.19.10","symlink path":"outputs/train/act_so101_test/wandb/run-20250708_152302-plgk0n9c/logs/debug-core.log"}
|
| 2 |
+
{"time":"2025-07-08T15:23:02.431628635+09:00","level":"INFO","msg":"created new stream","id":"plgk0n9c"}
|
| 3 |
+
{"time":"2025-07-08T15:23:02.431660465+09:00","level":"INFO","msg":"stream: started","id":"plgk0n9c"}
|
| 4 |
+
{"time":"2025-07-08T15:23:02.43168932+09:00","level":"INFO","msg":"writer: Do: started","stream_id":"plgk0n9c"}
|
| 5 |
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{"time":"2025-07-08T15:23:02.431783026+09:00","level":"INFO","msg":"handler: started","stream_id":"plgk0n9c"}
|
| 6 |
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{"time":"2025-07-08T15:23:02.431776524+09:00","level":"INFO","msg":"sender: started","stream_id":"plgk0n9c"}
|
| 7 |
+
{"time":"2025-07-08T15:23:02.790251881+09:00","level":"INFO","msg":"Starting system monitor"}
|
| 8 |
+
{"time":"2025-07-08T15:23:05.135553226+09:00","level":"INFO","msg":"stream: closing","id":"plgk0n9c"}
|
| 9 |
+
{"time":"2025-07-08T15:23:05.135596217+09:00","level":"INFO","msg":"Stopping system monitor"}
|
| 10 |
+
{"time":"2025-07-08T15:23:05.135638987+09:00","level":"INFO","msg":"Stopped system monitor"}
|
| 11 |
+
{"time":"2025-07-08T15:23:06.211048094+09:00","level":"INFO","msg":"fileTransfer: Close: file transfer manager closed"}
|
| 12 |
+
{"time":"2025-07-08T15:23:06.482870407+09:00","level":"INFO","msg":"handler: closed","stream_id":"plgk0n9c"}
|
| 13 |
+
{"time":"2025-07-08T15:23:06.482906145+09:00","level":"INFO","msg":"writer: Close: closed","stream_id":"plgk0n9c"}
|
| 14 |
+
{"time":"2025-07-08T15:23:06.482932965+09:00","level":"INFO","msg":"sender: closed","stream_id":"plgk0n9c"}
|
| 15 |
+
{"time":"2025-07-08T15:23:06.482959866+09:00","level":"INFO","msg":"stream: closed","id":"plgk0n9c"}
|
act_so101_test/wandb/run-20250708_152302-plgk0n9c/logs/debug.log
ADDED
|
@@ -0,0 +1,23 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
2025-07-08 15:23:02,123 INFO MainThread:705868 [wandb_setup.py:_flush():68] Current SDK version is 0.19.10
|
| 2 |
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2025-07-08 15:23:02,123 INFO MainThread:705868 [wandb_setup.py:_flush():68] Configure stats pid to 705868
|
| 3 |
+
2025-07-08 15:23:02,123 INFO MainThread:705868 [wandb_setup.py:_flush():68] Loading settings from /home/cvl/.config/wandb/settings
|
| 4 |
+
2025-07-08 15:23:02,123 INFO MainThread:705868 [wandb_setup.py:_flush():68] Loading settings from /home/cvl/lerobot/wandb/settings
|
| 5 |
+
2025-07-08 15:23:02,123 INFO MainThread:705868 [wandb_setup.py:_flush():68] Loading settings from environment variables
|
| 6 |
+
2025-07-08 15:23:02,123 INFO MainThread:705868 [wandb_init.py:setup_run_log_directory():724] Logging user logs to outputs/train/act_so101_test/wandb/run-20250708_152302-plgk0n9c/logs/debug.log
|
| 7 |
+
2025-07-08 15:23:02,124 INFO MainThread:705868 [wandb_init.py:setup_run_log_directory():725] Logging internal logs to outputs/train/act_so101_test/wandb/run-20250708_152302-plgk0n9c/logs/debug-internal.log
|
| 8 |
+
2025-07-08 15:23:02,124 INFO MainThread:705868 [wandb_init.py:init():852] calling init triggers
|
| 9 |
+
2025-07-08 15:23:02,124 INFO MainThread:705868 [wandb_init.py:init():857] wandb.init called with sweep_config: {}
|
| 10 |
+
config: {'dataset': {'repo_id': 'saraparoji/mookrobot', 'root': None, '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]}}}}, 'revision': None, 'use_imagenet_stats': True, 'video_backend': 'torchcodec'}, 'env': None, 'policy': {'type': 'act', 'n_obs_steps': 1, 'normalization_mapping': {'VISUAL': <NormalizationMode.MEAN_STD: 'MEAN_STD'>, 'STATE': <NormalizationMode.MEAN_STD: 'MEAN_STD'>, 'ACTION': <NormalizationMode.MEAN_STD: 'MEAN_STD'>}, 'input_features': {}, 'output_features': {}, 'device': 'cuda', 'use_amp': False, 'push_to_hub': True, 'repo_id': 'saraparoji/trainedpolicy', 'private': None, 'tags': None, 'license': None, 'chunk_size': 100, 'n_action_steps': 100, '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_so101_test', 'job_name': 'redcube', 'resume': False, 'seed': 1000, 'num_workers': 4, 'batch_size': 8, 'steps': 100000, 'eval_freq': 20000, 'log_freq': 200, 'save_checkpoint': True, 'save_freq': 20000, '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': 'lerobot', 'entity': None, 'notes': None, 'run_id': None, 'mode': None}, '_wandb': {}}
|
| 11 |
+
2025-07-08 15:23:02,124 INFO MainThread:705868 [wandb_init.py:init():893] starting backend
|
| 12 |
+
2025-07-08 15:23:02,124 INFO MainThread:705868 [wandb_init.py:init():897] sending inform_init request
|
| 13 |
+
2025-07-08 15:23:02,126 INFO MainThread:705868 [backend.py:_multiprocessing_setup():101] multiprocessing start_methods=fork,spawn,forkserver, using: spawn
|
| 14 |
+
2025-07-08 15:23:02,126 INFO MainThread:705868 [wandb_init.py:init():907] backend started and connected
|
| 15 |
+
2025-07-08 15:23:02,127 INFO MainThread:705868 [wandb_init.py:init():1002] updated telemetry
|
| 16 |
+
2025-07-08 15:23:02,130 INFO MainThread:705868 [wandb_init.py:init():1026] communicating run to backend with 90.0 second timeout
|
| 17 |
+
2025-07-08 15:23:02,787 INFO MainThread:705868 [wandb_init.py:init():1101] starting run threads in backend
|
| 18 |
+
2025-07-08 15:23:02,858 INFO MainThread:705868 [wandb_run.py:_console_start():2566] atexit reg
|
| 19 |
+
2025-07-08 15:23:02,858 INFO MainThread:705868 [wandb_run.py:_redirect():2414] redirect: wrap_raw
|
| 20 |
+
2025-07-08 15:23:02,858 INFO MainThread:705868 [wandb_run.py:_redirect():2483] Wrapping output streams.
|
| 21 |
+
2025-07-08 15:23:02,858 INFO MainThread:705868 [wandb_run.py:_redirect():2506] Redirects installed.
|
| 22 |
+
2025-07-08 15:23:02,860 INFO MainThread:705868 [wandb_init.py:init():1147] run started, returning control to user process
|
| 23 |
+
2025-07-08 15:23:05,134 INFO MsgRouterThr:705868 [mailbox.py:close():129] [no run ID] Closing mailbox, abandoning 1 handles.
|
act_so101_test/wandb/run-20250708_152302-plgk0n9c/run-plgk0n9c.wandb
ADDED
|
Binary file (16.3 kB). View file
|
|
|
act_so101_test1/wandb/debug-internal.log
ADDED
|
@@ -0,0 +1,15 @@
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| 1 |
+
{"time":"2025-07-08T15:27:12.873330221+09:00","level":"INFO","msg":"stream: starting","core version":"0.19.10","symlink path":"outputs/train/act_so101_test1/wandb/run-20250708_152712-104piws7/logs/debug-core.log"}
|
| 2 |
+
{"time":"2025-07-08T15:27:13.186996183+09:00","level":"INFO","msg":"created new stream","id":"104piws7"}
|
| 3 |
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{"time":"2025-07-08T15:27:13.187027543+09:00","level":"INFO","msg":"stream: started","id":"104piws7"}
|
| 4 |
+
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|
| 5 |
+
{"time":"2025-07-08T15:27:13.187064252+09:00","level":"INFO","msg":"writer: Do: started","stream_id":"104piws7"}
|
| 6 |
+
{"time":"2025-07-08T15:27:13.187089199+09:00","level":"INFO","msg":"handler: started","stream_id":"104piws7"}
|
| 7 |
+
{"time":"2025-07-08T15:27:13.496095456+09:00","level":"INFO","msg":"Starting system monitor"}
|
| 8 |
+
{"time":"2025-07-08T15:27:15.821518827+09:00","level":"INFO","msg":"stream: closing","id":"104piws7"}
|
| 9 |
+
{"time":"2025-07-08T15:27:15.821542281+09:00","level":"INFO","msg":"Stopping system monitor"}
|
| 10 |
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{"time":"2025-07-08T15:27:15.821570344+09:00","level":"INFO","msg":"Stopped system monitor"}
|
| 11 |
+
{"time":"2025-07-08T15:27:16.584295136+09:00","level":"INFO","msg":"fileTransfer: Close: file transfer manager closed"}
|
| 12 |
+
{"time":"2025-07-08T15:27:16.836024919+09:00","level":"INFO","msg":"handler: closed","stream_id":"104piws7"}
|
| 13 |
+
{"time":"2025-07-08T15:27:16.836050647+09:00","level":"INFO","msg":"writer: Close: closed","stream_id":"104piws7"}
|
| 14 |
+
{"time":"2025-07-08T15:27:16.836061578+09:00","level":"INFO","msg":"sender: closed","stream_id":"104piws7"}
|
| 15 |
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{"time":"2025-07-08T15:27:16.836108206+09:00","level":"INFO","msg":"stream: closed","id":"104piws7"}
|
act_so101_test1/wandb/debug.log
ADDED
|
@@ -0,0 +1,23 @@
|
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|
| 1 |
+
2025-07-08 15:27:12,870 INFO MainThread:706465 [wandb_setup.py:_flush():68] Current SDK version is 0.19.10
|
| 2 |
+
2025-07-08 15:27:12,870 INFO MainThread:706465 [wandb_setup.py:_flush():68] Configure stats pid to 706465
|
| 3 |
+
2025-07-08 15:27:12,870 INFO MainThread:706465 [wandb_setup.py:_flush():68] Loading settings from /home/cvl/.config/wandb/settings
|
| 4 |
+
2025-07-08 15:27:12,870 INFO MainThread:706465 [wandb_setup.py:_flush():68] Loading settings from /home/cvl/lerobot/wandb/settings
|
| 5 |
+
2025-07-08 15:27:12,870 INFO MainThread:706465 [wandb_setup.py:_flush():68] Loading settings from environment variables
|
| 6 |
+
2025-07-08 15:27:12,870 INFO MainThread:706465 [wandb_init.py:setup_run_log_directory():724] Logging user logs to outputs/train/act_so101_test1/wandb/run-20250708_152712-104piws7/logs/debug.log
|
| 7 |
+
2025-07-08 15:27:12,870 INFO MainThread:706465 [wandb_init.py:setup_run_log_directory():725] Logging internal logs to outputs/train/act_so101_test1/wandb/run-20250708_152712-104piws7/logs/debug-internal.log
|
| 8 |
+
2025-07-08 15:27:12,870 INFO MainThread:706465 [wandb_init.py:init():852] calling init triggers
|
| 9 |
+
2025-07-08 15:27:12,870 INFO MainThread:706465 [wandb_init.py:init():857] wandb.init called with sweep_config: {}
|
| 10 |
+
config: {'dataset': {'repo_id': 'saraparoji/mookrobot', 'root': None, '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]}}}}, 'revision': None, 'use_imagenet_stats': True, 'video_backend': 'torchcodec'}, 'env': None, 'policy': {'type': 'act', 'n_obs_steps': 1, 'normalization_mapping': {'VISUAL': <NormalizationMode.MEAN_STD: 'MEAN_STD'>, 'STATE': <NormalizationMode.MEAN_STD: 'MEAN_STD'>, 'ACTION': <NormalizationMode.MEAN_STD: 'MEAN_STD'>}, 'input_features': {}, 'output_features': {}, 'device': 'cuda', 'use_amp': False, 'push_to_hub': True, 'repo_id': 'saraparoji/trainedpolicy', 'private': None, 'tags': None, 'license': None, 'chunk_size': 100, 'n_action_steps': 100, '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_so101_test1', 'job_name': 'redcube', 'resume': False, 'seed': 1000, 'num_workers': 4, 'batch_size': 8, 'steps': 100000, 'eval_freq': 20000, 'log_freq': 200, 'save_checkpoint': True, 'save_freq': 20000, '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': 'lerobot', 'entity': None, 'notes': None, 'run_id': None, 'mode': None}, '_wandb': {}}
|
| 11 |
+
2025-07-08 15:27:12,870 INFO MainThread:706465 [wandb_init.py:init():893] starting backend
|
| 12 |
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2025-07-08 15:27:12,870 INFO MainThread:706465 [wandb_init.py:init():897] sending inform_init request
|
| 13 |
+
2025-07-08 15:27:12,872 INFO MainThread:706465 [backend.py:_multiprocessing_setup():101] multiprocessing start_methods=fork,spawn,forkserver, using: spawn
|
| 14 |
+
2025-07-08 15:27:12,872 INFO MainThread:706465 [wandb_init.py:init():907] backend started and connected
|
| 15 |
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2025-07-08 15:27:12,873 INFO MainThread:706465 [wandb_init.py:init():1002] updated telemetry
|
| 16 |
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2025-07-08 15:27:12,876 INFO MainThread:706465 [wandb_init.py:init():1026] communicating run to backend with 90.0 second timeout
|
| 17 |
+
2025-07-08 15:27:13,493 INFO MainThread:706465 [wandb_init.py:init():1101] starting run threads in backend
|
| 18 |
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2025-07-08 15:27:13,571 INFO MainThread:706465 [wandb_run.py:_console_start():2566] atexit reg
|
| 19 |
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2025-07-08 15:27:13,571 INFO MainThread:706465 [wandb_run.py:_redirect():2414] redirect: wrap_raw
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| 20 |
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2025-07-08 15:27:13,571 INFO MainThread:706465 [wandb_run.py:_redirect():2483] Wrapping output streams.
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| 21 |
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2025-07-08 15:27:13,571 INFO MainThread:706465 [wandb_run.py:_redirect():2506] Redirects installed.
|
| 22 |
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2025-07-08 15:27:13,572 INFO MainThread:706465 [wandb_init.py:init():1147] run started, returning control to user process
|
| 23 |
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2025-07-08 15:27:15,820 INFO MsgRouterThr:706465 [mailbox.py:close():129] [no run ID] Closing mailbox, abandoning 1 handles.
|
act_so101_test1/wandb/run-20250708_152712-104piws7/files/config.yaml
ADDED
|
@@ -0,0 +1,168 @@
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|
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|
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|
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|
|
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|
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|
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|
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|
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|
|
|
|
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|
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|
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|
|
|
|
|
|
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|
|
|
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|
|
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|
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|
|
|
| 1 |
+
_wandb:
|
| 2 |
+
value:
|
| 3 |
+
cli_version: 0.19.10
|
| 4 |
+
m: []
|
| 5 |
+
python_version: 3.10.13
|
| 6 |
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t:
|
| 7 |
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"1":
|
| 8 |
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- 1
|
| 9 |
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|
| 10 |
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|
| 11 |
+
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|
| 12 |
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- 55
|
| 13 |
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"2":
|
| 14 |
+
- 1
|
| 15 |
+
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|
| 16 |
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|
| 17 |
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- 51
|
| 18 |
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|
| 19 |
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"3":
|
| 20 |
+
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|
| 21 |
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|
| 22 |
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|
| 23 |
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|
| 24 |
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|
| 25 |
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"4": 3.10.13
|
| 26 |
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"5": 0.19.10
|
| 27 |
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"8":
|
| 28 |
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|
| 29 |
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"10":
|
| 30 |
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- 21
|
| 31 |
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"12": 0.19.10
|
| 32 |
+
"13": linux-x86_64
|
| 33 |
+
batch_size:
|
| 34 |
+
value: 8
|
| 35 |
+
dataset:
|
| 36 |
+
value:
|
| 37 |
+
episodes: null
|
| 38 |
+
image_transforms:
|
| 39 |
+
enable: false
|
| 40 |
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max_num_transforms: 3
|
| 41 |
+
random_order: false
|
| 42 |
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tfs:
|
| 43 |
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brightness:
|
| 44 |
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kwargs:
|
| 45 |
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brightness:
|
| 46 |
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- 0.8
|
| 47 |
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- 1.2
|
| 48 |
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type: ColorJitter
|
| 49 |
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weight: 1
|
| 50 |
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contrast:
|
| 51 |
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kwargs:
|
| 52 |
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contrast:
|
| 53 |
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- 0.8
|
| 54 |
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- 1.2
|
| 55 |
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type: ColorJitter
|
| 56 |
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weight: 1
|
| 57 |
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hue:
|
| 58 |
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kwargs:
|
| 59 |
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hue:
|
| 60 |
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- -0.05
|
| 61 |
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- 0.05
|
| 62 |
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type: ColorJitter
|
| 63 |
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weight: 1
|
| 64 |
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saturation:
|
| 65 |
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kwargs:
|
| 66 |
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saturation:
|
| 67 |
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- 0.5
|
| 68 |
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- 1.5
|
| 69 |
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type: ColorJitter
|
| 70 |
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weight: 1
|
| 71 |
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sharpness:
|
| 72 |
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kwargs:
|
| 73 |
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sharpness:
|
| 74 |
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- 0.5
|
| 75 |
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- 1.5
|
| 76 |
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type: SharpnessJitter
|
| 77 |
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weight: 1
|
| 78 |
+
repo_id: saraparoji/mookrobot
|
| 79 |
+
revision: null
|
| 80 |
+
root: null
|
| 81 |
+
use_imagenet_stats: true
|
| 82 |
+
video_backend: torchcodec
|
| 83 |
+
env:
|
| 84 |
+
value: null
|
| 85 |
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eval:
|
| 86 |
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value:
|
| 87 |
+
batch_size: 50
|
| 88 |
+
n_episodes: 50
|
| 89 |
+
use_async_envs: false
|
| 90 |
+
eval_freq:
|
| 91 |
+
value: 20000
|
| 92 |
+
job_name:
|
| 93 |
+
value: redcube
|
| 94 |
+
log_freq:
|
| 95 |
+
value: 200
|
| 96 |
+
num_workers:
|
| 97 |
+
value: 4
|
| 98 |
+
optimizer:
|
| 99 |
+
value:
|
| 100 |
+
betas:
|
| 101 |
+
- 0.9
|
| 102 |
+
- 0.999
|
| 103 |
+
eps: 1e-08
|
| 104 |
+
grad_clip_norm: 10
|
| 105 |
+
lr: 1e-05
|
| 106 |
+
type: adamw
|
| 107 |
+
weight_decay: 0.0001
|
| 108 |
+
output_dir:
|
| 109 |
+
value: outputs/train/act_so101_test1
|
| 110 |
+
policy:
|
| 111 |
+
value:
|
| 112 |
+
chunk_size: 100
|
| 113 |
+
device: cuda
|
| 114 |
+
dim_feedforward: 3200
|
| 115 |
+
dim_model: 512
|
| 116 |
+
dropout: 0.1
|
| 117 |
+
feedforward_activation: relu
|
| 118 |
+
kl_weight: 10
|
| 119 |
+
latent_dim: 32
|
| 120 |
+
license: null
|
| 121 |
+
n_action_steps: 100
|
| 122 |
+
n_decoder_layers: 1
|
| 123 |
+
n_encoder_layers: 4
|
| 124 |
+
n_heads: 8
|
| 125 |
+
n_obs_steps: 1
|
| 126 |
+
n_vae_encoder_layers: 4
|
| 127 |
+
normalization_mapping:
|
| 128 |
+
ACTION: MEAN_STD
|
| 129 |
+
STATE: MEAN_STD
|
| 130 |
+
VISUAL: MEAN_STD
|
| 131 |
+
optimizer_lr: 1e-05
|
| 132 |
+
optimizer_lr_backbone: 1e-05
|
| 133 |
+
optimizer_weight_decay: 0.0001
|
| 134 |
+
pre_norm: false
|
| 135 |
+
pretrained_backbone_weights: ResNet18_Weights.IMAGENET1K_V1
|
| 136 |
+
private: null
|
| 137 |
+
push_to_hub: true
|
| 138 |
+
replace_final_stride_with_dilation: false
|
| 139 |
+
repo_id: saraparoji/trainedpolicy
|
| 140 |
+
tags: null
|
| 141 |
+
temporal_ensemble_coeff: null
|
| 142 |
+
type: act
|
| 143 |
+
use_amp: false
|
| 144 |
+
use_vae: true
|
| 145 |
+
vision_backbone: resnet18
|
| 146 |
+
resume:
|
| 147 |
+
value: false
|
| 148 |
+
save_checkpoint:
|
| 149 |
+
value: true
|
| 150 |
+
save_freq:
|
| 151 |
+
value: 20000
|
| 152 |
+
scheduler:
|
| 153 |
+
value: null
|
| 154 |
+
seed:
|
| 155 |
+
value: 1000
|
| 156 |
+
steps:
|
| 157 |
+
value: 100000
|
| 158 |
+
use_policy_training_preset:
|
| 159 |
+
value: true
|
| 160 |
+
wandb:
|
| 161 |
+
value:
|
| 162 |
+
disable_artifact: false
|
| 163 |
+
enable: true
|
| 164 |
+
entity: null
|
| 165 |
+
mode: null
|
| 166 |
+
notes: null
|
| 167 |
+
project: lerobot
|
| 168 |
+
run_id: null
|
act_so101_test1/wandb/run-20250708_152712-104piws7/files/output.log
ADDED
|
@@ -0,0 +1,78 @@
|
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|
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|
|
|
|
|
|
|
|
| 1 |
+
[1m[34mLogs will be synced with wandb.[0m
|
| 2 |
+
INFO 2025-07-08 15:27:13 db_utils.py:103 Track this run --> [1m[33mhttps://wandb.ai/ayomookk-kuas-/lerobot/runs/104piws7[0m
|
| 3 |
+
INFO 2025-07-08 15:27:13 ts/train.py:127 Creating dataset
|
| 4 |
+
Resolving data files: 100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 50/50 [00:00<00:00, 410401.57it/s]
|
| 5 |
+
INFO 2025-07-08 15:27:14 ts/train.py:138 Creating policy
|
| 6 |
+
INFO 2025-07-08 15:27:15 ts/train.py:144 Creating optimizer and scheduler
|
| 7 |
+
INFO 2025-07-08 15:27:15 ts/train.py:156 [1m[33mOutput dir:[0m outputs/train/act_so101_test1
|
| 8 |
+
INFO 2025-07-08 15:27:15 ts/train.py:159 cfg.steps=100000 (100K)
|
| 9 |
+
INFO 2025-07-08 15:27:15 ts/train.py:160 dataset.num_frames=17724 (18K)
|
| 10 |
+
INFO 2025-07-08 15:27:15 ts/train.py:161 dataset.num_episodes=50
|
| 11 |
+
INFO 2025-07-08 15:27:15 ts/train.py:162 num_learnable_params=51597190 (52M)
|
| 12 |
+
INFO 2025-07-08 15:27:15 ts/train.py:163 num_total_params=51597232 (52M)
|
| 13 |
+
INFO 2025-07-08 15:27:15 ts/train.py:202 Start offline training on a fixed dataset
|
| 14 |
+
Traceback (most recent call last):
|
| 15 |
+
File "/home/cvl/miniconda3/envs/lerobot/lib/python3.10/runpy.py", line 196, in _run_module_as_main
|
| 16 |
+
return _run_code(code, main_globals, None,
|
| 17 |
+
File "/home/cvl/miniconda3/envs/lerobot/lib/python3.10/runpy.py", line 86, in _run_code
|
| 18 |
+
exec(code, run_globals)
|
| 19 |
+
File "/home/cvl/lerobot/lerobot/scripts/train.py", line 291, in <module>
|
| 20 |
+
train()
|
| 21 |
+
File "/home/cvl/lerobot/lerobot/configs/parser.py", line 226, in wrapper_inner
|
| 22 |
+
response = fn(cfg, *args, **kwargs)
|
| 23 |
+
File "/home/cvl/lerobot/lerobot/scripts/train.py", line 205, in train
|
| 24 |
+
batch = next(dl_iter)
|
| 25 |
+
File "/home/cvl/lerobot/lerobot/common/datasets/utils.py", line 641, in cycle
|
| 26 |
+
yield next(iterator)
|
| 27 |
+
File "/home/cvl/miniconda3/envs/lerobot/lib/python3.10/site-packages/torch/utils/data/dataloader.py", line 708, in __next__
|
| 28 |
+
data = self._next_data()
|
| 29 |
+
File "/home/cvl/miniconda3/envs/lerobot/lib/python3.10/site-packages/torch/utils/data/dataloader.py", line 1480, in _next_data
|
| 30 |
+
return self._process_data(data)
|
| 31 |
+
File "/home/cvl/miniconda3/envs/lerobot/lib/python3.10/site-packages/torch/utils/data/dataloader.py", line 1505, in _process_data
|
| 32 |
+
data.reraise()
|
| 33 |
+
File "/home/cvl/miniconda3/envs/lerobot/lib/python3.10/site-packages/torch/_utils.py", line 733, in reraise
|
| 34 |
+
raise exception
|
| 35 |
+
RuntimeError: Caught RuntimeError in DataLoader worker process 0.
