Instructions to use Chaenn/diffusion_so101_cube_multitask_0724 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- LeRobot
How to use Chaenn/diffusion_so101_cube_multitask_0724 with LeRobot:
# No code snippets available yet for this library. # To use this model, check the repository files and the library's documentation. # Want to help? PRs adding snippets are welcome at: # https://github.com/huggingface/huggingface.js
- Notebooks
- Google Colab
- Kaggle
Upload folder using huggingface_hub
Browse files- .gitattributes +1 -0
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- wandb/run-20260724_180847-lqqse51n/run-lqqse51n.wandb +3 -0
.gitattributes
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{"time":"2026-07-24T18:35:16.31221796+09:00","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
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{"time":"2026-07-24T18:35:16.312540995+09:00","level":"INFO","msg":"stream: finishing up"}
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{"time":"2026-07-24T18:35:16.312585192+09:00","level":"INFO","msg":"handler: closed"}
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{"time":"2026-07-24T18:35:16.31264971+09:00","level":"INFO","msg":"sender: closed"}
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wandb/debug.log
ADDED
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2026-07-24 18:08:47,023 INFO MainThread:184127 [wandb_setup.py:_flush():81] Current SDK version is 0.27.0
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2026-07-24 18:08:47,023 INFO MainThread:184127 [wandb_setup.py:_flush():81] Loading settings from environment variables
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| 5 |
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2026-07-24 18:08:47,024 INFO MainThread:184127 [wandb_init.py:setup_run_log_directory():724] Logging internal logs to outputs/train/so101_multitask_diffusion_0724/wandb/run-20260724_180847-lqqse51n/logs/debug-internal.log
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2026-07-24 18:08:47,024 INFO MainThread:184127 [wandb_init.py:init():851] calling init triggers
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2026-07-24 18:08:47,024 INFO MainThread:184127 [wandb_init.py:init():856] wandb.init called with sweep_config: {}
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| 8 |
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config: {'dataset': {'repo_id': 'Chaenn/so101_cube_multitask_0724', '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]}}, 'affine': {'weight': 1.0, 'type': 'RandomAffine', 'kwargs': {'degrees': [-5.0, 5.0], 'translate': [0.05, 0.05]}}}}, 'revision': None, 'use_imagenet_stats': True, 'video_backend': 'torchcodec', 'return_uint8': False, 'streaming': False}, 'env': None, 'policy': {'type': 'diffusion', 'n_obs_steps': 2, 'input_features': {}, 'output_features': {}, 'device': 'cuda', 'use_amp': False, 'use_peft': False, 'push_to_hub': True, 'repo_id': 'Chaenn/diffusion_so101_cube_multitask_0724', 'private': None, 'tags': None, 'license': None, 'pretrained_path': None, 'horizon': 32, 'n_action_steps': 15, 'normalization_mapping': {'VISUAL': <NormalizationMode.MEAN_STD: 'MEAN_STD'>, 'STATE': <NormalizationMode.MIN_MAX: 'MIN_MAX'>, 'ACTION': <NormalizationMode.MIN_MAX: 'MIN_MAX'>}, 'drop_n_last_frames': 7, 'vision_backbone': 'resnet18', 'resize_shape': None, 'crop_ratio': 1.0, 'crop_shape': None, 'crop_is_random': True, 'pretrained_backbone_weights': None, 'use_group_norm': True, 'spatial_softmax_num_keypoints': 32, 'use_separate_rgb_encoder_per_camera': False, 'down_dims': [512, 1024, 2048], 'kernel_size': 5, 'n_groups': 8, 'diffusion_step_embed_dim': 128, 'use_film_scale_modulation': True, 'noise_scheduler_type': 'DDPM', 'num_train_timesteps': 100, 'beta_schedule': 'squaredcos_cap_v2', 'beta_start': 0.0001, 'beta_end': 0.02, 'prediction_type': 'epsilon', 'clip_sample': True, 'clip_sample_range': 1.0, 'num_inference_steps': None, 'compile_model': False, 'compile_mode': 'reduce-overhead', 'do_mask_loss_for_padding': False, 'optimizer_lr': 0.0001, 'optimizer_betas': [0.95, 0.999], 'optimizer_eps': 1e-08, 'optimizer_weight_decay': 1e-06, 'scheduler_name': 'cosine', 'scheduler_warmup_steps': 500}, 'reward_model': None, 'output_dir': 'outputs/train/so101_multitask_diffusion_0724', 'job_name': 'so101_cube_diffusion', 'resume': False, 'seed': 1000, 'cudnn_deterministic': False, 'num_workers': 4, 'batch_size': 32, 'prefetch_factor': 4, 'persistent_workers': True, 'steps': 200000, 'eval_freq': 20000, 'log_freq': 200, 'tolerance_s': 0.0001, 'save_checkpoint': True, 'save_freq': 10000, 'use_policy_training_preset': True, 'optimizer': {'type': 'adam', 'lr': 0.0001, 'weight_decay': 1e-06, 'grad_clip_norm': 10.0, 'betas': [0.95, 0.999], 'eps': 1e-08}, 'scheduler': {'type': 'diffuser', 'num_warmup_steps': 500, 'name': 'cosine'}, 'eval': {'n_episodes': 50, 'batch_size': 44, 'use_async_envs': True}, 'wandb': {'enable': True, 'disable_artifact': False, 'project': 'diffusion_so101_cube_multitask_0724_training', 'entity': None, 'notes': None, 'run_id': None, 'mode': None, 'add_tags': True}, 'peft': None, 'sample_weighting': None, 'rename_map': {}, 'checkpoint_path': None, '_wandb': {}}
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2026-07-24 18:08:47,024 INFO MainThread:184127 [wandb_init.py:init():899] starting backend
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2026-07-24 18:08:47,629 INFO MainThread:184127 [wandb_init.py:init():1012] communicating run to backend with 90.0 second timeout
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| 14 |
+
2026-07-24 18:08:48,172 INFO MainThread:184127 [wandb_init.py:init():1057] starting run threads in backend
|
| 15 |
+
2026-07-24 18:08:48,275 INFO MainThread:184127 [wandb_run.py:_console_start():2509] atexit reg
|
| 16 |
+
2026-07-24 18:08:48,275 INFO MainThread:184127 [wandb_run.py:_redirect():2359] redirect: wrap_raw
|
| 17 |
+
2026-07-24 18:08:48,275 INFO MainThread:184127 [wandb_run.py:_redirect():2428] Wrapping output streams.
