Robotics
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  1. .gitattributes +1 -0
  2. act_so101_test/wandb/debug-internal.log +15 -0
  3. act_so101_test/wandb/debug.log +23 -0
  4. act_so101_test/wandb/run-20250708_152302-plgk0n9c/files/config.yaml +168 -0
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  18. act_so101_test1/wandb/run-20250708_152712-104piws7/files/wandb-metadata.json +48 -0
  19. act_so101_test1/wandb/run-20250708_152712-104piws7/files/wandb-summary.json +1 -0
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  25. act_so101_test2/wandb/debug.log +23 -0
  26. act_so101_test2/wandb/run-20250708_153056-2aeyl5mh/files/config.yaml +168 -0
  27. act_so101_test2/wandb/run-20250708_153056-2aeyl5mh/files/output.log +61 -0
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  29. act_so101_test2/wandb/run-20250708_153056-2aeyl5mh/files/wandb-metadata.json +48 -0
  30. act_so101_test2/wandb/run-20250708_153056-2aeyl5mh/files/wandb-summary.json +1 -0
  31. act_so101_test2/wandb/run-20250708_153056-2aeyl5mh/logs/debug-core.log +13 -0
  32. act_so101_test2/wandb/run-20250708_153056-2aeyl5mh/logs/debug-internal.log +15 -0
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  37. act_so101_test3/wandb/run-20250708_153334-dtgo7c1n/files/config.yaml +168 -0
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  39. act_so101_test3/wandb/run-20250708_153334-dtgo7c1n/files/requirements.txt +151 -0
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  49. act_so101_test4/wandb/run-20250708_153651-7960mz4z/files/output.log +61 -0
  50. act_so101_test4/wandb/run-20250708_153651-7960mz4z/files/requirements.txt +135 -0
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+ INFO 2025-07-08 15:23:02 db_utils.py:103 Track this run --> https://wandb.ai/ayomookk-kuas-/lerobot/runs/plgk0n9c
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+ INFO 2025-07-08 15:23:02 ts/train.py:127 Creating dataset
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+ INFO 2025-07-08 15:23:03 ts/train.py:138 Creating policy
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+ Downloading: "https://download.pytorch.org/models/resnet18-f37072fd.pth" to /home/cvl/.cache/torch/hub/checkpoints/resnet18-f37072fd.pth
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+ INFO 2025-07-08 15:23:04 ts/train.py:144 Creating optimizer and scheduler
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+ INFO 2025-07-08 15:23:04 ts/train.py:156 Output dir: outputs/train/act_so101_test
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+ INFO 2025-07-08 15:23:04 ts/train.py:159 cfg.steps=100000 (100K)
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+ INFO 2025-07-08 15:23:04 ts/train.py:163 num_total_params=51597232 (52M)
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+ 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 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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
+ 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
+ python-xlib==0.33
44
+ urllib3==2.4.0
45
+ opencv-python-headless==4.11.0
46
+ h5py==3.13.0
47
+ triton==3.2.0
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==12.4.127
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
+ importlib_metadata==8.6.1
64
+ certifi==2025.1.31
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_test/wandb/run-20250708_152302-plgk0n9c/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": "2025-07-08T06:23:02.126390Z",
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
+ "remote": "https://github.com/huggingface/lerobot.git",
17
+ "commit": "483be9aac217c2d8ef16982490f22b2ad091ab46"
18
+ },
19
+ "root": "outputs/train/act_so101_test",
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",
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+ "used": "102579359744"
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+ }
31
+ },
32
+ "memory": {
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+ "total": "67344654336"
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+ },
35
+ "cpu": {
36
+ "count": 8,
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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_test/wandb/run-20250708_152302-plgk0n9c/files/wandb-summary.json ADDED
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1
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act_so101_test/wandb/run-20250708_152302-plgk0n9c/logs/debug-core.log ADDED
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1
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2
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3
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4
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5
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6
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7
+ {"time":"2025-07-08T15:23:05.135445453+09:00","level":"INFO","msg":"handleInformTeardown: server teardown initiated","id":"127.0.0.1:51054"}
8
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9
+ {"time":"2025-07-08T15:23:05.135508862+09:00","level":"INFO","msg":"server is shutting down"}
10
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11
+ {"time":"2025-07-08T15:23:06.483001715+09:00","level":"INFO","msg":"handleInformTeardown: server shutdown complete","id":"127.0.0.1:51054"}
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
+ {"time":"2025-07-08T15:23:02.431783026+09:00","level":"INFO","msg":"handler: started","stream_id":"plgk0n9c"}
6
+ {"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
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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
+ 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
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10
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136
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1
+ Logs will be synced with wandb.