|
| 36 |
+
Original Traceback (most recent call last):
|
| 37 |
+
File "/home/cvl/miniconda3/envs/lerobot/lib/python3.10/site-packages/torch/utils/data/_utils/worker.py", line 349, in _worker_loop
|
| 38 |
+
data = fetcher.fetch(index) # type: ignore[possibly-undefined]
|
| 39 |
+
File "/home/cvl/miniconda3/envs/lerobot/lib/python3.10/site-packages/torch/utils/data/_utils/fetch.py", line 52, in fetch
|
| 40 |
+
data = [self.dataset[idx] for idx in possibly_batched_index]
|
| 41 |
+
File "/home/cvl/miniconda3/envs/lerobot/lib/python3.10/site-packages/torch/utils/data/_utils/fetch.py", line 52, in <listcomp>
|
| 42 |
+
data = [self.dataset[idx] for idx in possibly_batched_index]
|
| 43 |
+
File "/home/cvl/lerobot/lerobot/common/datasets/lerobot_dataset.py", line 717, in __getitem__
|
| 44 |
+
video_frames = self._query_videos(query_timestamps, ep_idx)
|
| 45 |
+
File "/home/cvl/lerobot/lerobot/common/datasets/lerobot_dataset.py", line 689, in _query_videos
|
| 46 |
+
frames = decode_video_frames(video_path, query_ts, self.tolerance_s, self.video_backend)
|
| 47 |
+
File "/home/cvl/lerobot/lerobot/common/datasets/video_utils.py", line 65, in decode_video_frames
|
| 48 |
+
return decode_video_frames_torchcodec(video_path, timestamps, tolerance_s)
|
| 49 |
+
File "/home/cvl/lerobot/lerobot/common/datasets/video_utils.py", line 189, in decode_video_frames_torchcodec
|
| 50 |
+
from torchcodec.decoders import VideoDecoder
|
| 51 |
+
File "/home/cvl/miniconda3/envs/lerobot/lib/python3.10/site-packages/torchcodec/__init__.py", line 10, in <module>
|
| 52 |
+
from . import decoders, samplers # noqa
|
| 53 |
+
File "/home/cvl/miniconda3/envs/lerobot/lib/python3.10/site-packages/torchcodec/decoders/__init__.py", line 7, in <module>
|
| 54 |
+
from .._core import AudioStreamMetadata, VideoStreamMetadata
|
| 55 |
+
File "/home/cvl/miniconda3/envs/lerobot/lib/python3.10/site-packages/torchcodec/_core/__init__.py", line 8, in <module>
|
| 56 |
+
from ._metadata import (
|
| 57 |
+
File "/home/cvl/miniconda3/envs/lerobot/lib/python3.10/site-packages/torchcodec/_core/_metadata.py", line 15, in <module>
|
| 58 |
+
from torchcodec._core.ops import (
|
| 59 |
+
File "/home/cvl/miniconda3/envs/lerobot/lib/python3.10/site-packages/torchcodec/_core/ops.py", line 86, in <module>
|
| 60 |
+
load_torchcodec_shared_libraries()
|
| 61 |
+
File "/home/cvl/miniconda3/envs/lerobot/lib/python3.10/site-packages/torchcodec/_core/ops.py", line 71, in load_torchcodec_shared_libraries
|
| 62 |
+
raise RuntimeError(
|
| 63 |
+
RuntimeError: Could not load libtorchcodec. Likely causes:
|
| 64 |
+
1. FFmpeg is not properly installed in your environment. We support
|
| 65 |
+
versions 4, 5, 6 and 7.
|
| 66 |
+
2. The PyTorch version (2.6.0+cu124) is not compatible with
|
| 67 |
+
this version of TorchCodec. Refer to the version compatibility
|
| 68 |
+
table:
|
| 69 |
+
https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
|
| 70 |
+
3. Another runtime dependency; see exceptions below.
|
| 71 |
+
The following exceptions were raised as we tried to load libtorchcodec:
|
| 72 |
+
|
| 73 |
+
[start of libtorchcodec loading traceback]
|
| 74 |
+
FFmpeg version 7: /home/cvl/miniconda3/envs/lerobot/lib/python3.10/site-packages/torchcodec/libtorchcodec_decoder7.so: undefined symbol: _ZN3c106DeviceC1ERKNSt7__cxx1112basic_stringIcSt11char_traitsIcESaIcEEE
|
| 75 |
+
FFmpeg version 6: libavutil.so.58: cannot open shared object file: No such file or directory
|
| 76 |
+
FFmpeg version 5: libavutil.so.57: cannot open shared object file: No such file or directory
|
| 77 |
+
FFmpeg version 4: libavutil.so.56: cannot open shared object file: No such file or directory
|
| 78 |
+
[end of libtorchcodec loading traceback].
|
act_so101_test1/wandb/run-20250708_152712-104piws7/files/requirements.txt
ADDED
|
@@ -0,0 +1,150 @@
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
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|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
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|
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|
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|
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|
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|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
numpy==2.2.4
|
| 2 |
+
dill==0.3.8
|
| 3 |
+
nvidia-nvjitlink-cu12==12.4.127
|
| 4 |
+
gitdb==4.0.12
|
| 5 |
+
zarr==2.18.3
|
| 6 |
+
setuptools==75.8.0
|
| 7 |
+
pytz==2025.2
|
| 8 |
+
antlr4-python3-runtime==4.9.3
|
| 9 |
+
pydantic_core==2.33.1
|
| 10 |
+
cffi==1.17.1
|
| 11 |
+
wandb==0.19.10
|
| 12 |
+
nvidia-cublas-cu12==12.4.5.8
|
| 13 |
+
mypy_extensions==1.1.0
|
| 14 |
+
pfzy==0.3.4
|
| 15 |
+
fasteners==0.19
|
| 16 |
+
aiosignal==1.3.2
|
| 17 |
+
certifi==2025.6.15
|
| 18 |
+
nvidia-curand-cu12==10.3.5.147
|
| 19 |
+
async-timeout==5.0.1
|
| 20 |
+
huggingface-hub==0.30.2
|
| 21 |
+
GitPython==3.1.44
|
| 22 |
+
frozenlist==1.6.0
|
| 23 |
+
nvidia-cufft-cu12==11.2.1.3
|
| 24 |
+
PyYAML==6.0.2
|
| 25 |
+
draccus==0.10.0
|
| 26 |
+
safetensors==0.5.3
|
| 27 |
+
cloudpickle==3.1.1
|
| 28 |
+
typing_extensions==4.13.2
|
| 29 |
+
platformdirs==4.3.7
|
| 30 |
+
evdev==1.9.1
|
| 31 |
+
Farama-Notifications==0.0.4
|
| 32 |
+
nvidia-cuda-nvrtc-cu12==12.4.127
|
| 33 |
+
multidict==6.4.3
|
| 34 |
+
sentry-sdk==2.26.1
|
| 35 |
+
networkx==3.4.2
|
| 36 |
+
docker-pycreds==0.4.0
|
| 37 |
+
cmake==4.0.0
|
| 38 |
+
pandas==2.2.3
|
| 39 |
+
torchvision==0.21.0
|
| 40 |
+
torchcodec==0.3.0
|
| 41 |
+
multiprocess==0.70.16
|
| 42 |
+
protobuf==6.30.2
|
| 43 |
+
pyzmq==26.4.0
|
| 44 |
+
python-xlib==0.33
|
| 45 |
+
urllib3==2.4.0
|
| 46 |
+
opencv-python-headless==4.11.0
|
| 47 |
+
h5py==3.13.0
|
| 48 |
+
triton==3.2.0
|
| 49 |
+
requests==2.32.3
|
| 50 |
+
numba==0.61.2
|
| 51 |
+
annotated-types==0.7.0
|
| 52 |
+
nvidia-cusparselt-cu12==0.6.2
|
| 53 |
+
six==1.17.0
|
| 54 |
+
tqdm==4.67.1
|
| 55 |
+
nvidia-cuda-runtime-cu12==12.4.127
|
| 56 |
+
pyyaml-include==1.4.1
|
| 57 |
+
regex==2024.11.6
|
| 58 |
+
Werkzeug==3.1.3
|
| 59 |
+
blinker==1.9.0
|
| 60 |
+
attrs==25.3.0
|
| 61 |
+
yarl==1.20.0
|
| 62 |
+
mpmath==1.3.0
|
| 63 |
+
typing-inspect==0.9.0
|
| 64 |
+
importlib_metadata==8.6.1
|
| 65 |
+
termcolor==3.0.1
|
| 66 |
+
nvidia-cuda-cupti-cu12==12.4.127
|
| 67 |
+
wcwidth==0.2.13
|
| 68 |
+
itsdangerous==2.2.0
|
| 69 |
+
idna==3.10
|
| 70 |
+
imageio-ffmpeg==0.6.0
|
| 71 |
+
hf_transfer==0.1.9
|
| 72 |
+
smmap==5.0.2
|
| 73 |
+
beautifulsoup4==4.13.4
|
| 74 |
+
einops==0.8.1
|
| 75 |
+
aiohappyeyeballs==2.6.1
|
| 76 |
+
lerobot==0.1.0
|
| 77 |
+
numcodecs==0.13.1
|
| 78 |
+
pynput==1.8.1
|
| 79 |
+
gymnasium==0.29.1
|
| 80 |
+
pip==25.0
|
| 81 |
+
jsonlines==4.0.0
|
| 82 |
+
opencv-python==4.11.0
|
| 83 |
+
torch==2.6.0
|
| 84 |
+
imageio==2.37.0
|
| 85 |
+
numpy==2.2.5
|
| 86 |
+
MarkupSafe==3.0.2
|
| 87 |
+
toml==0.10.2
|
| 88 |
+
Flask==3.1.0
|
| 89 |
+
inquirerpy==0.3.4
|
| 90 |
+
orderly-set==5.4.0
|
| 91 |
+
psutil==7.0.0
|
| 92 |
+
nvidia-cusolver-cu12==11.6.1.9
|
| 93 |
+
typing-inspection==0.4.0
|
| 94 |
+
asciitree==0.3.3
|
| 95 |
+
pyserial==3.5
|
| 96 |
+
pycparser==2.22
|
| 97 |
+
setproctitle==1.3.5
|
| 98 |
+
feetech-servo-sdk==1.0.0
|
| 99 |
+
mergedeep==1.3.4
|
| 100 |
+
tzdata==2025.2
|
| 101 |
+
gdown==5.2.0
|
| 102 |
+
charset-normalizer==3.4.1
|
| 103 |
+
zipp==3.21.0
|
| 104 |
+
propcache==0.3.1
|
| 105 |
+
python-dateutil==2.9.0.post0
|
| 106 |
+
nvidia-cusparse-cu12==12.3.1.170
|
| 107 |
+
filelock==3.18.0
|
| 108 |
+
nvidia-cudnn-cu12==9.1.0.70
|
| 109 |
+
pymunk==6.11.1
|
| 110 |
+
click==8.1.8
|
| 111 |
+
omegaconf==2.3.0
|
| 112 |
+
datasets==3.5.0
|
| 113 |
+
scipy==1.15.3
|
| 114 |
+
pydantic==2.11.3
|
| 115 |
+
pillow==11.2.1
|
| 116 |
+
av==14.3.0
|
| 117 |
+
llvmlite==0.44.0
|
| 118 |
+
pyav==14.2.1
|
| 119 |
+
soupsieve==2.7
|
| 120 |
+
PySocks==1.7.1
|
| 121 |
+
aiohttp==3.11.18
|
| 122 |
+
rerun-sdk==0.22.1
|
| 123 |
+
fsspec==2024.12.0
|
| 124 |
+
wheel==0.45.1
|
| 125 |
+
nvidia-nccl-cu12==2.21.5
|
| 126 |
+
deepdiff==8.4.2
|
| 127 |
+
prompt_toolkit==3.0.51
|
| 128 |
+
sympy==1.13.1
|
| 129 |
+
packaging==25.0
|
| 130 |
+
pyarrow==19.0.1
|
| 131 |
+
xxhash==3.5.0
|
| 132 |
+
nvidia-nvtx-cu12==12.4.127
|
| 133 |
+
Jinja2==3.1.6
|
| 134 |
+
diffusers==0.33.1
|
| 135 |
+
backports.tarfile==1.2.0
|
| 136 |
+
jaraco.text==3.12.1
|
| 137 |
+
jaraco.collections==5.1.0
|
| 138 |
+
packaging==24.2
|
| 139 |
+
importlib_metadata==8.0.0
|
| 140 |
+
typing_extensions==4.12.2
|
| 141 |
+
jaraco.functools==4.0.1
|
| 142 |
+
zipp==3.19.2
|
| 143 |
+
inflect==7.3.1
|
| 144 |
+
more-itertools==10.3.0
|
| 145 |
+
jaraco.context==5.3.0
|
| 146 |
+
platformdirs==4.2.2
|
| 147 |
+
wheel==0.43.0
|
| 148 |
+
tomli==2.0.1
|
| 149 |
+
typeguard==4.3.0
|
| 150 |
+
autocommand==2.2.2
|
act_so101_test1/wandb/run-20250708_152712-104piws7/files/wandb-metadata.json
ADDED
|
@@ -0,0 +1,48 @@
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|
|
|
|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"os": "Linux-6.8.0-59-generic-x86_64-with-glibc2.35",
|
| 3 |
+
"python": "CPython 3.10.13",
|
| 4 |
+
"startedAt": "2025-07-08T06:27:12.872557Z",
|
| 5 |
+
"args": [
|
| 6 |
+
"--dataset.repo_id=saraparoji/mookrobot",
|
| 7 |
+
"--policy.type=act",
|
| 8 |
+
"--output_dir=outputs/train/act_so101_test1",
|
| 9 |
+
"--job_name=redcube",
|
| 10 |
+
"--policy.device=cuda",
|
| 11 |
+
"--wandb.enable=true",
|
| 12 |
+
"--policy.repo_id=saraparoji/trainedpolicy"
|
| 13 |
+
],
|
| 14 |
+
"program": "-m lerobot.scripts.train",
|
| 15 |
+
"git": {
|
| 16 |
+
"remote": "https://github.com/huggingface/lerobot.git",
|
| 17 |
+
"commit": "483be9aac217c2d8ef16982490f22b2ad091ab46"
|
| 18 |
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},
|
| 19 |
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"root": "outputs/train/act_so101_test1",
|
| 20 |
+
"host": "cvl-genesis",
|
| 21 |
+
"executable": "/home/cvl/miniconda3/envs/lerobot/bin/python",
|
| 22 |
+
"cpu_count": 8,
|
| 23 |
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|
| 24 |
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"gpu": "NVIDIA GeForce RTX 3080",
|
| 25 |
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|
| 26 |
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"disk": {
|
| 27 |
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"/": {
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| 28 |
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| 29 |
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"used": "102686560256"
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| 30 |
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}
|
| 31 |
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},
|
| 32 |
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"memory": {
|
| 33 |
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"total": "67344654336"
|
| 34 |
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|
| 35 |
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| 36 |
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|
| 37 |
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"countLogical": 16
|
| 38 |
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|
| 39 |
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"gpu_nvidia": [
|
| 40 |
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{
|
| 41 |
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"name": "NVIDIA GeForce RTX 3080",
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| 42 |
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"memoryTotal": "10737418240",
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| 43 |
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"cudaCores": 8704,
|
| 44 |
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"architecture": "Ampere"
|
| 45 |
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}
|
| 46 |
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],
|
| 47 |
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"cudaVersion": "12.6"
|
| 48 |
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}
|
act_so101_test1/wandb/run-20250708_152712-104piws7/files/wandb-summary.json
ADDED
|
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|
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{"_wandb":{"runtime":2}}
|
act_so101_test1/wandb/run-20250708_152712-104piws7/logs/debug-core.log
ADDED
|
@@ -0,0 +1,13 @@
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
| 1 |
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{"time":"2025-07-08T15:27:12.676477037+09:00","level":"INFO","msg":"Will exit if parent process dies.","ppid":706465}
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| 7 |
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{"time":"2025-07-08T15:27:15.821434207+09:00","level":"INFO","msg":"handleInformTeardown: server teardown initiated","id":"127.0.0.1:50130"}
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| 8 |
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{"time":"2025-07-08T15:27:15.821481987+09:00","level":"INFO","msg":"connection: closing","id":"127.0.0.1:50130"}
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| 9 |
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{"time":"2025-07-08T15:27:15.821512064+09:00","level":"INFO","msg":"server is shutting down"}
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{"time":"2025-07-08T15:27:15.8215575+09:00","level":"INFO","msg":"connection: closed successfully","id":"127.0.0.1:50130"}
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| 11 |
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{"time":"2025-07-08T15:27:16.836162789+09:00","level":"INFO","msg":"handleInformTeardown: server shutdown complete","id":"127.0.0.1:50130"}
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{"time":"2025-07-08T15:27:16.836182035+09:00","level":"INFO","msg":"connection: ManageConnectionData: connection closed","id":"127.0.0.1:50130"}
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| 13 |
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{"time":"2025-07-08T15:27:16.836192395+09:00","level":"INFO","msg":"server is closed"}
|
act_so101_test1/wandb/run-20250708_152712-104piws7/logs/debug-internal.log
ADDED
|
@@ -0,0 +1,15 @@
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{"time":"2025-07-08T15:27:12.873330221+09:00","level":"INFO","msg":"stream: starting","core version":"0.19.10","symlink path":"outputs/train/act_so101_test1/wandb/run-20250708_152712-104piws7/logs/debug-core.log"}