|
| 18 |
+
2026-07-24 18:08:48,275 INFO MainThread:184127 [wandb_run.py:_redirect():2451] Redirects installed.
|
| 19 |
+
2026-07-24 18:08:48,278 INFO MainThread:184127 [wandb_init.py:init():1095] run started, returning control to user process
|
| 20 |
+
2026-07-24 18:31:25,953 INFO wandb-AsyncioManager-main:184127 [service_client.py:_forward_responses():122] Reached EOF.
|
| 21 |
+
2026-07-24 18:31:25,953 INFO wandb-AsyncioManager-main:184127 [mailbox.py:close():154] Closing mailbox, abandoning 1 handles.
|
| 22 |
+
2026-07-24 18:31:28,520 ERROR wandb-AsyncioManager-main:184127 [asyncio_manager.py:fn_wrap_exceptions():184] Uncaught exception in run_soon callback.
|
| 23 |
+
Traceback (most recent call last):
|
| 24 |
+
File "/home/grad26/miniforge3/envs/lerobot/lib/python3.12/site-packages/wandb/sdk/lib/asyncio_manager.py", line 182, in fn_wrap_exceptions
|
| 25 |
+
await fn()
|
| 26 |
+
File "/home/grad26/miniforge3/envs/lerobot/lib/python3.12/site-packages/wandb/sdk/lib/run_messages.py", line 105, in loop
|
| 27 |
+
await self._poll_and_print(timeout=None)
|
| 28 |
+
File "/home/grad26/miniforge3/envs/lerobot/lib/python3.12/site-packages/wandb/sdk/lib/run_messages.py", line 133, in _poll_and_print
|
| 29 |
+
handle = await self._interface.deliver_async(request)
|
| 30 |
+
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
|
| 31 |
+
File "/home/grad26/miniforge3/envs/lerobot/lib/python3.12/site-packages/wandb/sdk/interface/interface_sock.py", line 58, in deliver_async
|
| 32 |
+
handle = await self._client.deliver(request)
|
| 33 |
+
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
|
| 34 |
+
File "/home/grad26/miniforge3/envs/lerobot/lib/python3.12/site-packages/wandb/sdk/lib/service/service_client.py", line 57, in deliver
|
| 35 |
+
handle = self._mailbox.require_response(request)
|
| 36 |
+
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
|
| 37 |
+
File "/home/grad26/miniforge3/envs/lerobot/lib/python3.12/site-packages/wandb/sdk/mailbox/mailbox.py", line 89, in require_response
|
| 38 |
+
raise MailboxClosedError()
|
| 39 |
+
wandb.sdk.mailbox.mailbox.MailboxClosedError
|
| 40 |
+
2026-07-24 18:31:33,481 ERROR wandb-AsyncioManager-main:184127 [asyncio_manager.py:fn_wrap_exceptions():184] Uncaught exception in run_soon callback.