2
+ INFO 2025-07-08 15:27:13 db_utils.py:103 Track this run --> https://wandb.ai/ayomookk-kuas-/lerobot/runs/104piws7
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 Output dir: 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 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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
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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
+ },
19
+ "root": "outputs/train/act_so101_test1",
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,
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+ "disk": {
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+ "/": {
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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_test1/wandb/run-20250708_152712-104piws7/files/wandb-summary.json ADDED
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1
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act_so101_test1/wandb/run-20250708_152712-104piws7/logs/debug-core.log ADDED
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1
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13
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act_so101_test1/wandb/run-20250708_152712-104piws7/logs/debug-internal.log ADDED
@@ -0,0 +1,15 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
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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
+ 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
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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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15
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18
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22
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23
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+ _wandb:
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+ cli_version: 0.19.10
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+ python_version: 3.10.13
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+ t:
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+ value:
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+ episodes: null
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+ image_transforms:
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+ brightness:
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+ kwargs:
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+ brightness:
46
+ - 0.8
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+ contrast:
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+ kwargs:
52
+ contrast:
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+ - 0.8
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+ hue:
58
+ kwargs:
59
+ hue:
60
+ - -0.05
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+ kwargs:
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+ kwargs:
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+ sharpness:
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+ weight: 1
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+ repo_id: saraparoji/mookrobot
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+ revision: null
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+ use_imagenet_stats: true
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+ video_backend: torchcodec
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+ env:
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+ value: null
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+ eval:
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105
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106
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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
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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
@@ -0,0 +1,61 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ Logs will be synced with wandb.
2
+ INFO 2025-07-08 15:30:57 db_utils.py:103 Track this run --> https://wandb.ai/ayomookk-kuas-/lerobot/runs/2aeyl5mh
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 Output dir: 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 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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
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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_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/files/config.yaml ADDED
@@ -0,0 +1,168 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ _wandb:
2
+ value:
3
+ cli_version: 0.19.10
4
+ m: []
5
+ python_version: 3.10.13
6
+ t:
7
+ "1":
8
+ - 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
+ - 55
25
+ "4": 3.10.13
26
+ "5": 0.19.10
27
+ "8":
28
+ - 5
29
+ "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
+ 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
+ - 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_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
+ 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_test3/wandb/run-20250708_153334-dtgo7c1n/files/output.log ADDED
@@ -0,0 +1,78 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ Logs will be synced with wandb.
2
+ INFO 2025-07-08 15:33:35 db_utils.py:103 Track this run --> https://wandb.ai/ayomookk-kuas-/lerobot/runs/dtgo7c1n
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 Output dir: 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
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act_so101_test4/wandb/run-20250708_153651-7960mz4z/files/config.yaml ADDED
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+ _wandb:
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+ cli_version: 0.19.10
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+ python_version: 3.10.13
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+ t:
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+ "13": linux-x86_64
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+ batch_size:
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+ dataset:
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+ value:
37
+ episodes: null
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+ image_transforms:
39
+ 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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+ kwargs:
45
+ brightness:
46
+ - 0.8
47
+ - 1.2
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+ type: ColorJitter
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+ weight: 1
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+ contrast:
51
+ kwargs:
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+ contrast:
53
+ - 0.8
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+ - 1.2
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+ type: ColorJitter
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+ weight: 1
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+ hue:
58
+ kwargs:
59
+ hue:
60
+ - -0.05
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+ - 0.05
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+ type: ColorJitter
63
+ weight: 1
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+ saturation:
65
+ kwargs:
66
+ saturation:
67
+ - 0.5
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+ type: ColorJitter
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+ weight: 1
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+ sharpness:
72
+ kwargs:
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+ sharpness:
74
+ - 0.5
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+ - 1.5
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+ type: SharpnessJitter
77
+ weight: 1
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+ repo_id: saraparoji/mookrobot
79
+ revision: null
80
+ root: null
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+ 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
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+ num_workers:
97
+ value: 4
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+ optimizer:
99
+ value:
100
+ betas:
101
+ - 0.9
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+ - 0.999
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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_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 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ Logs will be synced with wandb.
2
+ INFO 2025-07-08 15:36:52 db_utils.py:103 Track this run --> https://wandb.ai/ayomookk-kuas-/lerobot/runs/7960mz4z
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 Output dir: 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 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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