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| 2 |
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{"time":"2025-07-08T15:27:13.186996183+09:00","level":"INFO","msg":"created new stream","id":"104piws7"}
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| 3 |
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{"time":"2025-07-08T15:27:13.187027543+09:00","level":"INFO","msg":"stream: started","id":"104piws7"}
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| 4 |
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{"time":"2025-07-08T15:27:13.187054012+09:00","level":"INFO","msg":"sender: started","stream_id":"104piws7"}
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{"time":"2025-07-08T15:27:13.187064252+09:00","level":"INFO","msg":"writer: Do: started","stream_id":"104piws7"}
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| 6 |
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{"time":"2025-07-08T15:27:13.187089199+09:00","level":"INFO","msg":"handler: started","stream_id":"104piws7"}
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| 7 |
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{"time":"2025-07-08T15:27:13.496095456+09:00","level":"INFO","msg":"Starting system monitor"}
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| 8 |
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{"time":"2025-07-08T15:27:15.821518827+09:00","level":"INFO","msg":"stream: closing","id":"104piws7"}
|
| 9 |
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{"time":"2025-07-08T15:27:15.821542281+09:00","level":"INFO","msg":"Stopping system monitor"}
|
| 10 |
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{"time":"2025-07-08T15:27:15.821570344+09:00","level":"INFO","msg":"Stopped system monitor"}
|
| 11 |
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{"time":"2025-07-08T15:27:16.584295136+09:00","level":"INFO","msg":"fileTransfer: Close: file transfer manager closed"}
|
| 12 |
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{"time":"2025-07-08T15:27:16.836024919+09:00","level":"INFO","msg":"handler: closed","stream_id":"104piws7"}
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| 13 |
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{"time":"2025-07-08T15:27:16.836050647+09:00","level":"INFO","msg":"writer: Close: closed","stream_id":"104piws7"}
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| 14 |
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{"time":"2025-07-08T15:27:16.836061578+09:00","level":"INFO","msg":"sender: closed","stream_id":"104piws7"}
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| 15 |
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{"time":"2025-07-08T15:27:16.836108206+09:00","level":"INFO","msg":"stream: closed","id":"104piws7"}
|
act_so101_test1/wandb/run-20250708_152712-104piws7/logs/debug.log
ADDED
|
@@ -0,0 +1,23 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
2025-07-08 15:27:12,870 INFO MainThread:706465 [wandb_setup.py:_flush():68] Current SDK version is 0.19.10
|
| 2 |
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2025-07-08 15:27:12,870 INFO MainThread:706465 [wandb_setup.py:_flush():68] Configure stats pid to 706465
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| 3 |
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2025-07-08 15:27:12,870 INFO MainThread:706465 [wandb_setup.py:_flush():68] Loading settings from /home/cvl/.config/wandb/settings
|
| 4 |
+
2025-07-08 15:27:12,870 INFO MainThread:706465 [wandb_setup.py:_flush():68] Loading settings from /home/cvl/lerobot/wandb/settings
|
| 5 |
+
2025-07-08 15:27:12,870 INFO MainThread:706465 [wandb_setup.py:_flush():68] Loading settings from environment variables
|
| 6 |
+
2025-07-08 15:27:12,870 INFO MainThread:706465 [wandb_init.py:setup_run_log_directory():724] Logging user logs to outputs/train/act_so101_test1/wandb/run-20250708_152712-104piws7/logs/debug.log
|
| 7 |
+
2025-07-08 15:27:12,870 INFO MainThread:706465 [wandb_init.py:setup_run_log_directory():725] Logging internal logs to outputs/train/act_so101_test1/wandb/run-20250708_152712-104piws7/logs/debug-internal.log
|
| 8 |
+
2025-07-08 15:27:12,870 INFO MainThread:706465 [wandb_init.py:init():852] calling init triggers
|
| 9 |
+
2025-07-08 15:27:12,870 INFO MainThread:706465 [wandb_init.py:init():857] wandb.init called with sweep_config: {}
|
| 10 |
+
config: {'dataset': {'repo_id': 'saraparoji/mookrobot', 'root': None, '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]}}}}, 'revision': None, 'use_imagenet_stats': True, 'video_backend': 'torchcodec'}, 'env': None, 'policy': {'type': 'act', 'n_obs_steps': 1, 'normalization_mapping': {'VISUAL': <NormalizationMode.MEAN_STD: 'MEAN_STD'>, 'STATE': <NormalizationMode.MEAN_STD: 'MEAN_STD'>, 'ACTION': <NormalizationMode.MEAN_STD: 'MEAN_STD'>}, 'input_features': {}, 'output_features': {}, 'device': 'cuda', 'use_amp': False, 'push_to_hub': True, 'repo_id': 'saraparoji/trainedpolicy', 'private': None, 'tags': None, 'license': None, 'chunk_size': 100, 'n_action_steps': 100, '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_so101_test1', 'job_name': 'redcube', 'resume': False, 'seed': 1000, 'num_workers': 4, 'batch_size': 8, 'steps': 100000, 'eval_freq': 20000, 'log_freq': 200, 'save_checkpoint': True, 'save_freq': 20000, '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': 'lerobot', 'entity': None, 'notes': None, 'run_id': None, 'mode': None}, '_wandb': {}}
|
| 11 |
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2025-07-08 15:27:12,870 INFO MainThread:706465 [wandb_init.py:init():893] starting backend
|
| 12 |
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2025-07-08 15:27:12,870 INFO MainThread:706465 [wandb_init.py:init():897] sending inform_init request
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| 13 |
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2025-07-08 15:27:12,872 INFO MainThread:706465 [backend.py:_multiprocessing_setup():101] multiprocessing start_methods=fork,spawn,forkserver, using: spawn
|
| 14 |
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2025-07-08 15:27:12,872 INFO MainThread:706465 [wandb_init.py:init():907] backend started and connected
|
| 15 |
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2025-07-08 15:27:12,873 INFO MainThread:706465 [wandb_init.py:init():1002] updated telemetry
|
| 16 |
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2025-07-08 15:27:12,876 INFO MainThread:706465 [wandb_init.py:init():1026] communicating run to backend with 90.0 second timeout
|
| 17 |
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2025-07-08 15:27:13,493 INFO MainThread:706465 [wandb_init.py:init():1101] starting run threads in backend
|
| 18 |
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2025-07-08 15:27:13,571 INFO MainThread:706465 [wandb_run.py:_console_start():2566] atexit reg
|
| 19 |
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2025-07-08 15:27:13,571 INFO MainThread:706465 [wandb_run.py:_redirect():2414] redirect: wrap_raw
|
| 20 |
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2025-07-08 15:27:13,571 INFO MainThread:706465 [wandb_run.py:_redirect():2483] Wrapping output streams.
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| 21 |
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2025-07-08 15:27:13,571 INFO MainThread:706465 [wandb_run.py:_redirect():2506] Redirects installed.
|
| 22 |
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2025-07-08 15:27:13,572 INFO MainThread:706465 [wandb_init.py:init():1147] run started, returning control to user process
|
| 23 |
+
2025-07-08 15:27:15,820 INFO MsgRouterThr:706465 [mailbox.py:close():129] [no run ID] Closing mailbox, abandoning 1 handles.
|
act_so101_test1/wandb/run-20250708_152712-104piws7/run-104piws7.wandb
ADDED
|
Binary file (12 kB). View file
|
|
|
act_so101_test2/wandb/debug-internal.log
ADDED
|
@@ -0,0 +1,15 @@
|
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|
| 1 |
+
{"time":"2025-07-08T15:30:56.611487307+09:00","level":"INFO","msg":"stream: starting","core version":"0.19.10","symlink path":"outputs/train/act_so101_test2/wandb/run-20250708_153056-2aeyl5mh/logs/debug-core.log"}
|
| 2 |
+
{"time":"2025-07-08T15:30:56.918543907+09:00","level":"INFO","msg":"created new stream","id":"2aeyl5mh"}
|
| 3 |
+
{"time":"2025-07-08T15:30:56.918576098+09:00","level":"INFO","msg":"stream: started","id":"2aeyl5mh"}
|
| 4 |
+
{"time":"2025-07-08T15:30:56.918585816+09:00","level":"INFO","msg":"writer: Do: started","stream_id":"2aeyl5mh"}
|
| 5 |
+
{"time":"2025-07-08T15:30:56.918594102+09:00","level":"INFO","msg":"handler: started","stream_id":"2aeyl5mh"}
|
| 6 |
+
{"time":"2025-07-08T15:30:56.918627795+09:00","level":"INFO","msg":"sender: started","stream_id":"2aeyl5mh"}
|
| 7 |
+
{"time":"2025-07-08T15:30:57.26696495+09:00","level":"INFO","msg":"Starting system monitor"}
|
| 8 |
+
{"time":"2025-07-08T15:30:59.645557607+09:00","level":"INFO","msg":"stream: closing","id":"2aeyl5mh"}
|
| 9 |
+
{"time":"2025-07-08T15:30:59.64557999+09:00","level":"INFO","msg":"Stopping system monitor"}
|
| 10 |
+
{"time":"2025-07-08T15:30:59.645605007+09:00","level":"INFO","msg":"Stopped system monitor"}
|
| 11 |
+
{"time":"2025-07-08T15:31:00.384277256+09:00","level":"INFO","msg":"fileTransfer: Close: file transfer manager closed"}
|
| 12 |
+
{"time":"2025-07-08T15:31:00.64925704+09:00","level":"INFO","msg":"handler: closed","stream_id":"2aeyl5mh"}
|
| 13 |
+
{"time":"2025-07-08T15:31:00.649281877+09:00","level":"INFO","msg":"writer: Close: closed","stream_id":"2aeyl5mh"}
|
| 14 |
+
{"time":"2025-07-08T15:31:00.649293348+09:00","level":"INFO","msg":"sender: closed","stream_id":"2aeyl5mh"}
|
| 15 |
+
{"time":"2025-07-08T15:31:00.649338834+09:00","level":"INFO","msg":"stream: closed","id":"2aeyl5mh"}
|
act_so101_test2/wandb/debug.log
ADDED
|
@@ -0,0 +1,23 @@
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| 1 |
+
2025-07-08 15:30:56,608 INFO MainThread:706934 [wandb_setup.py:_flush():68] Current SDK version is 0.19.10
|
| 2 |
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2025-07-08 15:30:56,608 INFO MainThread:706934 [wandb_setup.py:_flush():68] Configure stats pid to 706934
|
| 3 |
+
2025-07-08 15:30:56,608 INFO MainThread:706934 [wandb_setup.py:_flush():68] Loading settings from /home/cvl/.config/wandb/settings
|
| 4 |
+
2025-07-08 15:30:56,608 INFO MainThread:706934 [wandb_setup.py:_flush():68] Loading settings from /home/cvl/lerobot/wandb/settings
|
| 5 |
+
2025-07-08 15:30:56,608 INFO MainThread:706934 [wandb_setup.py:_flush():68] Loading settings from environment variables
|
| 6 |
+
2025-07-08 15:30:56,608 INFO MainThread:706934 [wandb_init.py:setup_run_log_directory():724] Logging user logs to outputs/train/act_so101_test2/wandb/run-20250708_153056-2aeyl5mh/logs/debug.log
|
| 7 |
+
2025-07-08 15:30:56,608 INFO MainThread:706934 [wandb_init.py:setup_run_log_directory():725] Logging internal logs to outputs/train/act_so101_test2/wandb/run-20250708_153056-2aeyl5mh/logs/debug-internal.log
|
| 8 |
+
2025-07-08 15:30:56,608 INFO MainThread:706934 [wandb_init.py:init():852] calling init triggers
|
| 9 |
+
2025-07-08 15:30:56,608 INFO MainThread:706934 [wandb_init.py:init():857] wandb.init called with sweep_config: {}
|
| 10 |
+
config: {'dataset': {'repo_id': 'saraparoji/mookrobot', 'root': None, '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]}}}}, 'revision': None, 'use_imagenet_stats': True, 'video_backend': 'torchcodec'}, 'env': None, 'policy': {'type': 'act', 'n_obs_steps': 1, 'normalization_mapping': {'VISUAL': <NormalizationMode.MEAN_STD: 'MEAN_STD'>, 'STATE': <NormalizationMode.MEAN_STD: 'MEAN_STD'>, 'ACTION': <NormalizationMode.MEAN_STD: 'MEAN_STD'>}, 'input_features': {}, 'output_features': {}, 'device': 'cuda', 'use_amp': False, 'push_to_hub': True, 'repo_id': 'saraparoji/trainedpolicy', 'private': None, 'tags': None, 'license': None, 'chunk_size': 100, 'n_action_steps': 100, '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_so101_test2', 'job_name': 'redcube', 'resume': False, 'seed': 1000, 'num_workers': 4, 'batch_size': 8, 'steps': 100000, 'eval_freq': 20000, 'log_freq': 200, 'save_checkpoint': True, 'save_freq': 20000, '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': 'lerobot', 'entity': None, 'notes': None, 'run_id': None, 'mode': None}, '_wandb': {}}
|
| 11 |
+
2025-07-08 15:30:56,608 INFO MainThread:706934 [wandb_init.py:init():893] starting backend
|
| 12 |
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2025-07-08 15:30:56,608 INFO MainThread:706934 [wandb_init.py:init():897] sending inform_init request
|
| 13 |
+
2025-07-08 15:30:56,610 INFO MainThread:706934 [backend.py:_multiprocessing_setup():101] multiprocessing start_methods=fork,spawn,forkserver, using: spawn
|
| 14 |
+
2025-07-08 15:30:56,610 INFO MainThread:706934 [wandb_init.py:init():907] backend started and connected
|
| 15 |
+
2025-07-08 15:30:56,611 INFO MainThread:706934 [wandb_init.py:init():1002] updated telemetry
|
| 16 |
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2025-07-08 15:30:56,614 INFO MainThread:706934 [wandb_init.py:init():1026] communicating run to backend with 90.0 second timeout
|
| 17 |
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2025-07-08 15:30:57,265 INFO MainThread:706934 [wandb_init.py:init():1101] starting run threads in backend
|
| 18 |
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2025-07-08 15:30:57,335 INFO MainThread:706934 [wandb_run.py:_console_start():2566] atexit reg
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| 19 |
+
2025-07-08 15:30:57,335 INFO MainThread:706934 [wandb_run.py:_redirect():2414] redirect: wrap_raw
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| 20 |
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2025-07-08 15:30:57,335 INFO MainThread:706934 [wandb_run.py:_redirect():2483] Wrapping output streams.
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| 21 |
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2025-07-08 15:30:57,335 INFO MainThread:706934 [wandb_run.py:_redirect():2506] Redirects installed.
|
| 22 |
+
2025-07-08 15:30:57,336 INFO MainThread:706934 [wandb_init.py:init():1147] run started, returning control to user process
|
| 23 |
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2025-07-08 15:30:59,644 INFO MsgRouterThr:706934 [mailbox.py:close():129] [no run ID] Closing mailbox, abandoning 1 handles.