|
| 41 |
+
Traceback (most recent call last):
|
| 42 |
+
File "/home/grad26/miniforge3/envs/lerobot/lib/python3.12/site-packages/wandb/sdk/lib/asyncio_manager.py", line 182, in fn_wrap_exceptions
|
| 43 |
+
await fn()
|
| 44 |
+
File "/home/grad26/miniforge3/envs/lerobot/lib/python3.12/site-packages/wandb/sdk/lib/run_stopping.py", line 87, in loop
|
| 45 |
+
should_stop = await self._check_should_stop()
|
| 46 |
+
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
|
| 47 |
+
File "/home/grad26/miniforge3/envs/lerobot/lib/python3.12/site-packages/wandb/sdk/lib/run_stopping.py", line 115, in _check_should_stop
|
| 48 |
+
handle = await self._interface.deliver_async(request)
|
| 49 |
+
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
|
| 50 |
+
File "/home/grad26/miniforge3/envs/lerobot/lib/python3.12/site-packages/wandb/sdk/interface/interface_sock.py", line 58, in deliver_async
|
| 51 |
+
handle = await self._client.deliver(request)
|
| 52 |
+
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
|
| 53 |
+
File "/home/grad26/miniforge3/envs/lerobot/lib/python3.12/site-packages/wandb/sdk/lib/service/service_client.py", line 57, in deliver
|
| 54 |
+
handle = self._mailbox.require_response(request)
|
| 55 |
+
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
|
| 56 |
+
File "/home/grad26/miniforge3/envs/lerobot/lib/python3.12/site-packages/wandb/sdk/mailbox/mailbox.py", line 89, in require_response
|
| 57 |
+
raise MailboxClosedError()
|
| 58 |
+
wandb.sdk.mailbox.mailbox.MailboxClosedError
|
wandb/run-20260724_180847-lqqse51n/files/config.yaml
ADDED
|
@@ -0,0 +1,302 @@
|
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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: 0.27.0
|
| 4 |
+
e:
|
| 5 |
+
kbcujy7q2qwe0epbhd9t5r5e1k7czxgk:
|
| 6 |
+
args:
|
| 7 |
+
- --dataset.repo_id=Chaenn/so101_cube_multitask_0724
|
| 8 |
+
- --policy.type=diffusion
|
| 9 |
+
- --policy.device=cuda
|
| 10 |
+
- --policy.n_obs_steps=2
|
| 11 |
+
- --policy.horizon=32
|
| 12 |
+
- --policy.n_action_steps=15
|
| 13 |
+
- --batch_size=32
|
| 14 |
+
- --steps=200000
|
| 15 |
+
- --output_dir=outputs/train/so101_multitask_diffusion_0724
|
| 16 |
+
- --job_name=so101_cube_diffusion
|
| 17 |
+
- --save_freq=10000
|
| 18 |
+
- --wandb.enable=true
|
| 19 |
+
- --wandb.project=diffusion_so101_cube_multitask_0724_training
|
| 20 |
+
- --policy.repo_id=Chaenn/diffusion_so101_cube_multitask_0724
|
| 21 |
+
codePath: miniforge3/envs/lerobot/bin/lerobot-train
|
| 22 |
+
codePathLocal: miniforge3/envs/lerobot/bin/lerobot-train
|
| 23 |
+
cpu_count: 32
|
| 24 |
+
cpu_count_logical: 64
|
| 25 |
+
cudaVersion: "12.4"
|
| 26 |
+
disk:
|
| 27 |
+
/:
|
| 28 |
+
total: "1856833818624"
|
| 29 |
+
used: "1025881407488"
|
| 30 |
+
executable: /home/grad26/miniforge3/envs/lerobot/bin/python
|
| 31 |
+
gpu: NVIDIA GeForce RTX 4090
|
| 32 |
+
gpu_count: 8
|
| 33 |
+
gpu_nvidia:
|
| 34 |
+
- architecture: Ada
|
| 35 |
+
cudaCores: 16384
|
| 36 |
+
memoryTotal: "25757220864"
|
| 37 |
+
name: NVIDIA GeForce RTX 4090
|
| 38 |
+
uuid: GPU-931c6609-b18a-5ca6-2cab-2a70f83dbd4e
|
| 39 |
+
- architecture: Ada
|
| 40 |
+
cudaCores: 16384
|
| 41 |
+
memoryTotal: "25757220864"
|
| 42 |
+
name: NVIDIA GeForce RTX 4090
|
| 43 |
+
uuid: GPU-18a447c8-3eea-c690-3f7f-adf0e9789624
|
| 44 |
+
- architecture: Ada
|
| 45 |
+
cudaCores: 16384
|
| 46 |
+
memoryTotal: "25757220864"
|
| 47 |
+
name: NVIDIA GeForce RTX 4090
|
| 48 |
+
uuid: GPU-813c33cd-3310-0056-f3cc-57b46c355014
|
| 49 |
+
- architecture: Ada
|
| 50 |
+
cudaCores: 16384
|
| 51 |
+
memoryTotal: "25757220864"
|
| 52 |
+
name: NVIDIA GeForce RTX 4090
|
| 53 |
+
uuid: GPU-3ee80ae5-6d0a-4301-50a1-ce1575c88ed7
|
| 54 |
+
- architecture: Ada
|
| 55 |
+
cudaCores: 16384
|
| 56 |
+
memoryTotal: "25757220864"
|
| 57 |
+
name: NVIDIA GeForce RTX 4090
|
| 58 |
+
uuid: GPU-31a9f659-e5d8-8c28-a9f5-24abdbc5114d
|
| 59 |
+
- architecture: Ada
|
| 60 |
+
cudaCores: 16384
|
| 61 |
+
memoryTotal: "25757220864"
|
| 62 |
+
name: NVIDIA GeForce RTX 4090
|
| 63 |
+
uuid: GPU-5d6b6e52-3dc9-7949-cf08-62e3a014648e
|
| 64 |
+
- architecture: Ada
|
| 65 |
+
cudaCores: 16384
|
| 66 |
+
memoryTotal: "25757220864"
|
| 67 |
+
name: NVIDIA GeForce RTX 4090
|
| 68 |
+
uuid: GPU-a30b0063-f4dc-d94c-19cc-905c5649fd8b
|
| 69 |
+
- architecture: Ada
|
| 70 |
+
cudaCores: 16384
|
| 71 |
+
memoryTotal: "25757220864"
|
| 72 |
+
name: NVIDIA GeForce RTX 4090
|
| 73 |
+
uuid: GPU-aaaee8f0-1b1e-743a-0ee0-6f4a0049d86c
|
| 74 |
+
host: user
|
| 75 |
+
memory:
|
| 76 |
+
total: "270098366464"
|
| 77 |
+
os: Linux-6.8.0-111-generic-x86_64-with-glibc2.35
|
| 78 |
+
program: /home/grad26/miniforge3/envs/lerobot/bin/lerobot-train