|
act_so101_test2/wandb/run-20250708_153056-2aeyl5mh/files/config.yaml
ADDED
|
@@ -0,0 +1,168 @@
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|
|
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|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
_wandb:
|
| 2 |
+
value:
|
| 3 |
+
cli_version: 0.19.10
|
| 4 |
+
m: []
|
| 5 |
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python_version: 3.10.13
|
| 6 |
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t:
|
| 7 |
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"1":
|
| 8 |
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- 1
|
| 9 |
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|
| 10 |
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|
| 11 |
+
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|
| 12 |
+
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|
| 13 |
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"2":
|
| 14 |
+
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|
| 15 |
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|
| 16 |
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|
| 17 |
+
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|
| 18 |
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|
| 19 |
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"3":
|
| 20 |
+
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|
| 21 |
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|
| 22 |
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|
| 23 |
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|
| 24 |
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|
| 25 |
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"4": 3.10.13
|
| 26 |
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"5": 0.19.10
|
| 27 |
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"8":
|
| 28 |
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|
| 29 |
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"10":
|
| 30 |
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- 21
|
| 31 |
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"12": 0.19.10
|
| 32 |
+
"13": linux-x86_64
|
| 33 |
+
batch_size:
|
| 34 |
+
value: 8
|
| 35 |
+
dataset:
|
| 36 |
+
value:
|
| 37 |
+
episodes: null
|
| 38 |
+
image_transforms:
|
| 39 |
+
enable: false
|
| 40 |
+
max_num_transforms: 3
|
| 41 |
+
random_order: false
|
| 42 |
+
tfs:
|
| 43 |
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brightness:
|
| 44 |
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kwargs:
|
| 45 |
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brightness:
|
| 46 |
+
- 0.8
|
| 47 |
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- 1.2
|
| 48 |
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type: ColorJitter
|
| 49 |
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weight: 1
|
| 50 |
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contrast:
|
| 51 |
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kwargs:
|
| 52 |
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contrast:
|
| 53 |
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- 0.8
|
| 54 |
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- 1.2
|
| 55 |
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type: ColorJitter
|
| 56 |
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weight: 1
|
| 57 |
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hue:
|
| 58 |
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kwargs:
|
| 59 |
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hue:
|
| 60 |
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- -0.05
|
| 61 |
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- 0.05
|
| 62 |
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type: ColorJitter
|
| 63 |
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weight: 1
|
| 64 |
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saturation:
|
| 65 |
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kwargs:
|
| 66 |
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saturation:
|
| 67 |
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- 0.5
|
| 68 |
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- 1.5
|
| 69 |
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type: ColorJitter
|
| 70 |
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weight: 1
|
| 71 |
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sharpness:
|
| 72 |
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kwargs:
|
| 73 |
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sharpness:
|
| 74 |
+
- 0.5
|
| 75 |
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- 1.5
|
| 76 |
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type: SharpnessJitter
|
| 77 |
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weight: 1
|
| 78 |
+
repo_id: saraparoji/mookrobot
|
| 79 |
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revision: null
|
| 80 |
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root: null
|
| 81 |
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use_imagenet_stats: true
|
| 82 |
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video_backend: torchcodec
|
| 83 |
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env:
|
| 84 |
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value: null
|
| 85 |
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eval:
|
| 86 |
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value:
|
| 87 |
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batch_size: 50
|
| 88 |
+
n_episodes: 50
|
| 89 |
+
use_async_envs: false
|
| 90 |
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eval_freq:
|
| 91 |
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value: 20000
|
| 92 |
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job_name:
|
| 93 |
+
value: redcube
|
| 94 |
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log_freq:
|
| 95 |
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value: 200
|
| 96 |
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num_workers:
|
| 97 |
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value: 4
|
| 98 |
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optimizer:
|
| 99 |
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value:
|
| 100 |
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betas:
|
| 101 |
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- 0.9
|
| 102 |
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- 0.999
|
| 103 |
+
eps: 1e-08
|
| 104 |
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grad_clip_norm: 10
|
| 105 |
+
lr: 1e-05
|
| 106 |
+
type: adamw
|
| 107 |
+
weight_decay: 0.0001
|
| 108 |
+
output_dir:
|
| 109 |
+
value: outputs/train/act_so101_test2
|
| 110 |
+
policy:
|
| 111 |
+
value:
|
| 112 |
+
chunk_size: 100
|
| 113 |
+
device: cuda
|
| 114 |
+
dim_feedforward: 3200
|
| 115 |
+
dim_model: 512
|
| 116 |
+
dropout: 0.1
|
| 117 |
+
feedforward_activation: relu
|
| 118 |
+
kl_weight: 10
|
| 119 |
+
latent_dim: 32
|
| 120 |
+
license: null
|
| 121 |
+
n_action_steps: 100
|
| 122 |
+
n_decoder_layers: 1
|
| 123 |
+
n_encoder_layers: 4
|
| 124 |
+
n_heads: 8
|
| 125 |
+
n_obs_steps: 1
|
| 126 |
+
n_vae_encoder_layers: 4
|
| 127 |
+
normalization_mapping:
|
| 128 |
+
ACTION: MEAN_STD
|
| 129 |
+
STATE: MEAN_STD
|
| 130 |
+
VISUAL: MEAN_STD
|
| 131 |
+
optimizer_lr: 1e-05
|
| 132 |
+
optimizer_lr_backbone: 1e-05
|
| 133 |
+
optimizer_weight_decay: 0.0001
|
| 134 |
+
pre_norm: false
|
| 135 |
+
pretrained_backbone_weights: ResNet18_Weights.IMAGENET1K_V1
|
| 136 |
+
private: null
|
| 137 |
+
push_to_hub: true
|
| 138 |
+
replace_final_stride_with_dilation: false
|
| 139 |
+
repo_id: saraparoji/trainedpolicy
|
| 140 |
+
tags: null
|
| 141 |
+
temporal_ensemble_coeff: null
|
| 142 |
+
type: act
|
| 143 |
+
use_amp: false
|
| 144 |
+
use_vae: true
|
| 145 |
+
vision_backbone: resnet18
|
| 146 |
+
resume:
|
| 147 |
+
value: false
|
| 148 |
+
save_checkpoint:
|
| 149 |
+
value: true
|
| 150 |
+
save_freq:
|
| 151 |
+
value: 20000
|
| 152 |
+
scheduler:
|
| 153 |
+
value: null
|
| 154 |
+
seed:
|
| 155 |
+
value: 1000
|
| 156 |
+
steps:
|
| 157 |
+
value: 100000
|
| 158 |
+
use_policy_training_preset:
|
| 159 |
+
value: true
|
| 160 |
+
wandb:
|
| 161 |
+
value:
|
| 162 |
+
disable_artifact: false
|
| 163 |
+
enable: true
|
| 164 |
+
entity: null
|
| 165 |
+
mode: null
|
| 166 |
+
notes: null
|
| 167 |
+
project: lerobot
|
| 168 |
+
run_id: null
|
act_so101_test2/wandb/run-20250708_153056-2aeyl5mh/files/output.log
ADDED
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@@ -0,0 +1,61 @@
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| 1 |
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[1m[34mLogs will be synced with wandb.[0m
|
| 2 |
+
INFO 2025-07-08 15:30:57 db_utils.py:103 Track this run --> [1m[33mhttps://wandb.ai/ayomookk-kuas-/lerobot/runs/2aeyl5mh[0m
|
| 3 |
+
INFO 2025-07-08 15:30:57 ts/train.py:127 Creating dataset
|
| 4 |
+
Resolving data files: 100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 50/50 [00:00<00:00, 377185.61it/s]
|
| 5 |
+
INFO 2025-07-08 15:30:58 ts/train.py:138 Creating policy
|
| 6 |
+
INFO 2025-07-08 15:30:58 ts/train.py:144 Creating optimizer and scheduler
|
| 7 |
+
INFO 2025-07-08 15:30:58 ts/train.py:156 [1m[33mOutput dir:[0m outputs/train/act_so101_test2
|
| 8 |
+
INFO 2025-07-08 15:30:58 ts/train.py:159 cfg.steps=100000 (100K)
|
| 9 |
+
INFO 2025-07-08 15:30:58 ts/train.py:160 dataset.num_frames=17724 (18K)
|
| 10 |
+
INFO 2025-07-08 15:30:58 ts/train.py:161 dataset.num_episodes=50
|
| 11 |
+
INFO 2025-07-08 15:30:58 ts/train.py:162 num_learnable_params=51597190 (52M)
|
| 12 |
+
INFO 2025-07-08 15:30:58 ts/train.py:163 num_total_params=51597232 (52M)
|
| 13 |
+
INFO 2025-07-08 15:30:58 ts/train.py:202 Start offline training on a fixed dataset
|
| 14 |
+
Traceback (most recent call last):
|
| 15 |
+
File "/home/cvl/miniconda3/envs/lerobot/lib/python3.10/runpy.py", line 196, in _run_module_as_main
|
| 16 |
+
return _run_code(code, main_globals, None,
|
| 17 |
+
File "/home/cvl/miniconda3/envs/lerobot/lib/python3.10/runpy.py", line 86, in _run_code
|
| 18 |
+
exec(code, run_globals)
|
| 19 |
+
File "/home/cvl/lerobot/lerobot/scripts/train.py", line 291, in <module>
|
| 20 |
+
train()
|
| 21 |
+
File "/home/cvl/lerobot/lerobot/configs/parser.py", line 226, in wrapper_inner
|
| 22 |
+
response = fn(cfg, *args, **kwargs)
|
| 23 |
+
File "/home/cvl/lerobot/lerobot/scripts/train.py", line 205, in train
|
| 24 |
+
batch = next(dl_iter)
|
| 25 |
+
File "/home/cvl/lerobot/lerobot/common/datasets/utils.py", line 641, in cycle
|
| 26 |
+
yield next(iterator)
|
| 27 |
+
File "/home/cvl/miniconda3/envs/lerobot/lib/python3.10/site-packages/torch/utils/data/dataloader.py", line 631, in __next__
|
| 28 |
+
data = self._next_data()
|
| 29 |
+
File "/home/cvl/miniconda3/envs/lerobot/lib/python3.10/site-packages/torch/utils/data/dataloader.py", line 1346, in _next_data
|
| 30 |
+
return self._process_data(data)
|
| 31 |
+
File "/home/cvl/miniconda3/envs/lerobot/lib/python3.10/site-packages/torch/utils/data/dataloader.py", line 1372, in _process_data
|
| 32 |
+
data.reraise()
|
| 33 |
+
File "/home/cvl/miniconda3/envs/lerobot/lib/python3.10/site-packages/torch/_utils.py", line 705, in reraise
|
| 34 |
+
raise exception
|
| 35 |
+
ImportError: Caught ImportError in DataLoader worker process 0.
|
| 36 |
+
Original Traceback (most recent call last):
|
| 37 |
+
File "/home/cvl/miniconda3/envs/lerobot/lib/python3.10/site-packages/torch/utils/data/_utils/worker.py", line 308, in _worker_loop
|
| 38 |
+
data = fetcher.fetch(index) # type: ignore[possibly-undefined]
|
| 39 |
+
File "/home/cvl/miniconda3/envs/lerobot/lib/python3.10/site-packages/torch/utils/data/_utils/fetch.py", line 51, in fetch
|
| 40 |
+
data = [self.dataset[idx] for idx in possibly_batched_index]
|
| 41 |
+
File "/home/cvl/miniconda3/envs/lerobot/lib/python3.10/site-packages/torch/utils/data/_utils/fetch.py", line 51, in <listcomp>
|
| 42 |
+
data = [self.dataset[idx] for idx in possibly_batched_index]
|
| 43 |
+
File "/home/cvl/lerobot/lerobot/common/datasets/lerobot_dataset.py", line 717, in __getitem__
|
| 44 |
+
video_frames = self._query_videos(query_timestamps, ep_idx)
|
| 45 |
+
File "/home/cvl/lerobot/lerobot/common/datasets/lerobot_dataset.py", line 689, in _query_videos
|
| 46 |
+
frames = decode_video_frames(video_path, query_ts, self.tolerance_s, self.video_backend)
|
| 47 |
+
File "/home/cvl/lerobot/lerobot/common/datasets/video_utils.py", line 65, in decode_video_frames
|
| 48 |
+
return decode_video_frames_torchcodec(video_path, timestamps, tolerance_s)
|
| 49 |
+
File "/home/cvl/lerobot/lerobot/common/datasets/video_utils.py", line 189, in decode_video_frames_torchcodec
|
| 50 |
+
from torchcodec.decoders import VideoDecoder
|
| 51 |
+
File "/home/cvl/miniconda3/envs/lerobot/lib/python3.10/site-packages/torchcodec/__init__.py", line 10, in <module>
|
| 52 |
+
from . import decoders, samplers # noqa
|
| 53 |
+
File "/home/cvl/miniconda3/envs/lerobot/lib/python3.10/site-packages/torchcodec/decoders/__init__.py", line 7, in <module>
|
| 54 |
+
from .._core import AudioStreamMetadata, VideoStreamMetadata
|
| 55 |
+
File "/home/cvl/miniconda3/envs/lerobot/lib/python3.10/site-packages/torchcodec/_core/__init__.py", line 8, in <module>
|
| 56 |
+
from ._metadata import (
|
| 57 |
+
File "/home/cvl/miniconda3/envs/lerobot/lib/python3.10/site-packages/torchcodec/_core/_metadata.py", line 15, in <module>
|
| 58 |
+
from torchcodec._core.ops import (
|
| 59 |
+
File "/home/cvl/miniconda3/envs/lerobot/lib/python3.10/site-packages/torchcodec/_core/ops.py", line 14, in <module>
|
| 60 |
+
from torch.library import get_ctx, register_fake
|
| 61 |
+
ImportError: cannot import name 'register_fake' from 'torch.library' (/home/cvl/miniconda3/envs/lerobot/lib/python3.10/site-packages/torch/library.py)
|
act_so101_test2/wandb/run-20250708_153056-2aeyl5mh/files/requirements.txt
ADDED
|
@@ -0,0 +1,135 @@
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|
| 1 |
+
numpy==2.2.4
|
| 2 |
+
dill==0.3.8
|
| 3 |
+
nvidia-nvjitlink-cu12==12.4.127
|
| 4 |
+
gitdb==4.0.12
|
| 5 |
+
zarr==2.18.3
|
| 6 |
+
setuptools==75.8.0
|
| 7 |
+
pytz==2025.2
|
| 8 |
+
nvidia-nccl-cu12==2.20.5
|
| 9 |
+
antlr4-python3-runtime==4.9.3
|
| 10 |
+
pydantic_core==2.33.1
|
| 11 |
+
cffi==1.17.1
|
| 12 |
+
wandb==0.19.10
|
| 13 |
+
nvidia-cudnn-cu12==8.9.2.26
|
| 14 |
+
mypy_extensions==1.1.0
|
| 15 |
+
pfzy==0.3.4
|
| 16 |
+
fasteners==0.19
|
| 17 |
+
aiosignal==1.3.2
|
| 18 |
+
certifi==2025.6.15
|
| 19 |
+
nvidia-cuda-nvrtc-cu12==12.1.105
|
| 20 |
+
async-timeout==5.0.1
|
| 21 |
+
huggingface-hub==0.30.2
|
| 22 |
+
GitPython==3.1.44
|
| 23 |
+
frozenlist==1.6.0
|
| 24 |
+
torchaudio==2.3.0+cu121
|
| 25 |
+
PyYAML==6.0.2
|
| 26 |
+
draccus==0.10.0
|
| 27 |
+
safetensors==0.5.3
|
| 28 |
+
cloudpickle==3.1.1
|
| 29 |
+
typing_extensions==4.13.2
|
| 30 |
+
platformdirs==4.3.7
|
| 31 |
+
evdev==1.9.1
|
| 32 |
+
Farama-Notifications==0.0.4
|
| 33 |
+
multidict==6.4.3
|
| 34 |
+
nvidia-cusparse-cu12==12.1.0.106
|
| 35 |
+
sentry-sdk==2.26.1
|
| 36 |
+
networkx==3.4.2
|
| 37 |
+
docker-pycreds==0.4.0
|
| 38 |
+
cmake==4.0.0
|
| 39 |
+
pandas==2.2.3
|
| 40 |
+
torchcodec==0.3.0
|
| 41 |
+
multiprocess==0.70.16
|
| 42 |
+
protobuf==6.30.2
|
| 43 |
+
pyzmq==26.4.0
|
| 44 |
+
python-xlib==0.33
|
| 45 |
+
urllib3==2.4.0
|
| 46 |
+
opencv-python-headless==4.11.0
|
| 47 |
+
h5py==3.13.0
|
| 48 |
+
requests==2.32.3
|
| 49 |
+
numba==0.61.2
|
| 50 |
+
annotated-types==0.7.0
|
| 51 |
+
nvidia-cusparselt-cu12==0.6.2
|
| 52 |
+
six==1.17.0
|
| 53 |
+
tqdm==4.67.1
|
| 54 |
+
nvidia-cuda-runtime-cu12==12.1.105
|
| 55 |
+
pyyaml-include==1.4.1
|
| 56 |
+
regex==2024.11.6
|
| 57 |
+
Werkzeug==3.1.3
|
| 58 |
+
blinker==1.9.0
|
| 59 |
+
attrs==25.3.0
|
| 60 |
+
yarl==1.20.0
|
| 61 |
+
mpmath==1.3.0
|
| 62 |
+
typing-inspect==0.9.0
|
| 63 |
+
nvidia-cuda-cupti-cu12==12.1.105
|
| 64 |
+
importlib_metadata==8.6.1
|
| 65 |
+
termcolor==3.0.1
|
| 66 |
+
wcwidth==0.2.13
|
| 67 |
+
itsdangerous==2.2.0
|
| 68 |
+
idna==3.10
|
| 69 |
+
imageio-ffmpeg==0.6.0
|
| 70 |
+
hf_transfer==0.1.9
|
| 71 |
+
smmap==5.0.2
|
| 72 |
+
beautifulsoup4==4.13.4
|
| 73 |
+
nvidia-cublas-cu12==12.1.3.1
|
| 74 |
+
nvidia-nvtx-cu12==12.1.105
|
| 75 |
+
einops==0.8.1
|
| 76 |
+
aiohappyeyeballs==2.6.1
|
| 77 |
+
lerobot==0.1.0
|
| 78 |
+
numcodecs==0.13.1
|
| 79 |
+
pynput==1.8.1
|
| 80 |
+
nvidia-cusolver-cu12==11.4.5.107
|
| 81 |
+
gymnasium==0.29.1
|
| 82 |
+
pip==25.0
|
| 83 |
+
jsonlines==4.0.0
|
| 84 |
+
opencv-python==4.11.0
|
| 85 |
+
imageio==2.37.0
|
| 86 |
+
numpy==2.2.5
|
| 87 |
+
MarkupSafe==3.0.2
|
| 88 |
+
toml==0.10.2
|
| 89 |
+
Flask==3.1.0
|
| 90 |
+
inquirerpy==0.3.4
|
| 91 |
+
orderly-set==5.4.0
|
| 92 |
+
triton==2.3.0
|
| 93 |
+
psutil==7.0.0
|
| 94 |
+
nvidia-cufft-cu12==11.0.2.54
|
| 95 |
+
typing-inspection==0.4.0
|
| 96 |
+
asciitree==0.3.3
|
| 97 |
+
pyserial==3.5
|
| 98 |
+
torch==2.3.0+cu121
|
| 99 |
+
pycparser==2.22
|
| 100 |
+
torchvision==0.18.0+cu121
|
| 101 |
+
setproctitle==1.3.5
|
| 102 |
+
feetech-servo-sdk==1.0.0
|
| 103 |
+
mergedeep==1.3.4
|
| 104 |
+
tzdata==2025.2
|
| 105 |
+
gdown==5.2.0
|
| 106 |
+
charset-normalizer==3.4.1
|
| 107 |
+