|
| 79 |
+
python: CPython 3.12.13
|
| 80 |
+
root: outputs/train/so101_multitask_diffusion_0724
|
| 81 |
+
startedAt: "2026-07-24T09:08:47.022744Z"
|
| 82 |
+
writerId: kbcujy7q2qwe0epbhd9t5r5e1k7czxgk
|
| 83 |
+
m: []
|
| 84 |
+
python_version: 3.12.13
|
| 85 |
+
t:
|
| 86 |
+
"1":
|
| 87 |
+
- 1
|
| 88 |
+
- 11
|
| 89 |
+
- 41
|
| 90 |
+
- 49
|
| 91 |
+
- 51
|
| 92 |
+
- 71
|
| 93 |
+
- 83
|
| 94 |
+
"2":
|
| 95 |
+
- 1
|
| 96 |
+
- 11
|
| 97 |
+
- 41
|
| 98 |
+
- 49
|
| 99 |
+
- 51
|
| 100 |
+
- 71
|
| 101 |
+
- 83
|
| 102 |
+
"3":
|
| 103 |
+
- 13
|
| 104 |
+
- 15
|
| 105 |
+
- 16
|
| 106 |
+
- 61
|
| 107 |
+
"4": 3.12.13
|
| 108 |
+
"5": 0.27.0
|
| 109 |
+
"6": 5.5.4
|
| 110 |
+
"10":
|
| 111 |
+
- 21
|
| 112 |
+
"12": 0.27.0
|
| 113 |
+
"13": linux-x86_64
|
| 114 |
+
batch_size:
|
| 115 |
+
value: 32
|
| 116 |
+
checkpoint_path:
|
| 117 |
+
value: null
|
| 118 |
+
cudnn_deterministic:
|
| 119 |
+
value: false
|
| 120 |
+
dataset:
|
| 121 |
+
value:
|
| 122 |
+
episodes: null
|
| 123 |
+
image_transforms:
|
| 124 |
+
enable: false
|
| 125 |
+
max_num_transforms: 3
|
| 126 |
+
random_order: false
|
| 127 |
+
tfs:
|
| 128 |
+
affine:
|
| 129 |
+
kwargs:
|
| 130 |
+
degrees:
|
| 131 |
+
- -5
|
| 132 |
+
- 5
|
| 133 |
+
translate:
|
| 134 |
+
- 0.05
|
| 135 |
+
- 0.05
|
| 136 |
+
type: RandomAffine
|
| 137 |
+
weight: 1
|
| 138 |
+
brightness:
|
| 139 |
+
kwargs:
|
| 140 |
+
brightness:
|
| 141 |
+
- 0.8
|
| 142 |
+
- 1.2
|
| 143 |
+
type: ColorJitter
|
| 144 |
+
weight: 1
|
| 145 |
+
contrast:
|
| 146 |
+
kwargs:
|
| 147 |
+
contrast:
|
| 148 |
+
- 0.8
|
| 149 |
+
- 1.2
|
| 150 |
+
type: ColorJitter
|
| 151 |
+
weight: 1
|
| 152 |
+
hue:
|
| 153 |
+
kwargs:
|
| 154 |
+
hue:
|
| 155 |
+
- -0.05
|
| 156 |
+
- 0.05
|
| 157 |
+
type: ColorJitter
|
| 158 |
+
weight: 1
|
| 159 |
+
saturation:
|
| 160 |
+
kwargs:
|
| 161 |
+
saturation:
|
| 162 |
+
- 0.5
|
| 163 |
+
- 1.5
|
| 164 |
+
type: ColorJitter
|
| 165 |
+
weight: 1
|
| 166 |
+
sharpness:
|
| 167 |
+
kwargs:
|
| 168 |
+
sharpness:
|
| 169 |
+
- 0.5
|
| 170 |
+
- 1.5
|
| 171 |
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repo_id: Chaenn/diffusion_so101_cube_multitask_0724
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scheduler_name: cosine
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name: cosine
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project: diffusion_so101_cube_multitask_0724_training
|
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run_id: null
|
wandb/run-20260724_180847-lqqse51n/files/output.log
ADDED
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INFO 2026-07-24 18:08:48 db_utils.py:121 [1m[34mLogs will be synced with wandb.[0m
|
| 2 |
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INFO 2026-07-24 18:08:48 db_utils.py:122 Track this run --> [1m[33mhttps://wandb.ai/codjs2659-pusan-national-university/diffusion_so101_cube_multitask_0724_training/runs/lqqse51n[0m
|
| 3 |
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INFO 2026-07-24 18:08:48 ot_train.py:236 Creating dataset
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Fetching 13 files: 100%|█████████████████████████████████████████████████████████████| 13/13 [00:00<00:00, 16588.36it/s]
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INFO 2026-07-24 18:08:48 eo_utils.py:110 Using video codec: libsvtav1
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Fetching 13 files: 100%|██████████████████████████████████████████████████████████████| 13/13 [00:00<00:00, 8226.61it/s]
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Fetching 45 files: 100%|████████████████████████████████████████████████████████████████| 45/45 [02:45<00:00, 3.67s/it]
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Download complete: : 0.00B [02:45, ?B/s] INFO 2026-07-24 18:11:35 ot_train.py:270 Creating policy 3.94s/it]
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Download complete: : 0.00B [02:45, ?B/s]
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INFO 2026-07-24 18:11:37 ot_train.py:347 Creating optimizer and scheduler
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INFO 2026-07-24 18:11:37 ot_train.py:374 [1m[33mOutput dir:[0m outputs/train/so101_multitask_diffusion_0724
|
| 14 |
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INFO 2026-07-24 18:11:37 ot_train.py:381 cfg.steps=200000 (200K)
|
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+
INFO 2026-07-24 18:11:37 ot_train.py:382 dataset.num_frames=99340 (99K)
|
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INFO 2026-07-24 18:11:37 ot_train.py:383 dataset.num_episodes=87
|
| 17 |
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INFO 2026-07-24 18:11:37 ot_train.py:386 Effective batch size: 32 x 1 = 32
|
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INFO 2026-07-24 18:11:37 ot_train.py:387 num_learnable_params=266622758 (267M)
|
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INFO 2026-07-24 18:11:37 ot_train.py:388 num_total_params=266622758 (267M)
|
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Training: 0%| | 0/200000 [00:00<?, ?step/s]INFO 2026-07-24 18:11:37 ot_train.py:453 Start offline training on a fixed dataset, with effective batch size: 32
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+
Training: 0%| | 200/200000 [01:21<20:49:36, 2.66step/s]INFO 2026-07-24 18:12:59 ot_train.py:488 step:200 smpl:6K ep:6 epch:0.06 loss:0.517 grdn:3.968 lr:2.0e-05 updt_s:0.391 data_s:0.015
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Training: 0%|▏ | 400/200000 [02:36<20:47:15, 2.67step/s]INFO 2026-07-24 18:14:14 ot_train.py:488 step:400 smpl:13K ep:11 epch:0.13 loss:0.081 grdn:2.298 lr:6.0e-05 updt_s:0.365 data_s:0.009
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Training: 0%|▏ | 600/200000 [03:51<20:45:38, 2.67step/s]INFO 2026-07-24 18:15:29 ot_train.py:488 step:600 smpl:19K ep:17 epch:0.19 loss:0.053 grdn:1.338 lr:9.5e-05 updt_s:0.366 data_s:0.009
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Training: 0%|▎ | 800/200000 [05:06<20:46:00, 2.66step/s]INFO 2026-07-24 18:16:44 ot_train.py:488 step:800 smpl:26K ep:22 epch:0.26 loss:0.041 grdn:0.930 lr:1.0e-04 updt_s:0.366 data_s:0.009
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Training: 0%|▎ | 1000/200000 [06:21<20:44:54, 2.66step/s]INFO 2026-07-24 18:17:59 ot_train.py:488 step:1K smpl:32K ep:28 epch:0.32 loss:0.036 grdn:0.759 lr:1.0e-04 updt_s:0.366 data_s:0.009
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Training: 1%|▎ | 1200/200000 [07:36<20:43:40, 2.66step/s]INFO 2026-07-24 18:19:14 ot_train.py:488 step:1K smpl:38K ep:34 epch:0.39 loss:0.033 grdn:0.698 lr:1.0e-04 updt_s:0.366 data_s:0.009
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Training: 1%|▍ | 1400/200000 [08:51<20:42:36, 2.66step/s]INFO 2026-07-24 18:20:29 ot_train.py:488 step:1K smpl:45K ep:39 epch:0.45 loss:0.030 grdn:0.645 lr:1.0e-04 updt_s:0.366 data_s:0.009
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Training: 1%|▍ | 1600/200000 [10:06<20:41:16, 2.66step/s]INFO 2026-07-24 18:21:44 ot_train.py:488 step:2K smpl:51K ep:45 epch:0.52 loss:0.027 grdn:0.547 lr:1.0e-04 updt_s:0.366 data_s:0.009
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Training: 1%|▌ | 1800/200000 [11:21<20:38:55, 2.67step/s]INFO 2026-07-24 18:22:59 ot_train.py:488 step:2K smpl:58K ep:50 epch:0.58 loss:0.027 grdn:0.573 lr:1.0e-04 updt_s:0.366 data_s:0.009
|
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+
Training: 1%|▌ | 2000/200000 [12:36<20:38:37, 2.66step/s]INFO 2026-07-24 18:24:14 ot_train.py:488 step:2K smpl:64K ep:56 epch:0.64 loss:0.025 grdn:0.494 lr:1.0e-04 updt_s:0.366 data_s:0.009
|
| 31 |
+
Training: 1%|▋ | 2200/200000 [13:51<20:36:08, 2.67step/s]INFO 2026-07-24 18:25:29 ot_train.py:488 step:2K smpl:70K ep:62 epch:0.71 loss:0.025 grdn:0.483 lr:1.0e-04 updt_s:0.366 data_s:0.009
|
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+
Training: 1%|▋ | 2400/200000 [15:06<20:34:51, 2.67step/s]INFO 2026-07-24 18:26:44 ot_train.py:488 step:2K smpl:77K ep:67 epch:0.77 loss:0.024 grdn:0.468 lr:1.0e-04 updt_s:0.366 data_s:0.009
|
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+
Training: 1%|▊ | 2600/200000 [16:21<20:34:27, 2.67step/s]INFO 2026-07-24 18:27:59 ot_train.py:488 step:3K smpl:83K ep:73 epch:0.84 loss:0.024 grdn:0.449 lr:1.0e-04 updt_s:0.366 data_s:0.009
|
| 34 |
+
Training: 1%|▊ | 2800/200000 [17:36<20:33:56, 2.66step/s]INFO 2026-07-24 18:29:14 ot_train.py:488 step:3K smpl:90K ep:78 epch:0.90 loss:0.023 grdn:0.435 lr:1.0e-04 updt_s:0.366 data_s:0.009
|
| 35 |
+
Training: 2%|▉ | 3000/200000 [18:52<20:31:09, 2.67step/s]INFO 2026-07-24 18:30:29 ot_train.py:488 step:3K smpl:96K ep:84 epch:0.97 loss:0.022 grdn:0.420 lr:1.0e-04 updt_s:0.366 data_s:0.009
|
| 36 |
+
Training: 2%|▉ | 3089/200000 [19:27<37:20:18, 1.46step/s]Traceback (most recent call last):
|
| 37 |
+
File "/home/grad26/miniforge3/envs/lerobot/bin/lerobot-train", line 6, in <module>
|
| 38 |
+
sys.exit(main())
|
| 39 |
+
^^^^^^
|
| 40 |
+
File "/home/grad26/lerobot/src/lerobot/scripts/lerobot_train.py", line 595, in main
|
| 41 |
+
train()
|
| 42 |
+
File "/home/grad26/lerobot/src/lerobot/configs/parser.py", line 233, in wrapper_inner
|
| 43 |
+
response = fn(cfg, *args, **kwargs)
|
| 44 |
+
^^^^^^^^^^^^^^^^^^^^^^^^
|
| 45 |
+