nvidia-curand-cu12==10.3.2.106
|
| 108 |
+
zipp==3.21.0
|
| 109 |
+
propcache==0.3.1
|
| 110 |
+
python-dateutil==2.9.0.post0
|
| 111 |
+
filelock==3.18.0
|
| 112 |
+
pymunk==6.11.1
|
| 113 |
+
click==8.1.8
|
| 114 |
+
omegaconf==2.3.0
|
| 115 |
+
datasets==3.5.0
|
| 116 |
+
scipy==1.15.3
|
| 117 |
+
pydantic==2.11.3
|
| 118 |
+
pillow==11.2.1
|
| 119 |
+
av==14.3.0
|
| 120 |
+
llvmlite==0.44.0
|
| 121 |
+
pyav==14.2.1
|
| 122 |
+
soupsieve==2.7
|
| 123 |
+
PySocks==1.7.1
|
| 124 |
+
aiohttp==3.11.18
|
| 125 |
+
rerun-sdk==0.22.1
|
| 126 |
+
fsspec==2024.12.0
|
| 127 |
+
wheel==0.45.1
|
| 128 |
+
deepdiff==8.4.2
|
| 129 |
+
prompt_toolkit==3.0.51
|
| 130 |
+
sympy==1.13.1
|
| 131 |
+
packaging==25.0
|
| 132 |
+
pyarrow==19.0.1
|
| 133 |
+
xxhash==3.5.0
|
| 134 |
+
Jinja2==3.1.6
|
| 135 |
+
diffusers==0.33.1
|
act_so101_test2/wandb/run-20250708_153056-2aeyl5mh/files/wandb-metadata.json
ADDED
|
@@ -0,0 +1,48 @@
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|
| 1 |
+
{
|
| 2 |
+
"os": "Linux-6.8.0-59-generic-x86_64-with-glibc2.35",
|
| 3 |
+
"python": "CPython 3.10.13",
|
| 4 |
+
"startedAt": "2025-07-08T06:30:56.610709Z",
|
| 5 |
+
"args": [
|
| 6 |
+
"--dataset.repo_id=saraparoji/mookrobot",
|
| 7 |
+
"--policy.type=act",
|
| 8 |
+
"--output_dir=outputs/train/act_so101_test2",
|
| 9 |
+
"--job_name=redcube",
|
| 10 |
+
"--policy.device=cuda",
|
| 11 |
+
"--wandb.enable=true",
|
| 12 |
+
"--policy.repo_id=saraparoji/trainedpolicy"
|
| 13 |
+
],
|
| 14 |
+
"program": "-m lerobot.scripts.train",
|
| 15 |
+
"git": {
|
| 16 |
+
"remote": "https://github.com/huggingface/lerobot.git",
|
| 17 |
+
"commit": "483be9aac217c2d8ef16982490f22b2ad091ab46"
|
| 18 |
+
},
|
| 19 |
+
"root": "outputs/train/act_so101_test2",
|
| 20 |
+
"host": "cvl-genesis",
|
| 21 |
+
"executable": "/home/cvl/miniconda3/envs/lerobot/bin/python",
|
| 22 |
+
"cpu_count": 8,
|
| 23 |
+
"cpu_count_logical": 16,
|
| 24 |
+
"gpu": "NVIDIA GeForce RTX 3080",
|
| 25 |
+
"gpu_count": 1,
|
| 26 |
+
"disk": {
|
| 27 |
+
"/": {
|
| 28 |
+
"total": "982820896768",
|
| 29 |
+
"used": "105412861952"
|
| 30 |
+
}
|
| 31 |
+
},
|
| 32 |
+
"memory": {
|
| 33 |
+
"total": "67344654336"
|
| 34 |
+
},
|
| 35 |
+
"cpu": {
|
| 36 |
+
"count": 8,
|
| 37 |
+
"countLogical": 16
|
| 38 |
+
},
|
| 39 |
+
"gpu_nvidia": [
|
| 40 |
+
{
|
| 41 |
+
"name": "NVIDIA GeForce RTX 3080",
|
| 42 |
+
"memoryTotal": "10737418240",
|
| 43 |
+
"cudaCores": 8704,
|
| 44 |
+
"architecture": "Ampere"
|
| 45 |
+
}
|
| 46 |
+
],
|
| 47 |
+
"cudaVersion": "12.6"
|
| 48 |
+
}
|
act_so101_test2/wandb/run-20250708_153056-2aeyl5mh/files/wandb-summary.json
ADDED
|
@@ -0,0 +1 @@
|
|
|
|
|
|
|
| 1 |
+
{"_wandb":{"runtime":3}}
|
act_so101_test2/wandb/run-20250708_153056-2aeyl5mh/logs/debug-core.log
ADDED
|
@@ -0,0 +1,13 @@
|
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| 1 |
+
{"time":"2025-07-08T15:30:56.41438365+09:00","level":"INFO","msg":"main: starting server","port-filename":"/tmp/tmprm2bg1hy/port-706934.txt","pid":706934,"log-level":0,"disable-analytics":false,"shutdown-on-parent-exit":false}
|
| 2 |
+
{"time":"2025-07-08T15:30:56.416777456+09:00","level":"INFO","msg":"Will exit if parent process dies.","ppid":706934}
|
| 3 |
+
{"time":"2025-07-08T15:30:56.416781855+09:00","level":"INFO","msg":"server is running","addr":{"IP":"127.0.0.1","Port":45097,"Zone":""}}
|
| 4 |
+
{"time":"2025-07-08T15:30:56.60710583+09:00","level":"INFO","msg":"connection: ManageConnectionData: new connection created","id":"127.0.0.1:50842"}
|
| 5 |
+
{"time":"2025-07-08T15:30:56.611434667+09:00","level":"INFO","msg":"handleInformInit: received","streamId":"2aeyl5mh","id":"127.0.0.1:50842"}
|
| 6 |
+
{"time":"2025-07-08T15:30:56.918582851+09:00","level":"INFO","msg":"handleInformInit: stream started","streamId":"2aeyl5mh","id":"127.0.0.1:50842"}
|
| 7 |
+
{"time":"2025-07-08T15:30:59.645484279+09:00","level":"INFO","msg":"handleInformTeardown: server teardown initiated","id":"127.0.0.1:50842"}
|
| 8 |
+
{"time":"2025-07-08T15:30:59.64554308+09:00","level":"INFO","msg":"connection: closing","id":"127.0.0.1:50842"}
|
| 9 |
+
{"time":"2025-07-08T15:30:59.645556475+09:00","level":"INFO","msg":"server is shutting down"}
|
| 10 |
+
{"time":"2025-07-08T15:30:59.645618362+09:00","level":"INFO","msg":"connection: closed successfully","id":"127.0.0.1:50842"}
|
| 11 |
+
{"time":"2025-07-08T15:31:00.64938443+09:00","level":"INFO","msg":"handleInformTeardown: server shutdown complete","id":"127.0.0.1:50842"}
|
| 12 |
+
{"time":"2025-07-08T15:31:00.649398036+09:00","level":"INFO","msg":"connection: ManageConnectionData: connection closed","id":"127.0.0.1:50842"}
|
| 13 |
+
{"time":"2025-07-08T15:31:00.649406762+09:00","level":"INFO","msg":"server is closed"}
|
act_so101_test2/wandb/run-20250708_153056-2aeyl5mh/logs/debug-internal.log
ADDED
|
@@ -0,0 +1,15 @@
|
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|
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|
| 1 |
+
{"time":"2025-07-08T15:30:56.611487307+09:00","level":"INFO","msg":"stream: starting","core version":"0.19.10","symlink path":"outputs/train/act_so101_test2/wandb/run-20250708_153056-2aeyl5mh/logs/debug-core.log"}
|
| 2 |
+
{"time":"2025-07-08T15:30:56.918543907+09:00","level":"INFO","msg":"created new stream","id":"2aeyl5mh"}
|
| 3 |
+
{"time":"2025-07-08T15:30:56.918576098+09:00","level":"INFO","msg":"stream: started","id":"2aeyl5mh"}
|
| 4 |
+
{"time":"2025-07-08T15:30:56.918585816+09:00","level":"INFO","msg":"writer: Do: started","stream_id":"2aeyl5mh"}
|
| 5 |
+
{"time":"2025-07-08T15:30:56.918594102+09:00","level":"INFO","msg":"handler: started","stream_id":"2aeyl5mh"}
|
| 6 |
+
{"time":"2025-07-08T15:30:56.918627795+09:00","level":"INFO","msg":"sender: started","stream_id":"2aeyl5mh"}
|
| 7 |
+
{"time":"2025-07-08T15:30:57.26696495+09:00","level":"INFO","msg":"Starting system monitor"}
|
| 8 |
+
{"time":"2025-07-08T15:30:59.645557607+09:00","level":"INFO","msg":"stream: closing","id":"2aeyl5mh"}
|
| 9 |
+
{"time":"2025-07-08T15:30:59.64557999+09:00","level":"INFO","msg":"Stopping system monitor"}
|
| 10 |
+
{"time":"2025-07-08T15:30:59.645605007+09:00","level":"INFO","msg":"Stopped system monitor"}
|
| 11 |
+
{"time":"2025-07-08T15:31:00.384277256+09:00","level":"INFO","msg":"fileTransfer: Close: file transfer manager closed"}
|
| 12 |
+
{"time":"2025-07-08T15:31:00.64925704+09:00","level":"INFO","msg":"handler: closed","stream_id":"2aeyl5mh"}
|
| 13 |
+
{"time":"2025-07-08T15:31:00.649281877+09:00","level":"INFO","msg":"writer: Close: closed","stream_id":"2aeyl5mh"}
|
| 14 |
+
{"time":"2025-07-08T15:31:00.649293348+09:00","level":"INFO","msg":"sender: closed","stream_id":"2aeyl5mh"}
|
| 15 |
+
{"time":"2025-07-08T15:31:00.649338834+09:00","level":"INFO","msg":"stream: closed","id":"2aeyl5mh"}
|
act_so101_test2/wandb/run-20250708_153056-2aeyl5mh/logs/debug.log
ADDED
|
@@ -0,0 +1,23 @@
|
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|
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|
|
| 1 |
+
2025-07-08 15:30:56,608 INFO MainThread:706934 [wandb_setup.py:_flush():68] Current SDK version is 0.19.10
|
| 2 |
+
2025-07-08 15:30:56,608 INFO MainThread:706934 [wandb_setup.py:_flush():68] Configure stats pid to 706934
|
| 3 |
+
2025-07-08 15:30:56,608 INFO MainThread:706934 [wandb_setup.py:_flush():68] Loading settings from /home/cvl/.config/wandb/settings
|
| 4 |
+
2025-07-08 15:30:56,608 INFO MainThread:706934 [wandb_setup.py:_flush():68] Loading settings from /home/cvl/lerobot/wandb/settings
|
| 5 |
+
2025-07-08 15:30:56,608 INFO MainThread:706934 [wandb_setup.py:_flush():68] Loading settings from environment variables
|
| 6 |
+
2025-07-08 15:30:56,608 INFO MainThread:706934 [wandb_init.py:setup_run_log_directory():724] Logging user logs to outputs/train/act_so101_test2/wandb/run-20250708_153056-2aeyl5mh/logs/debug.log
|
| 7 |
+
2025-07-08 15:30:56,608 INFO MainThread:706934 [wandb_init.py:setup_run_log_directory():725] Logging internal logs to outputs/train/act_so101_test2/wandb/run-20250708_153056-2aeyl5mh/logs/debug-internal.log
|
| 8 |
+
2025-07-08 15:30:56,608 INFO MainThread:706934 [wandb_init.py:init():852] calling init triggers
|
| 9 |
+
2025-07-08 15:30:56,608 INFO MainThread:706934 [wandb_init.py:init():857] wandb.init called with sweep_config: {}
|
| 10 |
+
config: {'dataset': {'repo_id': 'saraparoji/mookrobot', 'root': None, '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]}}}}, 'revision': None, 'use_imagenet_stats': True, 'video_backend': 'torchcodec'}, 'env': None, 'policy': {'type': 'act', 'n_obs_steps': 1, 'normalization_mapping': {'VISUAL': <NormalizationMode.MEAN_STD: 'MEAN_STD'>, 'STATE': <NormalizationMode.MEAN_STD: 'MEAN_STD'>, 'ACTION': <NormalizationMode.MEAN_STD: 'MEAN_STD'>}, 'input_features': {}, 'output_features': {}, 'device': 'cuda', 'use_amp': False, 'push_to_hub': True, 'repo_id': 'saraparoji/trainedpolicy', 'private': None, 'tags': None, 'license': None, 'chunk_size': 100, 'n_action_steps': 100, '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_so101_test2', 'job_name': 'redcube', 'resume': False, 'seed': 1000, 'num_workers': 4, 'batch_size': 8, 'steps': 100000, 'eval_freq': 20000, 'log_freq': 200, 'save_checkpoint': True, 'save_freq': 20000, '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': 'lerobot', 'entity': None, 'notes': None, 'run_id': None, 'mode': None}, '_wandb': {}}
|
| 11 |
+
2025-07-08 15:30:56,608 INFO MainThread:706934 [wandb_init.py:init():893] starting backend
|
| 12 |
+
2025-07-08 15:30:56,608 INFO MainThread:706934 [wandb_init.py:init():897] sending inform_init request
|
| 13 |
+
2025-07-08 15:30:56,610 INFO MainThread:706934 [backend.py:_multiprocessing_setup():101] multiprocessing start_methods=fork,spawn,forkserver, using: spawn
|
| 14 |
+
2025-07-08 15:30:56,610 INFO MainThread:706934 [wandb_init.py:init():907] backend started and connected
|
| 15 |
+
2025-07-08 15:30:56,611 INFO MainThread:706934 [wandb_init.py:init():1002] updated telemetry
|
| 16 |
+
2025-07-08 15:30:56,614 INFO MainThread:706934 [wandb_init.py:init():1026] communicating run to backend with 90.0 second timeout
|
| 17 |
+
2025-07-08 15:30:57,265 INFO MainThread:706934 [wandb_init.py:init():1101] starting run threads in backend
|
| 18 |
+
2025-07-08 15:30:57,335 INFO MainThread:706934 [wandb_run.py:_console_start():2566] atexit reg
|
| 19 |
+
2025-07-08 15:30:57,335 INFO MainThread:706934 [wandb_run.py:_redirect():2414] redirect: wrap_raw
|
| 20 |
+
2025-07-08 15:30:57,335 INFO MainThread:706934 [wandb_run.py:_redirect():2483] Wrapping output streams.
|
| 21 |
+
2025-07-08 15:30:57,335 INFO MainThread:706934 [wandb_run.py:_redirect():2506] Redirects installed.
|
| 22 |
+
2025-07-08 15:30:57,336 INFO MainThread:706934 [wandb_init.py:init():1147] run started, returning control to user process
|
| 23 |
+
2025-07-08 15:30:59,644 INFO MsgRouterThr:706934 [mailbox.py:close():129] [no run ID] Closing mailbox, abandoning 1 handles.
|
act_so101_test2/wandb/run-20250708_153056-2aeyl5mh/run-2aeyl5mh.wandb
ADDED
|
Binary file (10.9 kB). View file
|
|
|
act_so101_test3/wandb/debug-internal.log
ADDED
|
@@ -0,0 +1,15 @@
|
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|
|
|
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|
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|
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|
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|
|
|
|
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|
|
| 1 |
+
{"time":"2025-07-08T15:33:34.523046678+09:00","level":"INFO","msg":"stream: starting","core version":"0.19.10","symlink path":"outputs/train/act_so101_test3/wandb/run-20250708_153334-dtgo7c1n/logs/debug-core.log"}
|
| 2 |
+
{"time":"2025-07-08T15:33:34.838589553+09:00","level":"INFO","msg":"created new stream","id":"dtgo7c1n"}
|
| 3 |
+
{"time":"2025-07-08T15:33:34.838623237+09:00","level":"INFO","msg":"stream: started","id":"dtgo7c1n"}
|
| 4 |
+
{"time":"2025-07-08T15:33:34.838639888+09:00","level":"INFO","msg":"sender: started","stream_id":"dtgo7c1n"}
|
| 5 |
+
{"time":"2025-07-08T15:33:34.838641591+09:00","level":"INFO","msg":"handler: started","stream_id":"dtgo7c1n"}
|
| 6 |
+
{"time":"2025-07-08T15:33:34.838680815+09:00","level":"INFO","msg":"writer: Do: started","stream_id":"dtgo7c1n"}
|
| 7 |
+
{"time":"2025-07-08T15:33:35.184372933+09:00","level":"INFO","msg":"Starting system monitor"}
|
| 8 |
+
{"time":"2025-07-08T15:33:37.762484619+09:00","level":"INFO","msg":"stream: closing","id":"dtgo7c1n"}
|
| 9 |
+
{"time":"2025-07-08T15:33:37.762514395+09:00","level":"INFO","msg":"Stopping system monitor"}
|
| 10 |
+
{"time":"2025-07-08T15:33:37.762555874+09:00","level":"INFO","msg":"Stopped system monitor"}
|
| 11 |
+
{"time":"2025-07-08T15:33:38.523801082+09:00","level":"INFO","msg":"fileTransfer: Close: file transfer manager closed"}
|
| 12 |
+
{"time":"2025-07-08T15:33:38.730007165+09:00","level":"INFO","msg":"handler: closed","stream_id":"dtgo7c1n"}
|
| 13 |
+
{"time":"2025-07-08T15:33:38.730042622+09:00","level":"INFO","msg":"writer: Close: closed","stream_id":"dtgo7c1n"}
|
| 14 |
+
{"time":"2025-07-08T15:33:38.730081916+09:00","level":"INFO","msg":"sender: closed","stream_id":"dtgo7c1n"}
|
| 15 |
+
{"time":"2025-07-08T15:33:38.730096484+09:00","level":"INFO","msg":"stream: closed","id":"dtgo7c1n"}
|
act_so101_test3/wandb/debug.log
ADDED
|
@@ -0,0 +1,23 @@
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|
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|
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|
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|
| 1 |
+
2025-07-08 15:33:34,519 INFO MainThread:707306 [wandb_setup.py:_flush():68] Current SDK version is 0.19.10
|
| 2 |
+
2025-07-08 15:33:34,520 INFO MainThread:707306 [wandb_setup.py:_flush():68] Configure stats pid to 707306
|
| 3 |
+
2025-07-08 15:33:34,520 INFO MainThread:707306 [wandb_setup.py:_flush():68] Loading settings from /home/cvl/.config/wandb/settings
|
| 4 |
+
2025-07-08 15:33:34,520 INFO MainThread:707306 [wandb_setup.py:_flush():68] Loading settings from /home/cvl/lerobot/wandb/settings
|
| 5 |
+
2025-07-08 15:33:34,520 INFO MainThread:707306 [wandb_setup.py:_flush():68] Loading settings from environment variables
|
| 6 |
+
2025-07-08 15:33:34,520 INFO MainThread:707306 [wandb_init.py:setup_run_log_directory():724] Logging user logs to outputs/train/act_so101_test3/wandb/run-20250708_153334-dtgo7c1n/logs/debug.log
|
| 7 |
+
2025-07-08 15:33:34,520 INFO MainThread:707306 [wandb_init.py:setup_run_log_directory():725] Logging internal logs to outputs/train/act_so101_test3/wandb/run-20250708_153334-dtgo7c1n/logs/debug-internal.log
|
| 8 |
+
2025-07-08 15:33:34,520 INFO MainThread:707306 [wandb_init.py:init():852] calling init triggers
|
| 9 |
+
2025-07-08 15:33:34,520 INFO MainThread:707306 [wandb_init.py:init():857] wandb.init called with sweep_config: {}
|
| 10 |
+
config: {'dataset': {'repo_id': 'saraparoji/mookrobot', 'root': None, '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]}}}}, 'revision': None, 'use_imagenet_stats': True, 'video_backend': 'torchcodec'}, 'env': None, 'policy': {'type': 'act', 'n_obs_steps': 1, 'normalization_mapping': {'VISUAL': <NormalizationMode.MEAN_STD: 'MEAN_STD'>, 'STATE': <NormalizationMode.MEAN_STD: 'MEAN_STD'>, 'ACTION': <NormalizationMode.MEAN_STD: 'MEAN_STD'>}, 'input_features': {}, 'output_features': {}, 'device': 'cuda', 'use_amp': False, 'push_to_hub': True, 'repo_id': 'saraparoji/trainedpolicy', 'private': None, 'tags': None, 'license': None, 'chunk_size': 100, 'n_action_steps': 100, '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_so101_test3', 'job_name': 'redcube', 'resume': False, 'seed': 1000, 'num_workers': 4, 'batch_size': 8, 'steps': 100000, 'eval_freq': 20000, 'log_freq': 200, 'save_checkpoint': True, 'save_freq': 20000, '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': 'lerobot', 'entity': None, 'notes': None, 'run_id': None, 'mode': None}, '_wandb': {}}
|
| 11 |
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|
| 13 |
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2025-07-08 15:33:34,522 INFO MainThread:707306 [backend.py:_multiprocessing_setup():101] multiprocessing start_methods=fork,spawn,forkserver, using: spawn
|
| 14 |
+
2025-07-08 15:33:34,522 INFO MainThread:707306 [wandb_init.py:init():907] backend started and connected
|
| 15 |
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2025-07-08 15:33:34,523 INFO MainThread:707306 [wandb_init.py:init():1002] updated telemetry
|
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2025-07-08 15:33:34,526 INFO MainThread:707306 [wandb_init.py:init():1026] communicating run to backend with 90.0 second timeout
|
| 17 |
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2025-07-08 15:33:35,182 INFO MainThread:707306 [wandb_init.py:init():1101] starting run threads in backend
|
| 18 |
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| 19 |
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2025-07-08 15:33:35,263 INFO MainThread:707306 [wandb_run.py:_redirect():2483] Wrapping output streams.
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2025-07-08 15:33:35,263 INFO MainThread:707306 [wandb_run.py:_redirect():2506] Redirects installed.