File "/home/grad26/lerobot/src/lerobot/scripts/lerobot_train.py", line 466, in train
|
| 46 |
+
train_tracker, output_dict = update_policy(
|
| 47 |
+
^^^^^^^^^^^^^^
|
| 48 |
+
File "/home/grad26/lerobot/src/lerobot/scripts/lerobot_train.py", line 132, in update_policy
|
| 49 |
+
accelerator.backward(loss)
|
| 50 |
+
File "/home/grad26/miniforge3/envs/lerobot/lib/python3.12/site-packages/accelerate/accelerator.py", line 2838, in backward
|
| 51 |
+
loss.backward(**kwargs)
|
| 52 |
+
File "/home/grad26/miniforge3/envs/lerobot/lib/python3.12/site-packages/torch/_tensor.py", line 648, in backward
|
| 53 |
+
torch.autograd.backward(
|
| 54 |
+
File "/home/grad26/miniforge3/envs/lerobot/lib/python3.12/site-packages/torch/autograd/__init__.py", line 353, in backward
|
| 55 |
+
_engine_run_backward(
|
| 56 |
+
File "/home/grad26/miniforge3/envs/lerobot/lib/python3.12/site-packages/torch/autograd/graph.py", line 824, in _engine_run_backward
|
| 57 |
+
return Variable._execution_engine.run_backward( # Calls into the C++ engine to run the backward pass
|
| 58 |
+
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
|
| 59 |
+
torch.OutOfMemoryError: CUDA out of memory. Tried to allocate 2.34 GiB. GPU 0 has a total capacity of 23.64 GiB of which 1.59 GiB is free. Including non-PyTorch memory, this process has 22.04 GiB memory in use. Of the allocated memory 11.77 GiB is allocated by PyTorch, and 9.80 GiB is reserved by PyTorch but unallocated. If reserved but unallocated memory is large try setting PYTORCH_CUDA_ALLOC_CONF=expandable_segments:True to avoid fragmentation. See documentation for Memory Management (https://pytorch.org/docs/stable/notes/cuda.html#environment-variables)
|
wandb/run-20260724_180847-lqqse51n/files/requirements.txt
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| 1 |
+
nvidia-cuda-nvrtc-cu12==12.6.77
|
| 2 |
+
aiohttp==3.13.5
|
| 3 |
+
httpcore==1.0.9
|
| 4 |
+
nvidia-cufile-cu12==1.11.1.6
|
| 5 |
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docopt==0.6.2
|
| 6 |
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Farama-Notifications==0.0.6
|
| 7 |
+
torchaudio==2.7.1+cu126
|
| 8 |
+
pandas==2.3.3
|
| 9 |
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nvidia-cufft-cu12==11.3.0.4
|
| 10 |
+
Jinja2==3.1.6
|
| 11 |
+
gitdb==4.0.12
|
| 12 |
+
pip==26.1.2
|
| 13 |
+
contourpy==1.3.3
|
| 14 |
+
anyio==4.13.0
|
| 15 |
+
matplotlib==3.10.9
|
| 16 |
+
gymnasium==1.3.0
|
| 17 |
+
PyYAML==6.0.3
|
| 18 |
+
pyyaml-include==1.4.1
|
| 19 |
+
accelerate==1.13.0
|
| 20 |
+
multidict==6.7.1
|
| 21 |
+
diffusers==0.35.2
|
| 22 |
+
pillow==12.2.0
|
| 23 |
+
wheel==0.47.0
|
| 24 |
+
dill==0.4.1
|
| 25 |
+
nvidia-nccl-cu12==2.26.2
|
| 26 |
+
annotated-doc==0.0.4
|
| 27 |
+
lerobot==0.5.2
|
| 28 |
+
tokenizers==0.22.2
|
| 29 |
+
nvidia-cudnn-cu12==9.5.1.17
|
| 30 |
+
h11==0.16.0
|
| 31 |
+
huggingface_hub==1.20.1
|
| 32 |
+
propcache==0.4.1
|
| 33 |
+
nvidia-nvjitlink-cu12==12.6.85
|
| 34 |
+
wandb==0.27.0
|
| 35 |
+
nvidia-curand-cu12==10.3.7.77
|
| 36 |
+
toml==0.10.2
|
| 37 |
+
transformers==5.5.4
|
| 38 |
+
shellingham==1.5.4
|
| 39 |
+
packaging==25.0
|
| 40 |
+
nvidia-cusolver-cu12==11.7.1.2
|
| 41 |
+
cloudpickle==3.1.2
|
| 42 |
+
typing_extensions==4.15.0
|
| 43 |
+
yarl==1.23.0
|
| 44 |
+
click==8.4.1
|
| 45 |
+
av==15.1.0
|
| 46 |
+
draccus==0.10.0
|
| 47 |
+
regex==2026.4.4
|
| 48 |
+
mergedeep==1.3.4
|
| 49 |
+
mpmath==1.3.0
|
| 50 |
+
python-dateutil==2.9.0.post0
|
| 51 |
+
filelock==3.29.0
|
| 52 |
+
pytz==2026.2
|
| 53 |
+
typer==0.25.1
|
| 54 |
+
sentry-sdk==2.60.0
|
| 55 |
+
pyarrow==24.0.0
|
| 56 |
+
hf-xet==1.5.1
|
| 57 |
+
frozenlist==1.8.0
|
| 58 |
+
termcolor==3.3.0
|
| 59 |
+
httpx==0.28.1
|
| 60 |
+
setuptools==80.10.2
|
| 61 |
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datasets==4.8.5
|
| 62 |
+
nvidia-nvshmem-cu12==3.4.5
|
| 63 |
+
GitPython==3.1.50
|
| 64 |
+
typing-inspect==0.9.0
|
| 65 |
+
multiprocess==0.70.19
|
| 66 |
+
nvidia-nvtx-cu12==12.6.77
|
| 67 |
+
safetensors==0.7.0
|
| 68 |
+
nvidia-cuda-cupti-cu12==12.6.80
|
| 69 |
+
aiosignal==1.4.0
|
| 70 |
+
importlib_metadata==9.0.0
|
| 71 |
+
sympy==1.14.0
|
| 72 |
+
xxhash==3.7.0
|
| 73 |
+
rich==15.0.0
|
| 74 |
+
grpcio==1.73.1
|
| 75 |
+
numpy==2.2.6
|
| 76 |
+
protobuf==6.31.1
|
| 77 |
+
mdurl==0.1.2
|
| 78 |
+
fsspec==2026.2.0
|
| 79 |
+
torchvision==0.22.1+cu126
|
| 80 |
+
nvidia-cusparselt-cu12==0.6.3
|
| 81 |
+
nvidia-cublas-cu12==12.6.4.1
|
| 82 |
+
six==1.17.0
|
| 83 |
+
attrs==26.1.0
|
| 84 |
+
jsonlines==4.0.0
|
| 85 |
+
nvidia-cuda-runtime-cu12==12.6.77
|
| 86 |
+
urllib3==2.6.3
|
| 87 |
+
cycler==0.12.1
|
| 88 |
+
zipp==4.1.0
|
| 89 |
+
opencv-python-headless==4.13.0.92
|
| 90 |
+
cmake==4.1.3
|
| 91 |
+
platformdirs==4.9.6
|
| 92 |
+
pyparsing==3.3.2
|
| 93 |
+
requests==2.33.1
|
| 94 |
+
fonttools==4.63.0
|
| 95 |
+
typing-inspection==0.4.2
|
| 96 |
+
kiwisolver==1.5.0
|
| 97 |
+
networkx==3.6.1
|
| 98 |
+
aiohappyeyeballs==2.6.1
|
| 99 |
+
mypy_extensions==1.1.0
|
| 100 |
+
torchcodec==0.3.0
|
| 101 |
+
torch==2.7.1+cu126
|
| 102 |
+
nvidia-cusparse-cu12==12.5.4.2
|
| 103 |
+
idna==3.13
|
| 104 |
+
pydantic_core==2.46.4
|
| 105 |
+
psutil==7.2.2
|
| 106 |
+
cuda-bindings==12.9.4
|
| 107 |
+
pydantic==2.13.4
|
| 108 |
+
triton==3.3.1
|
| 109 |
+
cuda-pathfinder==1.5.4
|
| 110 |
+
smmap==5.0.3
|
| 111 |
+
einops==0.8.2
|
| 112 |
+
MarkupSafe==3.0.3
|
| 113 |
+
tzdata==2026.2
|
| 114 |
+
markdown-it-py==4.1.0
|
| 115 |
+
charset-normalizer==3.4.7
|
| 116 |
+
Pygments==2.20.0
|
| 117 |
+
certifi==2026.4.22
|
| 118 |
+
annotated-types==0.7.0
|
| 119 |
+
num2words==0.5.14
|
| 120 |
+
tqdm==4.67.3
|
| 121 |
+
lerobot==0.5.2
|
wandb/run-20260724_180847-lqqse51n/files/wandb-metadata.json
ADDED
|
@@ -0,0 +1,100 @@
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"os": "Linux-6.8.0-111-generic-x86_64-with-glibc2.35",
|
| 3 |
+
"python": "CPython 3.12.13",
|
| 4 |
+
"startedAt": "2026-07-24T09:08:47.022744Z",
|
| 5 |
+
"args": [
|
| 6 |
+
"--dataset.repo_id=Chaenn/so101_cube_multitask_0724",
|
| 7 |
+
"--policy.type=diffusion",
|
| 8 |
+
"--policy.device=cuda",
|
| 9 |
+
"--policy.n_obs_steps=2",
|
| 10 |
+
"--policy.horizon=32",
|
| 11 |
+
"--policy.n_action_steps=15",
|
| 12 |
+
"--batch_size=32",
|
| 13 |
+
"--steps=200000",
|
| 14 |
+
"--output_dir=outputs/train/so101_multitask_diffusion_0724",
|
| 15 |
+
"--job_name=so101_cube_diffusion",
|
| 16 |
+
"--save_freq=10000",
|
| 17 |
+
"--wandb.enable=true",
|
| 18 |
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"--wandb.project=diffusion_so101_cube_multitask_0724_training",
|
| 19 |
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"--policy.repo_id=Chaenn/diffusion_so101_cube_multitask_0724"
|
| 20 |
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],
|
| 21 |
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"program": "/home/grad26/miniforge3/envs/lerobot/bin/lerobot-train",
|
| 22 |
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"codePath": "miniforge3/envs/lerobot/bin/lerobot-train",
|
| 23 |
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"codePathLocal": "miniforge3/envs/lerobot/bin/lerobot-train",
|
| 24 |
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"root": "outputs/train/so101_multitask_diffusion_0724",
|
| 25 |
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"host": "user",
|
| 26 |
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"executable": "/home/grad26/miniforge3/envs/lerobot/bin/python",
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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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|
| 32 |
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| 33 |
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| 36 |
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| 37 |
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| 38 |
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| 39 |
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| 40 |
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|
| 41 |
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{
|
| 42 |
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| 43 |
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| 44 |
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| 45 |
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| 46 |
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| 47 |
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| 48 |
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{
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| 49 |
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| 50 |
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| 55 |
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{
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| 56 |
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| 57 |
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| 58 |
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| 60 |
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| 61 |
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| 62 |
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{
|
| 63 |
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"name": "NVIDIA GeForce RTX 4090",
|
| 64 |
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| 65 |