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| 22 |
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|
| 23 |
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|
act_so101_test3/wandb/run-20250708_153334-dtgo7c1n/files/config.yaml
ADDED
|
@@ -0,0 +1,168 @@
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| 1 |
+
_wandb:
|
| 2 |
+
value:
|
| 3 |
+
cli_version: 0.19.10
|
| 4 |
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m: []
|
| 5 |
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python_version: 3.10.13
|
| 6 |
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t:
|
| 7 |
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"1":
|
| 8 |
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|
| 9 |
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|
| 10 |
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|
| 11 |
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|
| 12 |
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|
| 13 |
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"2":
|
| 14 |
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|
| 15 |
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|
| 16 |
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|
| 17 |
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|
| 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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|
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|
| 27 |
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|
| 28 |
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|
| 29 |
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|
| 30 |
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|
| 31 |
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"12": 0.19.10
|
| 32 |
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"13": linux-x86_64
|
| 33 |
+
batch_size:
|
| 34 |
+
value: 8
|
| 35 |
+
dataset:
|
| 36 |
+
value:
|
| 37 |
+
episodes: null
|
| 38 |
+
image_transforms:
|
| 39 |
+
enable: false
|
| 40 |
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max_num_transforms: 3
|
| 41 |
+
random_order: false
|
| 42 |
+
tfs:
|
| 43 |
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brightness:
|
| 44 |
+
kwargs:
|
| 45 |
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brightness:
|
| 46 |
+
- 0.8
|
| 47 |
+
- 1.2
|
| 48 |
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type: ColorJitter
|
| 49 |
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weight: 1
|
| 50 |
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contrast:
|
| 51 |
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kwargs:
|
| 52 |
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contrast:
|
| 53 |
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- 0.8
|
| 54 |
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- 1.2
|
| 55 |
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type: ColorJitter
|
| 56 |
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weight: 1
|
| 57 |
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hue:
|
| 58 |
+
kwargs:
|
| 59 |
+
hue:
|
| 60 |
+
- -0.05
|
| 61 |
+
- 0.05
|
| 62 |
+
type: ColorJitter
|
| 63 |
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weight: 1
|
| 64 |
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saturation:
|
| 65 |
+
kwargs:
|
| 66 |
+
saturation:
|
| 67 |
+
- 0.5
|
| 68 |
+
- 1.5
|
| 69 |
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type: ColorJitter
|
| 70 |
+
weight: 1
|
| 71 |
+
sharpness:
|
| 72 |
+
kwargs:
|
| 73 |
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sharpness:
|
| 74 |
+
- 0.5
|
| 75 |
+
- 1.5
|
| 76 |
+
type: SharpnessJitter
|
| 77 |
+
weight: 1
|
| 78 |
+
repo_id: saraparoji/mookrobot
|
| 79 |
+
revision: null
|
| 80 |
+
root: null
|
| 81 |
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use_imagenet_stats: true
|
| 82 |
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video_backend: torchcodec
|
| 83 |
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env:
|
| 84 |
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value: null
|
| 85 |
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eval:
|
| 86 |
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value:
|
| 87 |
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batch_size: 50
|
| 88 |
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n_episodes: 50
|
| 89 |
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use_async_envs: false
|
| 90 |
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eval_freq:
|
| 91 |
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value: 20000
|
| 92 |
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job_name:
|
| 93 |
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value: redcube
|
| 94 |
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log_freq:
|
| 95 |
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value: 200
|
| 96 |
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num_workers:
|
| 97 |
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value: 4
|
| 98 |
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optimizer:
|
| 99 |
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value:
|
| 100 |
+
betas:
|
| 101 |
+
- 0.9
|
| 102 |
+
- 0.999
|
| 103 |
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eps: 1e-08
|
| 104 |
+
grad_clip_norm: 10
|
| 105 |
+
lr: 1e-05
|
| 106 |
+
type: adamw
|
| 107 |
+
weight_decay: 0.0001
|
| 108 |
+
output_dir:
|
| 109 |
+
value: outputs/train/act_so101_test3
|
| 110 |
+
policy:
|
| 111 |
+
value:
|
| 112 |
+
chunk_size: 100
|
| 113 |
+
device: cuda
|
| 114 |
+
dim_feedforward: 3200
|
| 115 |
+
dim_model: 512
|
| 116 |
+
dropout: 0.1
|
| 117 |
+
feedforward_activation: relu
|
| 118 |
+
kl_weight: 10
|
| 119 |
+
latent_dim: 32
|
| 120 |
+
license: null
|
| 121 |
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n_action_steps: 100
|
| 122 |
+
n_decoder_layers: 1
|
| 123 |
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n_encoder_layers: 4
|
| 124 |
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n_heads: 8
|
| 125 |
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n_obs_steps: 1
|
| 126 |
+
n_vae_encoder_layers: 4
|
| 127 |
+
normalization_mapping:
|
| 128 |
+
ACTION: MEAN_STD
|
| 129 |
+
STATE: MEAN_STD
|
| 130 |
+
VISUAL: MEAN_STD
|
| 131 |
+
optimizer_lr: 1e-05
|
| 132 |
+
optimizer_lr_backbone: 1e-05
|
| 133 |
+
optimizer_weight_decay: 0.0001
|
| 134 |
+
pre_norm: false
|
| 135 |
+
pretrained_backbone_weights: ResNet18_Weights.IMAGENET1K_V1
|
| 136 |
+
private: null
|
| 137 |
+
push_to_hub: true
|
| 138 |
+
replace_final_stride_with_dilation: false
|
| 139 |
+
repo_id: saraparoji/trainedpolicy
|
| 140 |
+
tags: null
|
| 141 |
+
temporal_ensemble_coeff: null
|
| 142 |
+
type: act
|
| 143 |
+
use_amp: false
|
| 144 |
+
use_vae: true
|
| 145 |
+
vision_backbone: resnet18
|
| 146 |
+
resume:
|
| 147 |
+
value: false
|
| 148 |
+
save_checkpoint:
|
| 149 |
+
value: true
|
| 150 |
+
save_freq:
|
| 151 |
+
value: 20000
|
| 152 |
+
scheduler:
|
| 153 |
+
value: null
|
| 154 |
+
seed:
|
| 155 |
+
value: 1000
|
| 156 |
+
steps:
|
| 157 |
+
value: 100000
|
| 158 |
+
use_policy_training_preset:
|
| 159 |
+
value: true
|
| 160 |
+
wandb:
|
| 161 |
+
value:
|
| 162 |
+
disable_artifact: false
|
| 163 |
+
enable: true
|
| 164 |
+
entity: null
|
| 165 |
+
mode: null
|
| 166 |
+
notes: null
|
| 167 |
+
project: lerobot
|
| 168 |
+
run_id: null
|
act_so101_test3/wandb/run-20250708_153334-dtgo7c1n/files/output.log
ADDED
|
@@ -0,0 +1,78 @@
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|
| 1 |
+
[1m[34mLogs will be synced with wandb.[0m
|
| 2 |
+
INFO 2025-07-08 15:33:35 db_utils.py:103 Track this run --> [1m[33mhttps://wandb.ai/ayomookk-kuas-/lerobot/runs/dtgo7c1n[0m
|
| 3 |
+
INFO 2025-07-08 15:33:35 ts/train.py:127 Creating dataset
|
| 4 |
+
Resolving data files: 100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 50/50 [00:00<00:00, 408006.23it/s]
|
| 5 |
+
INFO 2025-07-08 15:33:36 ts/train.py:138 Creating policy
|
| 6 |
+
INFO 2025-07-08 15:33:36 ts/train.py:144 Creating optimizer and scheduler
|
| 7 |
+
INFO 2025-07-08 15:33:36 ts/train.py:156 [1m[33mOutput dir:[0m outputs/train/act_so101_test3
|
| 8 |
+
INFO 2025-07-08 15:33:36 ts/train.py:159 cfg.steps=100000 (100K)
|
| 9 |
+
INFO 2025-07-08 15:33:36 ts/train.py:160 dataset.num_frames=17724 (18K)
|
| 10 |
+
INFO 2025-07-08 15:33:36 ts/train.py:161 dataset.num_episodes=50
|
| 11 |
+
INFO 2025-07-08 15:33:36 ts/train.py:162 num_learnable_params=51597190 (52M)
|
| 12 |
+
INFO 2025-07-08 15:33:36 ts/train.py:163 num_total_params=51597232 (52M)
|
| 13 |
+
INFO 2025-07-08 15:33:36 ts/train.py:202 Start offline training on a fixed dataset
|
| 14 |
+
Traceback (most recent call last):
|
| 15 |
+
File "/home/cvl/miniconda3/envs/lerobot/lib/python3.10/runpy.py", line 196, in _run_module_as_main
|
| 16 |
+
return _run_code(code, main_globals, None,
|
| 17 |
+
File "/home/cvl/miniconda3/envs/lerobot/lib/python3.10/runpy.py", line 86, in _run_code
|
| 18 |
+
exec(code, run_globals)
|
| 19 |
+
File "/home/cvl/lerobot/lerobot/scripts/train.py", line 291, in <module>
|
| 20 |
+
train()
|
| 21 |
+
File "/home/cvl/lerobot/lerobot/configs/parser.py", line 226, in wrapper_inner
|
| 22 |
+
response = fn(cfg, *args, **kwargs)
|
| 23 |
+
File "/home/cvl/lerobot/lerobot/scripts/train.py", line 205, in train
|
| 24 |
+
batch = next(dl_iter)
|
| 25 |
+
File "/home/cvl/lerobot/lerobot/common/datasets/utils.py", line 641, in cycle
|
| 26 |
+
yield next(iterator)
|
| 27 |
+
File "/home/cvl/miniconda3/envs/lerobot/lib/python3.10/site-packages/torch/utils/data/dataloader.py", line 701, in __next__
|
| 28 |
+
data = self._next_data()
|
| 29 |
+
File "/home/cvl/miniconda3/envs/lerobot/lib/python3.10/site-packages/torch/utils/data/dataloader.py", line 1465, in _next_data
|
| 30 |
+
return self._process_data(data)
|
| 31 |
+
File "/home/cvl/miniconda3/envs/lerobot/lib/python3.10/site-packages/torch/utils/data/dataloader.py", line 1491, in _process_data
|
| 32 |
+
data.reraise()
|
| 33 |
+
File "/home/cvl/miniconda3/envs/lerobot/lib/python3.10/site-packages/torch/_utils.py", line 715, in reraise
|
| 34 |
+
raise exception
|
| 35 |
+
RuntimeError: Caught RuntimeError in DataLoader worker process 0.
|
| 36 |
+
Original Traceback (most recent call last):
|
| 37 |
+
File "/home/cvl/miniconda3/envs/lerobot/lib/python3.10/site-packages/torch/utils/data/_utils/worker.py", line 351, in _worker_loop
|
| 38 |
+
data = fetcher.fetch(index) # type: ignore[possibly-undefined]
|
| 39 |
+
File "/home/cvl/miniconda3/envs/lerobot/lib/python3.10/site-packages/torch/utils/data/_utils/fetch.py", line 52, in fetch
|
| 40 |
+
data = [self.dataset[idx] for idx in possibly_batched_index]
|
| 41 |
+
File "/home/cvl/miniconda3/envs/lerobot/lib/python3.10/site-packages/torch/utils/data/_utils/fetch.py", line 52, in <listcomp>
|
| 42 |
+
data = [self.dataset[idx] for idx in possibly_batched_index]
|
| 43 |
+
File "/home/cvl/lerobot/lerobot/common/datasets/lerobot_dataset.py", line 717, in __getitem__
|
| 44 |
+
video_frames = self._query_videos(query_timestamps, ep_idx)
|
| 45 |
+
File "/home/cvl/lerobot/lerobot/common/datasets/lerobot_dataset.py", line 689, in _query_videos
|
| 46 |
+
frames = decode_video_frames(video_path, query_ts, self.tolerance_s, self.video_backend)
|
| 47 |
+
File "/home/cvl/lerobot/lerobot/common/datasets/video_utils.py", line 65, in decode_video_frames
|
| 48 |
+
return decode_video_frames_torchcodec(video_path, timestamps, tolerance_s)
|
| 49 |
+
File "/home/cvl/lerobot/lerobot/common/datasets/video_utils.py", line 189, in decode_video_frames_torchcodec
|
| 50 |
+
from torchcodec.decoders import VideoDecoder
|
| 51 |
+
File "/home/cvl/miniconda3/envs/lerobot/lib/python3.10/site-packages/torchcodec/__init__.py", line 10, in <module>
|
| 52 |
+
from . import decoders, samplers # noqa
|
| 53 |
+
File "/home/cvl/miniconda3/envs/lerobot/lib/python3.10/site-packages/torchcodec/decoders/__init__.py", line 7, in <module>
|
| 54 |
+
from .._core import AudioStreamMetadata, VideoStreamMetadata
|
| 55 |
+
File "/home/cvl/miniconda3/envs/lerobot/lib/python3.10/site-packages/torchcodec/_core/__init__.py", line 8, in <module>
|
| 56 |
+
from ._metadata import (
|
| 57 |
+
File "/home/cvl/miniconda3/envs/lerobot/lib/python3.10/site-packages/torchcodec/_core/_metadata.py", line 15, in <module>
|
| 58 |
+
from torchcodec._core.ops import (
|
| 59 |
+
File "/home/cvl/miniconda3/envs/lerobot/lib/python3.10/site-packages/torchcodec/_core/ops.py", line 86, in <module>
|
| 60 |
+
load_torchcodec_shared_libraries()
|
| 61 |
+
File "/home/cvl/miniconda3/envs/lerobot/lib/python3.10/site-packages/torchcodec/_core/ops.py", line 71, in load_torchcodec_shared_libraries
|
| 62 |
+
raise RuntimeError(
|
| 63 |
+
RuntimeError: Could not load libtorchcodec. Likely causes:
|
| 64 |
+
1. FFmpeg is not properly installed in your environment. We support
|
| 65 |
+
versions 4, 5, 6 and 7.
|
| 66 |
+
2. The PyTorch version (2.5.1+cu121) is not compatible with
|
| 67 |
+
this version of TorchCodec. Refer to the version compatibility
|
| 68 |
+
table:
|
| 69 |
+
https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
|
| 70 |
+
3. Another runtime dependency; see exceptions below.
|
| 71 |
+
The following exceptions were raised as we tried to load libtorchcodec:
|
| 72 |
+
|
| 73 |
+
[start of libtorchcodec loading traceback]
|
| 74 |
+
FFmpeg version 7: /home/cvl/miniconda3/envs/lerobot/lib/python3.10/site-packages/torchcodec/libtorchcodec_decoder7.so: undefined symbol: _ZN3c106DeviceC1ERKNSt7__cxx1112basic_stringIcSt11char_traitsIcESaIcEEE
|
| 75 |
+
FFmpeg version 6: libavutil.so.58: cannot open shared object file: No such file or directory
|
| 76 |
+
FFmpeg version 5: libavutil.so.57: cannot open shared object file: No such file or directory
|
| 77 |
+
FFmpeg version 4: libavutil.so.56: cannot open shared object file: No such file or directory
|
| 78 |
+
[end of libtorchcodec loading traceback].
|
act_so101_test3/wandb/run-20250708_153334-dtgo7c1n/files/requirements.txt
ADDED
|
@@ -0,0 +1,151 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
numpy==2.2.4
|
| 2 |
+
dill==0.3.8
|
| 3 |
+
nvidia-nvjitlink-cu12==12.4.127
|
| 4 |
+
gitdb==4.0.12
|
| 5 |
+
zarr==2.18.3
|
| 6 |
+
setuptools==75.8.0
|
| 7 |
+
pytz==2025.2
|
| 8 |
+
antlr4-python3-runtime==4.9.3
|
| 9 |
+
pydantic_core==2.33.1
|
| 10 |
+
cffi==1.17.1
|
| 11 |
+
wandb==0.19.10
|
| 12 |
+
mypy_extensions==1.1.0
|
| 13 |
+
pfzy==0.3.4
|
| 14 |
+
fasteners==0.19
|
| 15 |
+
aiosignal==1.3.2
|
| 16 |
+
certifi==2025.6.15
|
| 17 |
+
nvidia-cuda-nvrtc-cu12==12.1.105
|
| 18 |
+
async-timeout==5.0.1
|
| 19 |
+
huggingface-hub==0.30.2
|
| 20 |
+
GitPython==3.1.44
|
| 21 |
+
frozenlist==1.6.0
|
| 22 |
+
torchaudio==2.3.0+cu121
|
| 23 |
+
PyYAML==6.0.2
|
| 24 |
+
draccus==0.10.0
|
| 25 |
+
safetensors==0.5.3
|
| 26 |
+
cloudpickle==3.1.1
|
| 27 |
+
typing_extensions==4.13.2
|
| 28 |
+
platformdirs==4.3.7
|
| 29 |
+
evdev==1.9.1
|
| 30 |
+
Farama-Notifications==0.0.4
|
| 31 |
+
multidict==6.4.3
|
| 32 |
+
nvidia-cusparse-cu12==12.1.0.106
|
| 33 |
+
sentry-sdk==2.26.1
|
| 34 |
+
networkx==3.4.2
|
| 35 |
+
docker-pycreds==0.4.0
|
| 36 |
+
cmake==4.0.0
|
| 37 |
+
pandas==2.2.3
|
| 38 |
+
torchcodec==0.3.0
|
| 39 |
+
triton==3.1.0
|
| 40 |
+
multiprocess==0.70.16
|
| 41 |
+
protobuf==6.30.2
|
| 42 |
+
pyzmq==26.4.0
|
| 43 |
+
python-xlib==0.33
|
| 44 |
+
urllib3==2.4.0
|
| 45 |
+
opencv-python-headless==4.11.0
|
| 46 |
+
h5py==3.13.0
|
| 47 |
+
requests==2.32.3
|
| 48 |
+
numba==0.61.2
|
| 49 |
+
annotated-types==0.7.0
|
| 50 |
+
nvidia-cusparselt-cu12==0.6.2
|
| 51 |
+
six==1.17.0
|
| 52 |
+
tqdm==4.67.1
|
| 53 |
+
nvidia-cuda-runtime-cu12==12.1.105
|
| 54 |
+
pyyaml-include==1.4.1
|
| 55 |
+
regex==2024.11.6
|
| 56 |
+
Werkzeug==3.1.3
|
| 57 |
+
blinker==1.9.0
|
| 58 |
+
attrs==25.3.0
|
| 59 |
+
yarl==1.20.0
|
| 60 |
+
mpmath==1.3.0
|
| 61 |
+
typing-inspect==0.9.0
|
| 62 |
+
nvidia-cuda-cupti-cu12==12.1.105
|
| 63 |
+
importlib_metadata==8.6.1
|
| 64 |
+
termcolor==3.0.1
|
| 65 |
+
wcwidth==0.2.13
|
| 66 |
+
itsdangerous==2.2.0
|
| 67 |
+
idna==3.10
|
| 68 |
+
imageio-ffmpeg==0.6.0
|
| 69 |
+
hf_transfer==0.1.9
|
| 70 |
+
smmap==5.0.2
|
| 71 |
+
beautifulsoup4==4.13.4
|
| 72 |
+
nvidia-cublas-cu12==12.1.3.1
|
| 73 |
+
nvidia-nvtx-cu12==12.1.105
|
| 74 |
+
torch==2.5.1+cu121
|
| 75 |
+
einops==0.8.1
|
| 76 |
+
aiohappyeyeballs==2.6.1
|
| 77 |
+
lerobot==0.1.0
|
| 78 |
+
numcodecs==0.13.1
|
| 79 |
+
pynput==1.8.1
|
| 80 |
+
nvidia-cusolver-cu12==11.4.5.107
|
| 81 |
+
gymnasium==0.29.1
|
| 82 |
+
pip==25.0
|
| 83 |
+
jsonlines==4.0.0
|
| 84 |
+
opencv-python==4.11.0
|
| 85 |
+
imageio==2.37.0
|
| 86 |
+
numpy==2.2.5
|
| 87 |
+
MarkupSafe==3.0.2
|
| 88 |
+
toml==0.10.2
|
| 89 |
+
Flask==3.1.0
|
| 90 |
+
inquirerpy==0.3.4
|
| 91 |
+
orderly-set==5.4.0
|
| 92 |
+
psutil==7.0.0
|
| 93 |
+
nvidia-cufft-cu12==11.0.2.54
|
| 94 |
+
typing-inspection==0.4.0
|
| 95 |
+
asciitree==0.3.3
|
| 96 |
+
pyserial==3.5
|
| 97 |
+
pycparser==2.22
|
| 98 |
+
setproctitle==1.3.5
|
| 99 |
+
feetech-servo-sdk==1.0.0
|
| 100 |
+
mergedeep==1.3.4
|
| 101 |
+
tzdata==2025.2
|
| 102 |
+
gdown==5.2.0
|
| 103 |
+
charset-normalizer==3.4.1
|
| 104 |
+
nvidia-curand-cu12==10.3.2.106
|
| 105 |
+
zipp==3.21.0
|
| 106 |
+
propcache==0.3.1
|
| 107 |
+
python-dateutil==2.9.0.post0
|
| 108 |
+
filelock==3.18.0
|
| 109 |
+
nvidia-cudnn-cu12==9.1.0.70
|
| 110 |
+
pymunk==6.11.1
|
| 111 |
+
click==8.1.8
|
| 112 |
+
omegaconf==2.3.0
|
| 113 |
+
datasets==3.5.0
|
| 114 |
+
scipy==1.15.3
|
| 115 |
+
pydantic==2.11.3
|
| 116 |
+
pillow==11.2.1
|
| 117 |
+
av==14.3.0
|
| 118 |
+
llvmlite==0.44.0
|
| 119 |
+
pyav==14.2.1
|
| 120 |
+
soupsieve==2.7
|
| 121 |
+
PySocks==1.7.1
|
| 122 |
+
aiohttp==3.11.18
|
| 123 |
+
rerun-sdk==0.22.1
|
| 124 |
+
fsspec==2024.12.0
|
| 125 |
+
wheel==0.45.1
|
| 126 |
+
nvidia-nccl-cu12==2.21.5
|
| 127 |
+
deepdiff==8.4.2
|
| 128 |
+
prompt_toolkit==3.0.51
|
| 129 |
+
sympy==1.13.1
|
| 130 |
+
packaging==25.0
|
| 131 |
+
pyarrow==19.0.1
|
| 132 |
+
xxhash==3.5.0
|
| 133 |
+
Jinja2==3.1.6
|
| 134 |
+
diffusers==0.33.1
|
| 135 |
+
torchvision==0.20.1+cu121
|
| 136 |
+
backports.tarfile==1.2.0
|
| 137 |
+
jaraco.text==3.12.1
|
| 138 |
+
jaraco.collections==5.1.0
|
| 139 |
+
packaging==24.2
|
| 140 |
+
importlib_metadata==8.0.0
|
| 141 |
+
typing_extensions==4.12.2
|
| 142 |
+
jaraco.functools==4.0.1
|
| 143 |
+
zipp==3.19.2
|
| 144 |
+
inflect==7.3.1
|
| 145 |
+
more-itertools==10.3.0
|
| 146 |
+
jaraco.context==5.3.0
|
| 147 |
+
platformdirs==4.2.2
|
| 148 |
+
wheel==0.43.0
|
| 149 |
+
tomli==2.0.1
|
| 150 |
+
typeguard==4.3.0
|
| 151 |
+
autocommand==2.2.2
|
act_so101_test3/wandb/run-20250708_153334-dtgo7c1n/files/wandb-metadata.json
ADDED
|
@@ -0,0 +1,48 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"os": "Linux-6.8.0-59-generic-x86_64-with-glibc2.35",
|
| 3 |
+
"python": "CPython 3.10.13",
|
| 4 |
+
"startedAt": "2025-07-08T06:33:34.522234Z",
|
| 5 |
+
"args": [
|
| 6 |
+
"--dataset.repo_id=saraparoji/mookrobot",
|
| 7 |
+
"--policy.type=act",
|
| 8 |
+
"--output_dir=outputs/train/act_so101_test3",
|
| 9 |
+
"--job_name=redcube",
|
| 10 |
+
"--policy.device=cuda",
|
| 11 |
+
"--wandb.enable=true",
|
| 12 |
+
"--policy.repo_id=saraparoji/trainedpolicy"
|
| 13 |
+
],
|
| 14 |
+
"program": "-m lerobot.scripts.train",
|
| 15 |
+
"git": {
|
| 16 |
+
"remote": "https://github.com/huggingface/lerobot.git",
|
| 17 |
+
"commit": "483be9aac217c2d8ef16982490f22b2ad091ab46"
|
| 18 |
+
},
|
| 19 |
+
"root": "outputs/train/act_so101_test3",
|
| 20 |
+
"host": "cvl-genesis",
|
| 21 |
+
"executable": "/home/cvl/miniconda3/envs/lerobot/bin/python",
|
| 22 |
+
"cpu_count": 8,
|
| 23 |
+
"cpu_count_logical": 16,
|
| 24 |
+
"gpu": "NVIDIA GeForce RTX 3080",
|
| 25 |
+
"gpu_count": 1,
|
| 26 |
+
"disk": {
|
| 27 |
+
"/": {
|
| 28 |
+
"total": "982820896768",
|
| 29 |
+
"used": "107247128576"
|
| 30 |
+
}
|
| 31 |
+
},
|
| 32 |
+
"memory": {
|
| 33 |
+
"total": "67344654336"
|
| 34 |
+
},
|
| 35 |
+
"cpu": {
|
| 36 |
+
"count": 8,
|
| 37 |
+
"countLogical": 16
|
| 38 |
+
},
|
| 39 |
+
"gpu_nvidia": [
|
| 40 |
+
{
|
| 41 |
+
"name": "NVIDIA GeForce RTX 3080",
|
| 42 |
+
"memoryTotal": "10737418240",
|
| 43 |
+
"cudaCores": 8704,
|
| 44 |
+
"architecture": "Ampere"
|
| 45 |
+
}
|
| 46 |
+
],
|
| 47 |
+
"cudaVersion": "12.6"
|
| 48 |
+
}
|
act_so101_test3/wandb/run-20250708_153334-dtgo7c1n/files/wandb-summary.json
ADDED
|
@@ -0,0 +1 @@
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| 1 |
+
{"_wandb":{"runtime":3}}
|
act_so101_test3/wandb/run-20250708_153334-dtgo7c1n/logs/debug-core.log
ADDED
|
@@ -0,0 +1,13 @@
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| 1 |
+
{"time":"2025-07-08T15:33:34.325031343+09:00","level":"INFO","msg":"main: starting server","port-filename":"/tmp/tmppk1jkloa/port-707306.txt","pid":707306,"log-level":0,"disable-analytics":false,"shutdown-on-parent-exit":false}
|
| 2 |
+
{"time":"2025-07-08T15:33:34.327793474+09:00","level":"INFO","msg":"Will exit if parent process dies.","ppid":707306}
|
| 3 |
+
{"time":"2025-07-08T15:33:34.32780182+09:00","level":"INFO","msg":"server is running","addr":{"IP":"127.0.0.1","Port":42175,"Zone":""}}
|
| 4 |
+
{"time":"2025-07-08T15:33:34.518389582+09:00","level":"INFO","msg":"connection: ManageConnectionData: new connection created","id":"127.0.0.1:38984"}
|
| 5 |
+
{"time":"2025-07-08T15:33:34.522988548+09:00","level":"INFO","msg":"handleInformInit: received","streamId":"dtgo7c1n","id":"127.0.0.1:38984"}
|
| 6 |
+
{"time":"2025-07-08T15:33:34.83863006+09:00","level":"INFO","msg":"handleInformInit: stream started","streamId":"dtgo7c1n","id":"127.0.0.1:38984"}
|
| 7 |
+
{"time":"2025-07-08T15:33:37.762399228+09:00","level":"INFO","msg":"handleInformTeardown: server teardown initiated","id":"127.0.0.1:38984"}
|
| 8 |
+
{"time":"2025-07-08T15:33:37.762464251+09:00","level":"INFO","msg":"connection: closing","id":"127.0.0.1:38984"}
|
| 9 |
+
{"time":"2025-07-08T15:33:37.762481163+09:00","level":"INFO","msg":"server is shutting down"}
|
| 10 |
+
{"time":"2025-07-08T15:33:37.762538551+09:00","level":"INFO","msg":"connection: closed successfully","id":"127.0.0.1:38984"}
|
| 11 |
+
{"time":"2025-07-08T15:33:38.730146298+09:00","level":"INFO","msg":"handleInformTeardown: server shutdown complete","id":"127.0.0.1:38984"}
|
| 12 |
+
{"time":"2025-07-08T15:33:38.73015782+09:00","level":"INFO","msg":"connection: ManageConnectionData: connection closed","id":"127.0.0.1:38984"}
|
| 13 |
+
{"time":"2025-07-08T15:33:38.73016326+09:00","level":"INFO","msg":"server is closed"}
|
act_so101_test3/wandb/run-20250708_153334-dtgo7c1n/logs/debug-internal.log
ADDED
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@@ -0,0 +1,15 @@
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| 1 |
+
{"time":"2025-07-08T15:33:34.523046678+09:00","level":"INFO","msg":"stream: starting","core version":"0.19.10","symlink path":"outputs/train/act_so101_test3/wandb/run-20250708_153334-dtgo7c1n/logs/debug-core.log"}
|
| 2 |
+
{"time":"2025-07-08T15:33:34.838589553+09:00","level":"INFO","msg":"created new stream","id":"dtgo7c1n"}
|
| 3 |
+
{"time":"2025-07-08T15:33:34.838623237+09:00","level":"INFO","msg":"stream: started","id":"dtgo7c1n"}
|
| 4 |
+
{"time":"2025-07-08T15:33:34.838639888+09:00","level":"INFO","msg":"sender: started","stream_id":"dtgo7c1n"}
|
| 5 |
+
{"time":"2025-07-08T15:33:34.838641591+09:00","level":"INFO","msg":"handler: started","stream_id":"dtgo7c1n"}
|
| 6 |
+
{"time":"2025-07-08T15:33:34.838680815+09:00","level":"INFO","msg":"writer: Do: started","stream_id":"dtgo7c1n"}
|
| 7 |
+
{"time":"2025-07-08T15:33:35.184372933+09:00","level":"INFO","msg":"Starting system monitor"}
|
| 8 |
+
{"time":"2025-07-08T15:33:37.762484619+09:00","level":"INFO","msg":"stream: closing","id":"dtgo7c1n"}
|
| 9 |
+
{"time":"2025-07-08T15:33:37.762514395+09:00","level":"INFO","msg":"Stopping system monitor"}
|
| 10 |
+
{"time":"2025-07-08T15:33:37.762555874+09:00","level":"INFO","msg":"Stopped system monitor"}
|
| 11 |
+
{"time":"2025-07-08T15:33:38.523801082+09:00","level":"INFO","msg":"fileTransfer: Close: file transfer manager closed"}
|
| 12 |
+
{"time":"2025-07-08T15:33:38.730007165+09:00","level":"INFO","msg":"handler: closed","stream_id":"dtgo7c1n"}
|
| 13 |
+
{"time":"2025-07-08T15:33:38.730042622+09:00","level":"INFO","msg":"writer: Close: closed","stream_id":"dtgo7c1n"}
|
| 14 |
+
{"time":"2025-07-08T15:33:38.730081916+09:00","level":"INFO","msg":"sender: closed","stream_id":"dtgo7c1n"}
|
| 15 |
+
{"time":"2025-07-08T15:33:38.730096484+09:00","level":"INFO","msg":"stream: closed","id":"dtgo7c1n"}
|
act_so101_test3/wandb/run-20250708_153334-dtgo7c1n/logs/debug.log
ADDED
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@@ -0,0 +1,23 @@
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| 1 |
+
2025-07-08 15:33:34,519 INFO MainThread:707306 [wandb_setup.py:_flush():68] Current SDK version is 0.19.10
|
| 2 |
+
2025-07-08 15:33:34,520 INFO MainThread:707306 [wandb_setup.py:_flush():68] Configure stats pid to 707306
|
| 3 |
+
2025-07-08 15:33:34,520 INFO MainThread:707306 [wandb_setup.py:_flush():68] Loading settings from /home/cvl/.config/wandb/settings
|
| 4 |
+
2025-07-08 15:33:34,520 INFO MainThread:707306 [wandb_setup.py:_flush():68] Loading settings from /home/cvl/lerobot/wandb/settings
|
| 5 |
+
2025-07-08 15:33:34,520 INFO MainThread:707306 [wandb_setup.py:_flush():68] Loading settings from environment variables
|
| 6 |
+
2025-07-08 15:33:34,520 INFO MainThread:707306 [wandb_init.py:setup_run_log_directory():724] Logging user logs to outputs/train/act_so101_test3/wandb/run-20250708_153334-dtgo7c1n/logs/debug.log
|
| 7 |
+
2025-07-08 15:33:34,520 INFO MainThread:707306 [wandb_init.py:setup_run_log_directory():725] Logging internal logs to outputs/train/act_so101_test3/wandb/run-20250708_153334-dtgo7c1n/logs/debug-internal.log
|
| 8 |
+
2025-07-08 15:33:34,520 INFO MainThread:707306 [wandb_init.py:init():852] calling init triggers
|
| 9 |
+
2025-07-08 15:33:34,520 INFO MainThread:707306 [wandb_init.py:init():857] wandb.init called with sweep_config: {}
|
| 10 |
+
config: {'dataset': {'repo_id': 'saraparoji/mookrobot', 'root': None, '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]}}}}, 'revision': None, 'use_imagenet_stats': True, 'video_backend': 'torchcodec'}, 'env': None, 'policy': {'type': 'act', 'n_obs_steps': 1, 'normalization_mapping': {'VISUAL': <NormalizationMode.MEAN_STD: 'MEAN_STD'>, 'STATE': <NormalizationMode.MEAN_STD: 'MEAN_STD'>, 'ACTION': <NormalizationMode.MEAN_STD: 'MEAN_STD'>}, 'input_features': {}, 'output_features': {}, 'device': 'cuda', 'use_amp': False, 'push_to_hub': True, 'repo_id': 'saraparoji/trainedpolicy', 'private': None, 'tags': None, 'license': None, 'chunk_size': 100, 'n_action_steps': 100, '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_so101_test3', 'job_name': 'redcube', 'resume': False, 'seed': 1000, 'num_workers': 4, 'batch_size': 8, 'steps': 100000, 'eval_freq': 20000, 'log_freq': 200, 'save_checkpoint': True, 'save_freq': 20000, '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': 'lerobot', 'entity': None, 'notes': None, 'run_id': None, 'mode': None}, '_wandb': {}}
|
| 11 |
+
2025-07-08 15:33:34,520 INFO MainThread:707306 [wandb_init.py:init():893] starting backend
|
| 12 |
+
2025-07-08 15:33:34,520 INFO MainThread:707306 [wandb_init.py:init():897] sending inform_init request
|
| 13 |
+
2025-07-08 15:33:34,522 INFO MainThread:707306 [backend.py:_multiprocessing_setup():101] multiprocessing start_methods=fork,spawn,forkserver, using: spawn
|
| 14 |
+
2025-07-08 15:33:34,522 INFO MainThread:707306 [wandb_init.py:init():907] backend started and connected
|
| 15 |
+
2025-07-08 15:33:34,523 INFO MainThread:707306 [wandb_init.py:init():1002] updated telemetry
|
| 16 |
+
2025-07-08 15:33:34,526 INFO MainThread:707306 [wandb_init.py:init():1026] communicating run to backend with 90.0 second timeout
|
| 17 |
+
2025-07-08 15:33:35,182 INFO MainThread:707306 [wandb_init.py:init():1101] starting run threads in backend
|
| 18 |
+
2025-07-08 15:33:35,262 INFO MainThread:707306 [wandb_run.py:_console_start():2566] atexit reg
|
| 19 |
+
2025-07-08 15:33:35,263 INFO MainThread:707306 [wandb_run.py:_redirect():2414] redirect: wrap_raw
|
| 20 |
+
2025-07-08 15:33:35,263 INFO MainThread:707306 [wandb_run.py:_redirect():2483] Wrapping output streams.
|
| 21 |
+
2025-07-08 15:33:35,263 INFO MainThread:707306 [wandb_run.py:_redirect():2506] Redirects installed.
|
| 22 |
+
2025-07-08 15:33:35,264 INFO MainThread:707306 [wandb_init.py:init():1147] run started, returning control to user process
|
| 23 |
+
2025-07-08 15:33:37,761 INFO MsgRouterThr:707306 [mailbox.py:close():129] [no run ID] Closing mailbox, abandoning 1 handles.
|
act_so101_test3/wandb/run-20250708_153334-dtgo7c1n/run-dtgo7c1n.wandb
ADDED
|
Binary file (12 kB). View file
|
|
|
act_so101_test4/wandb/debug-internal.log
ADDED
|
@@ -0,0 +1,15 @@
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| 1 |
+
{"time":"2025-07-08T15:36:51.511020962+09:00","level":"INFO","msg":"stream: starting","core version":"0.19.10","symlink path":"outputs/train/act_so101_test4/wandb/run-20250708_153651-7960mz4z/logs/debug-core.log"}
|
| 2 |
+
{"time":"2025-07-08T15:36:51.906603615+09:00","level":"INFO","msg":"created new stream","id":"7960mz4z"}
|
| 3 |
+
{"time":"2025-07-08T15:36:51.906642539+09:00","level":"INFO","msg":"stream: started","id":"7960mz4z"}
|
| 4 |
+
{"time":"2025-07-08T15:36:51.906663769+09:00","level":"INFO","msg":"writer: Do: started","stream_id":"7960mz4z"}
|
| 5 |
+
{"time":"2025-07-08T15:36:51.906705087+09:00","level":"INFO","msg":"handler: started","stream_id":"7960mz4z"}
|
| 6 |
+
{"time":"2025-07-08T15:36:51.906674038+09:00","level":"INFO","msg":"sender: started","stream_id":"7960mz4z"}
|
| 7 |
+
{"time":"2025-07-08T15:36:52.31846544+09:00","level":"INFO","msg":"Starting system monitor"}
|
| 8 |
+
{"time":"2025-07-08T15:36:54.955448392+09:00","level":"INFO","msg":"stream: closing","id":"7960mz4z"}
|
| 9 |
+
{"time":"2025-07-08T15:36:54.955470724+09:00","level":"INFO","msg":"Stopping system monitor"}
|
| 10 |
+
{"time":"2025-07-08T15:36:54.955491373+09:00","level":"INFO","msg":"Stopped system monitor"}
|
| 11 |
+
{"time":"2025-07-08T15:36:55.768539084+09:00","level":"INFO","msg":"fileTransfer: Close: file transfer manager closed"}
|
| 12 |
+
{"time":"2025-07-08T15:36:56.212727487+09:00","level":"INFO","msg":"handler: closed","stream_id":"7960mz4z"}
|
| 13 |
+
{"time":"2025-07-08T15:36:56.212804802+09:00","level":"INFO","msg":"sender: closed","stream_id":"7960mz4z"}
|
| 14 |
+
{"time":"2025-07-08T15:36:56.212797208+09:00","level":"INFO","msg":"writer: Close: closed","stream_id":"7960mz4z"}
|
| 15 |
+
{"time":"2025-07-08T15:36:56.212863784+09:00","level":"INFO","msg":"stream: closed","id":"7960mz4z"}
|
act_so101_test4/wandb/debug.log
ADDED
|
@@ -0,0 +1,23 @@
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| 1 |
+
2025-07-08 15:36:51,507 INFO MainThread:709301 [wandb_setup.py:_flush():68] Current SDK version is 0.19.10
|
| 2 |
+
2025-07-08 15:36:51,507 INFO MainThread:709301 [wandb_setup.py:_flush():68] Configure stats pid to 709301
|
| 3 |
+
2025-07-08 15:36:51,507 INFO MainThread:709301 [wandb_setup.py:_flush():68] Loading settings from /home/cvl/.config/wandb/settings
|
| 4 |
+
2025-07-08 15:36:51,507 INFO MainThread:709301 [wandb_setup.py:_flush():68] Loading settings from /home/cvl/lerobot/wandb/settings
|
| 5 |
+
2025-07-08 15:36:51,507 INFO MainThread:709301 [wandb_setup.py:_flush():68] Loading settings from environment variables
|
| 6 |
+
2025-07-08 15:36:51,507 INFO MainThread:709301 [wandb_init.py:setup_run_log_directory():724] Logging user logs to outputs/train/act_so101_test4/wandb/run-20250708_153651-7960mz4z/logs/debug.log
|
| 7 |
+
2025-07-08 15:36:51,507 INFO MainThread:709301 [wandb_init.py:setup_run_log_directory():725] Logging internal logs to outputs/train/act_so101_test4/wandb/run-20250708_153651-7960mz4z/logs/debug-internal.log
|
| 8 |
+
2025-07-08 15:36:51,507 INFO MainThread:709301 [wandb_init.py:init():852] calling init triggers
|
| 9 |
+
2025-07-08 15:36:51,507 INFO MainThread:709301 [wandb_init.py:init():857] wandb.init called with sweep_config: {}
|
| 10 |
+
config: {'dataset': {'repo_id': 'saraparoji/mookrobot', 'root': None, '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]}}}}, 'revision': None, 'use_imagenet_stats': True, 'video_backend': 'torchcodec'}, 'env': None, 'policy': {'type': 'act', 'n_obs_steps': 1, 'normalization_mapping': {'VISUAL': <NormalizationMode.MEAN_STD: 'MEAN_STD'>, 'STATE': <NormalizationMode.MEAN_STD: 'MEAN_STD'>, 'ACTION': <NormalizationMode.MEAN_STD: 'MEAN_STD'>}, 'input_features': {}, 'output_features': {}, 'device': 'cuda', 'use_amp': False, 'push_to_hub': True, 'repo_id': 'saraparoji/trainedpolicy', 'private': None, 'tags': None, 'license': None, 'chunk_size': 100, 'n_action_steps': 100, '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_so101_test4', 'job_name': 'redcube', 'resume': False, 'seed': 1000, 'num_workers': 4, 'batch_size': 8, 'steps': 100000, 'eval_freq': 20000, 'log_freq': 200, 'save_checkpoint': True, 'save_freq': 20000, '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': 'lerobot', 'entity': None, 'notes': None, 'run_id': None, 'mode': None}, '_wandb': {}}
|
| 11 |
+
2025-07-08 15:36:51,507 INFO MainThread:709301 [wandb_init.py:init():893] starting backend
|
| 12 |
+
2025-07-08 15:36:51,507 INFO MainThread:709301 [wandb_init.py:init():897] sending inform_init request
|
| 13 |
+
2025-07-08 15:36:51,509 INFO MainThread:709301 [backend.py:_multiprocessing_setup():101] multiprocessing start_methods=fork,spawn,forkserver, using: spawn
|
| 14 |
+
2025-07-08 15:36:51,509 INFO MainThread:709301 [wandb_init.py:init():907] backend started and connected
|
| 15 |
+
2025-07-08 15:36:51,510 INFO MainThread:709301 [wandb_init.py:init():1002] updated telemetry
|
| 16 |
+
2025-07-08 15:36:51,513 INFO MainThread:709301 [wandb_init.py:init():1026] communicating run to backend with 90.0 second timeout
|
| 17 |
+
2025-07-08 15:36:52,315 INFO MainThread:709301 [wandb_init.py:init():1101] starting run threads in backend
|
| 18 |
+
2025-07-08 15:36:52,391 INFO MainThread:709301 [wandb_run.py:_console_start():2566] atexit reg
|
| 19 |
+
2025-07-08 15:36:52,391 INFO MainThread:709301 [wandb_run.py:_redirect():2414] redirect: wrap_raw
|
| 20 |
+
2025-07-08 15:36:52,391 INFO MainThread:709301 [wandb_run.py:_redirect():2483] Wrapping output streams.
|
| 21 |
+
2025-07-08 15:36:52,391 INFO MainThread:709301 [wandb_run.py:_redirect():2506] Redirects installed.
|
| 22 |
+
2025-07-08 15:36:52,392 INFO MainThread:709301 [wandb_init.py:init():1147] run started, returning control to user process
|
| 23 |
+
2025-07-08 15:36:54,954 INFO MsgRouterThr:709301 [mailbox.py:close():129] [no run ID] Closing mailbox, abandoning 1 handles.
|
act_so101_test4/wandb/run-20250708_153651-7960mz4z/files/config.yaml
ADDED
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@@ -0,0 +1,168 @@
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| 1 |
+
_wandb:
|
| 2 |
+
value:
|
| 3 |
+
cli_version: 0.19.10
|
| 4 |
+
m: []
|
| 5 |
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python_version: 3.10.13
|
| 6 |
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t:
|
| 7 |
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"1":
|
| 8 |
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- 1
|
| 9 |
+
- 41
|
| 10 |
+
- 49
|
| 11 |
+
- 51
|
| 12 |
+
- 55
|
| 13 |
+
"2":
|
| 14 |
+
- 1
|
| 15 |
+
- 41
|
| 16 |
+
- 49
|
| 17 |
+
- 51
|
| 18 |
+
- 55
|
| 19 |
+
"3":
|
| 20 |
+
- 13
|
| 21 |
+
- 15
|
| 22 |
+
- 16
|
| 23 |
+
- 23
|
| 24 |
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- 55
|
| 25 |
+
"4": 3.10.13
|
| 26 |
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"5": 0.19.10
|
| 27 |
+
"8":
|
| 28 |
+
- 5
|
| 29 |
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"10":
|
| 30 |
+
- 21
|
| 31 |
+
"12": 0.19.10
|
| 32 |
+
"13": linux-x86_64
|
| 33 |
+
batch_size:
|
| 34 |
+
value: 8
|
| 35 |
+
dataset:
|
| 36 |
+
value:
|
| 37 |
+
episodes: null
|
| 38 |
+
image_transforms:
|
| 39 |
+
enable: false
|
| 40 |
+
max_num_transforms: 3
|
| 41 |
+
random_order: false
|
| 42 |
+
tfs:
|
| 43 |
+
brightness:
|
| 44 |
+
kwargs:
|
| 45 |
+
brightness:
|
| 46 |
+
- 0.8
|
| 47 |
+
- 1.2
|
| 48 |
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type: ColorJitter
|
| 49 |
+
weight: 1
|
| 50 |
+
contrast:
|
| 51 |
+
kwargs:
|
| 52 |
+
contrast:
|
| 53 |
+
- 0.8
|
| 54 |
+
- 1.2
|
| 55 |
+
type: ColorJitter
|
| 56 |
+
weight: 1
|
| 57 |
+
hue:
|
| 58 |
+
kwargs:
|
| 59 |
+
hue:
|
| 60 |
+
- -0.05
|
| 61 |
+
- 0.05
|
| 62 |
+
type: ColorJitter
|
| 63 |
+
weight: 1
|
| 64 |
+
saturation:
|
| 65 |
+
kwargs:
|
| 66 |
+
saturation:
|
| 67 |
+
- 0.5
|
| 68 |
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- 1.5
|
| 69 |
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type: ColorJitter
|
| 70 |
+
weight: 1
|
| 71 |
+
sharpness:
|
| 72 |
+
kwargs:
|
| 73 |
+
sharpness:
|
| 74 |
+
- 0.5
|
| 75 |
+
- 1.5
|
| 76 |
+
type: SharpnessJitter
|
| 77 |
+
weight: 1
|
| 78 |
+
repo_id: saraparoji/mookrobot
|
| 79 |
+
revision: null
|
| 80 |
+
root: null
|
| 81 |
+
use_imagenet_stats: true
|
| 82 |
+
video_backend: torchcodec
|
| 83 |
+
env:
|
| 84 |
+
value: null
|
| 85 |
+
eval:
|
| 86 |
+
value:
|
| 87 |
+
batch_size: 50
|
| 88 |
+
n_episodes: 50
|
| 89 |
+
use_async_envs: false
|
| 90 |
+
eval_freq:
|
| 91 |
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value: 20000
|
| 92 |
+
job_name:
|
| 93 |
+
value: redcube
|
| 94 |
+
log_freq:
|
| 95 |
+
value: 200
|
| 96 |
+
num_workers:
|
| 97 |
+
value: 4
|
| 98 |
+
optimizer:
|
| 99 |
+
value:
|
| 100 |
+
betas:
|
| 101 |
+
- 0.9
|
| 102 |
+
- 0.999
|
| 103 |
+
eps: 1e-08
|
| 104 |
+
grad_clip_norm: 10
|
| 105 |
+
lr: 1e-05
|
| 106 |
+
type: adamw
|
| 107 |
+
weight_decay: 0.0001
|
| 108 |
+
output_dir:
|
| 109 |
+
value: outputs/train/act_so101_test4
|
| 110 |
+
policy:
|
| 111 |
+
value:
|
| 112 |
+
chunk_size: 100
|
| 113 |
+
device: cuda
|
| 114 |
+
dim_feedforward: 3200
|
| 115 |
+
dim_model: 512
|
| 116 |
+
dropout: 0.1
|
| 117 |
+
feedforward_activation: relu
|
| 118 |
+
kl_weight: 10
|
| 119 |
+
latent_dim: 32
|
| 120 |
+
license: null
|
| 121 |
+
n_action_steps: 100
|
| 122 |
+
n_decoder_layers: 1
|
| 123 |
+
n_encoder_layers: 4
|
| 124 |
+
n_heads: 8
|
| 125 |
+
n_obs_steps: 1
|
| 126 |
+
n_vae_encoder_layers: 4
|
| 127 |
+
normalization_mapping:
|
| 128 |
+
ACTION: MEAN_STD
|
| 129 |
+
STATE: MEAN_STD
|
| 130 |
+
VISUAL: MEAN_STD
|
| 131 |
+
optimizer_lr: 1e-05
|
| 132 |
+
optimizer_lr_backbone: 1e-05
|
| 133 |
+
optimizer_weight_decay: 0.0001
|
| 134 |
+
pre_norm: false
|
| 135 |
+
pretrained_backbone_weights: ResNet18_Weights.IMAGENET1K_V1
|
| 136 |
+
private: null
|
| 137 |
+
push_to_hub: true
|
| 138 |
+
replace_final_stride_with_dilation: false
|
| 139 |
+
repo_id: saraparoji/trainedpolicy
|
| 140 |
+
tags: null
|
| 141 |
+
temporal_ensemble_coeff: null
|
| 142 |
+
type: act
|
| 143 |
+
use_amp: false
|
| 144 |
+
use_vae: true
|
| 145 |
+
vision_backbone: resnet18
|
| 146 |
+
resume:
|
| 147 |
+
value: false
|
| 148 |
+
save_checkpoint:
|
| 149 |
+
value: true
|
| 150 |
+
save_freq:
|
| 151 |
+
value: 20000
|
| 152 |
+
scheduler:
|
| 153 |
+
value: null
|
| 154 |
+
seed:
|
| 155 |
+
value: 1000
|
| 156 |
+
steps:
|
| 157 |
+
value: 100000
|
| 158 |
+
use_policy_training_preset:
|
| 159 |
+
value: true
|
| 160 |
+
wandb:
|
| 161 |
+
value:
|
| 162 |
+
disable_artifact: false
|
| 163 |
+
enable: true
|
| 164 |
+
entity: null
|
| 165 |
+
mode: null
|
| 166 |
+
notes: null
|
| 167 |
+
project: lerobot
|
| 168 |
+
run_id: null
|
act_so101_test4/wandb/run-20250708_153651-7960mz4z/files/output.log
ADDED
|
@@ -0,0 +1,61 @@
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|
| 1 |
+
[1m[34mLogs will be synced with wandb.[0m
|
| 2 |
+
INFO 2025-07-08 15:36:52 db_utils.py:103 Track this run --> [1m[33mhttps://wandb.ai/ayomookk-kuas-/lerobot/runs/7960mz4z[0m
|
| 3 |
+
INFO 2025-07-08 15:36:52 ts/train.py:127 Creating dataset
|
| 4 |
+
Resolving data files: 100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 50/50 [00:00<00:00, 415277.62it/s]
|
| 5 |
+
INFO 2025-07-08 15:36:53 ts/train.py:138 Creating policy
|
| 6 |
+
INFO 2025-07-08 15:36:54 ts/train.py:144 Creating optimizer and scheduler
|
| 7 |
+
INFO 2025-07-08 15:36:54 ts/train.py:156 [1m[33mOutput dir:[0m outputs/train/act_so101_test4
|
| 8 |
+
INFO 2025-07-08 15:36:54 ts/train.py:159 cfg.steps=100000 (100K)
|
| 9 |
+
INFO 2025-07-08 15:36:54 ts/train.py:160 dataset.num_frames=17724 (18K)
|
| 10 |
+
INFO 2025-07-08 15:36:54 ts/train.py:161 dataset.num_episodes=50
|
| 11 |
+
INFO 2025-07-08 15:36:54 ts/train.py:162 num_learnable_params=51597190 (52M)
|
| 12 |
+
INFO 2025-07-08 15:36:54 ts/train.py:163 num_total_params=51597232 (52M)
|
| 13 |
+
INFO 2025-07-08 15:36:54 ts/train.py:202 Start offline training on a fixed dataset
|
| 14 |
+
Traceback (most recent call last):
|
| 15 |
+
File "/home/cvl/miniconda3/envs/lerobot/lib/python3.10/runpy.py", line 196, in _run_module_as_main
|
| 16 |
+
return _run_code(code, main_globals, None,
|
| 17 |
+
File "/home/cvl/miniconda3/envs/lerobot/lib/python3.10/runpy.py", line 86, in _run_code
|
| 18 |
+
exec(code, run_globals)
|
| 19 |
+
File "/home/cvl/lerobot/lerobot/scripts/train.py", line 291, in <module>
|
| 20 |
+
train()
|
| 21 |
+
File "/home/cvl/lerobot/lerobot/configs/parser.py", line 226, in wrapper_inner
|
| 22 |
+
response = fn(cfg, *args, **kwargs)
|
| 23 |
+
File "/home/cvl/lerobot/lerobot/scripts/train.py", line 205, in train
|
| 24 |
+
batch = next(dl_iter)
|
| 25 |
+
File "/home/cvl/lerobot/lerobot/common/datasets/utils.py", line 641, in cycle
|
| 26 |
+
yield next(iterator)
|
| 27 |
+
File "/home/cvl/miniconda3/envs/lerobot/lib/python3.10/site-packages/torch/utils/data/dataloader.py", line 631, in __next__
|
| 28 |
+
data = self._next_data()
|
| 29 |
+
File "/home/cvl/miniconda3/envs/lerobot/lib/python3.10/site-packages/torch/utils/data/dataloader.py", line 1346, in _next_data
|
| 30 |
+
return self._process_data(data)
|
| 31 |
+
File "/home/cvl/miniconda3/envs/lerobot/lib/python3.10/site-packages/torch/utils/data/dataloader.py", line 1372, in _process_data
|
| 32 |
+
data.reraise()
|
| 33 |
+
File "/home/cvl/miniconda3/envs/lerobot/lib/python3.10/site-packages/torch/_utils.py", line 705, in reraise
|
| 34 |
+
raise exception
|
| 35 |
+
ImportError: Caught ImportError in DataLoader worker process 0.
|
| 36 |
+
Original Traceback (most recent call last):
|
| 37 |
+
File "/home/cvl/miniconda3/envs/lerobot/lib/python3.10/site-packages/torch/utils/data/_utils/worker.py", line 308, in _worker_loop
|
| 38 |
+
data = fetcher.fetch(index) # type: ignore[possibly-undefined]
|
| 39 |
+
File "/home/cvl/miniconda3/envs/lerobot/lib/python3.10/site-packages/torch/utils/data/_utils/fetch.py", line 51, in fetch
|
| 40 |
+
data = [self.dataset[idx] for idx in possibly_batched_index]
|
| 41 |
+
File "/home/cvl/miniconda3/envs/lerobot/lib/python3.10/site-packages/torch/utils/data/_utils/fetch.py", line 51, in <listcomp>
|
| 42 |
+
data = [self.dataset[idx] for idx in possibly_batched_index]
|
| 43 |
+
File "/home/cvl/lerobot/lerobot/common/datasets/lerobot_dataset.py", line 717, in __getitem__
|
| 44 |
+
video_frames = self._query_videos(query_timestamps, ep_idx)
|
| 45 |
+
File "/home/cvl/lerobot/lerobot/common/datasets/lerobot_dataset.py", line 689, in _query_videos
|
| 46 |
+
frames = decode_video_frames(video_path, query_ts, self.tolerance_s, self.video_backend)
|
| 47 |
+
File "/home/cvl/lerobot/lerobot/common/datasets/video_utils.py", line 65, in decode_video_frames
|
| 48 |
+
return decode_video_frames_torchcodec(video_path, timestamps, tolerance_s)
|
| 49 |
+
File "/home/cvl/lerobot/lerobot/common/datasets/video_utils.py", line 189, in decode_video_frames_torchcodec
|
| 50 |
+
from torchcodec.decoders import VideoDecoder
|
| 51 |
+
File "/home/cvl/miniconda3/envs/lerobot/lib/python3.10/site-packages/torchcodec/__init__.py", line 10, in <module>
|
| 52 |
+
from . import decoders, samplers # noqa
|
| 53 |
+
File "/home/cvl/miniconda3/envs/lerobot/lib/python3.10/site-packages/torchcodec/decoders/__init__.py", line 7, in <module>
|
| 54 |
+
from .._core import AudioStreamMetadata, VideoStreamMetadata
|
| 55 |
+
File "/home/cvl/miniconda3/envs/lerobot/lib/python3.10/site-packages/torchcodec/_core/__init__.py", line 8, in <module>
|
| 56 |
+
from ._metadata import (
|
| 57 |
+
File "/home/cvl/miniconda3/envs/lerobot/lib/python3.10/site-packages/torchcodec/_core/_metadata.py", line 15, in <module>
|
| 58 |
+
from torchcodec._core.ops import (
|
| 59 |
+
File "/home/cvl/miniconda3/envs/lerobot/lib/python3.10/site-packages/torchcodec/_core/ops.py", line 14, in <module>
|
| 60 |
+
from torch.library import get_ctx, register_fake
|
| 61 |
+
ImportError: cannot import name 'register_fake' from 'torch.library' (/home/cvl/miniconda3/envs/lerobot/lib/python3.10/site-packages/torch/library.py)
|
act_so101_test4/wandb/run-20250708_153651-7960mz4z/files/requirements.txt
ADDED
|
@@ -0,0 +1,135 @@
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|
| 1 |
+
numpy==2.2.4
|
| 2 |
+
dill==0.3.8
|
| 3 |
+
nvidia-nvjitlink-cu12==12.4.127
|
| 4 |
+
gitdb==4.0.12
|
| 5 |
+
zarr==2.18.3
|
| 6 |
+
setuptools==75.8.0
|
| 7 |
+
pytz==2025.2
|
| 8 |
+
nvidia-nccl-cu12==2.20.5
|
| 9 |
+
antlr4-python3-runtime==4.9.3
|
| 10 |
+
pydantic_core==2.33.1
|
| 11 |
+
cffi==1.17.1
|
| 12 |
+
wandb==0.19.10
|
| 13 |
+
nvidia-cudnn-cu12==8.9.2.26
|
| 14 |
+
mypy_extensions==1.1.0
|
| 15 |
+
pfzy==0.3.4
|
| 16 |
+
fasteners==0.19
|
| 17 |
+
aiosignal==1.3.2
|
| 18 |
+
certifi==2025.6.15
|
| 19 |
+
nvidia-cuda-nvrtc-cu12==12.1.105
|
| 20 |
+
async-timeout==5.0.1
|
| 21 |
+
huggingface-hub==0.30.2
|
| 22 |
+
GitPython==3.1.44
|
| 23 |
+
frozenlist==1.6.0
|
| 24 |
+
torchaudio==2.3.0+cu121
|
| 25 |
+
PyYAML==6.0.2
|
| 26 |
+
draccus==0.10.0
|
| 27 |
+
safetensors==0.5.3
|
| 28 |
+
cloudpickle==3.1.1
|
| 29 |
+
typing_extensions==4.13.2
|
| 30 |
+
platformdirs==4.3.7
|
| 31 |
+
evdev==1.9.1
|
| 32 |
+
Farama-Notifications==0.0.4
|
| 33 |
+
multidict==6.4.3
|
| 34 |
+
nvidia-cusparse-cu12==12.1.0.106
|
| 35 |
+
sentry-sdk==2.26.1
|
| 36 |
+
networkx==3.4.2
|
| 37 |
+
docker-pycreds==0.4.0
|
| 38 |
+
cmake==4.0.0
|
| 39 |
+
pandas==2.2.3
|
| 40 |
+
torchcodec==0.3.0
|
| 41 |
+
multiprocess==0.70.16
|
| 42 |
+
protobuf==6.30.2
|
| 43 |
+
pyzmq==26.4.0
|
| 44 |
+
python-xlib==0.33
|
| 45 |
+
urllib3==2.4.0
|
| 46 |
+
opencv-python-headless==4.11.0
|
| 47 |
+
h5py==3.13.0
|
| 48 |
+
requests==2.32.3
|
| 49 |
+
numba==0.61.2
|
| 50 |
+
annotated-types==0.7.0
|
| 51 |
+
nvidia-cusparselt-cu12==0.6.2
|
| 52 |
+
six==1.17.0
|
| 53 |
+
tqdm==4.67.1
|
| 54 |
+
nvidia-cuda-runtime-cu12==12.1.105
|
| 55 |
+
pyyaml-include==1.4.1
|
| 56 |
+
regex==2024.11.6
|
| 57 |
+
Werkzeug==3.1.3
|
| 58 |
+
blinker==1.9.0
|
| 59 |
+
attrs==25.3.0
|
| 60 |
+
yarl==1.20.0
|
| 61 |
+
mpmath==1.3.0
|
| 62 |
+
typing-inspect==0.9.0
|
| 63 |
+
nvidia-cuda-cupti-cu12==12.1.105
|
| 64 |
+
importlib_metadata==8.6.1
|
| 65 |
+
termcolor==3.0.1
|
| 66 |
+
wcwidth==0.2.13
|
| 67 |
+
itsdangerous==2.2.0
|
| 68 |
+
idna==3.10
|
| 69 |
+
imageio-ffmpeg==0.6.0
|
| 70 |
+
hf_transfer==0.1.9
|
| 71 |
+
smmap==5.0.2
|
| 72 |
+
beautifulsoup4==4.13.4
|
| 73 |
+
nvidia-cublas-cu12==12.1.3.1
|
| 74 |
+
nvidia-nvtx-cu12==12.1.105
|
| 75 |
+
einops==0.8.1
|
| 76 |
+
aiohappyeyeballs==2.6.1
|
| 77 |
+
lerobot==0.1.0
|
| 78 |
+
numcodecs==0.13.1
|
| 79 |
+
pynput==1.8.1
|
| 80 |
+
nvidia-cusolver-cu12==11.4.5.107
|
| 81 |
+
gymnasium==0.29.1
|
| 82 |
+
pip==25.0
|
| 83 |
+
jsonlines==4.0.0
|
| 84 |
+
opencv-python==4.11.0
|
| 85 |
+
imageio==2.37.0
|
| 86 |
+
numpy==2.2.5
|
| 87 |
+
MarkupSafe==3.0.2
|
| 88 |
+
toml==0.10.2
|
| 89 |
+
Flask==3.1.0
|
| 90 |
+
inquirerpy==0.3.4
|
| 91 |
+
orderly-set==5.4.0
|
| 92 |
+
triton==2.3.0
|
| 93 |
+
psutil==7.0.0
|
| 94 |
+
nvidia-cufft-cu12==11.0.2.54
|
| 95 |
+
typing-inspection==0.4.0
|
| 96 |
+
asciitree==0.3.3
|
| 97 |
+
pyserial==3.5
|
| 98 |
+
torch==2.3.0+cu121
|
| 99 |
+
pycparser==2.22
|
| 100 |
+
torchvision==0.18.0+cu121
|
| 101 |
+
setproctitle==1.3.5
|
| 102 |
+
feetech-servo-sdk==1.0.0
|
| 103 |
+
mergedeep==1.3.4
|
| 104 |
+
tzdata==2025.2
|
| 105 |
+
gdown==5.2.0
|
| 106 |
+
charset-normalizer==3.4.1
|
| 107 |
+
nvidia-curand-cu12==10.3.2.106
|
| 108 |
+
zipp==3.21.0
|
| 109 |
+
propcache==0.3.1
|
| 110 |
+
python-dateutil==2.9.0.post0
|
| 111 |
+
filelock==3.18.0
|
| 112 |
+
pymunk==6.11.1
|
| 113 |
+
click==8.1.8
|
| 114 |
+
omegaconf==2.3.0
|
| 115 |
+
datasets==3.5.0
|
| 116 |
+
scipy==1.15.3
|
| 117 |
+
pydantic==2.11.3
|
| 118 |
+
pillow==11.2.1
|
| 119 |
+
av==14.3.0
|
| 120 |
+
llvmlite==0.44.0
|
| 121 |
+
pyav==14.2.1
|
| 122 |
+
soupsieve==2.7
|
| 123 |
+
PySocks==1.7.1
|
| 124 |
+
aiohttp==3.11.18
|
| 125 |
+
rerun-sdk==0.22.1
|
| 126 |
+
fsspec==2024.12.0
|
| 127 |
+
wheel==0.45.1
|
| 128 |
+
deepdiff==8.4.2
|
| 129 |
+
prompt_toolkit==3.0.51
|
| 130 |
+
sympy==1.13.1
|
| 131 |
+
packaging==25.0
|
| 132 |
+
pyarrow==19.0.1
|
| 133 |
+
xxhash==3.5.0
|
| 134 |
+
Jinja2==3.1.6
|
| 135 |
+
diffusers==0.33.1
|