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|
| 67 |
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|
| 68 |
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|
| 69 |
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{
|
| 70 |
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"name": "NVIDIA GeForce RTX 4090",
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| 71 |
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| 72 |
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| 73 |
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|
| 74 |
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"uuid": "GPU-31a9f659-e5d8-8c28-a9f5-24abdbc5114d"
|
| 75 |
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|
| 76 |
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{
|
| 77 |
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"name": "NVIDIA GeForce RTX 4090",
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| 78 |
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| 79 |
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| 80 |
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|
| 81 |
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"uuid": "GPU-5d6b6e52-3dc9-7949-cf08-62e3a014648e"
|
| 82 |
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| 83 |
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{
|
| 84 |
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"name": "NVIDIA GeForce RTX 4090",
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| 85 |
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| 86 |
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| 87 |
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|
| 88 |
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| 89 |
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| 90 |
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{
|
| 91 |
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| 92 |
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| 93 |
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| 94 |
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| 95 |
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| 96 |
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| 97 |
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|
| 98 |
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"cudaVersion": "12.4",
|
| 99 |
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"writerId": "kbcujy7q2qwe0epbhd9t5r5e1k7czxgk"
|
| 100 |
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}
|
wandb/run-20260724_180847-lqqse51n/files/wandb-summary.json
ADDED
|
@@ -0,0 +1 @@
|
|
|
|
|
|
|
| 1 |
+
{"train/lr":9.996425982676285e-05,"_step":3000,"_timestamp":1.7848854297137678e+09,"_wandb":{"runtime":1357},"train/steps":3000,"_runtime":1357.779419268,"train/update_s":0.365601389571093,"train/episodes":84.07489430239582,"train/epochs":0.9663780954298369,"train/loss":0.022023913562297822,"train/grad_norm":0.42026087813079355,"train/dataloading_s":0.008973219408653676,"train/samples":96000}
|
wandb/run-20260724_180847-lqqse51n/logs/debug-core.log
ADDED
|
@@ -0,0 +1,15 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{"time":"2026-07-24T18:08:47.063488724+09:00","level":"INFO","msg":"main: starting server","port-filename":"/tmp/tmp3u9wjwud/port-184127.txt","pid":184127,"detached":false,"idle-timeout":600000000000,"log-level":0,"disable-analytics":false,"shutdown-on-parent-exit":false,"enable-dcgm-profiling":false}
|
| 2 |
+
{"time":"2026-07-24T18:08:47.065334261+09:00","level":"INFO","msg":"server: will exit if parent process dies","ppid":184127}
|
| 3 |
+
{"time":"2026-07-24T18:08:47.065286891+09:00","level":"INFO","msg":"server: accepting connections","addr":{"Name":"/tmp/wandb-184127-185545-14568444/socket","Net":"unix"}}
|
| 4 |
+
{"time":"2026-07-24T18:08:47.244589157+09:00","level":"INFO","msg":"connection: ManageConnectionData: new connection created","id":"1(@)"}
|
| 5 |
+
{"time":"2026-07-24T18:08:47.254086466+09:00","level":"INFO","msg":"handleInformInit: received","streamId":"lqqse51n","id":"1(@)"}
|
| 6 |
+
{"time":"2026-07-24T18:08:47.624186187+09:00","level":"INFO","msg":"handleInformInit: stream started","streamId":"lqqse51n","id":"1(@)"}
|
| 7 |
+
{"time":"2026-07-24T18:08:53.281511281+09:00","level":"INFO","msg":"connection: cancelling request","id":"1(@)","requestId":"57vj5xwn5de1"}
|
| 8 |
+
{"time":"2026-07-24T18:31:25.953154955+09:00","level":"INFO","msg":"handleInformTeardown: server teardown initiated","id":"1(@)"}
|
| 9 |
+
{"time":"2026-07-24T18:31:25.953237395+09:00","level":"INFO","msg":"server is shutting down"}
|
| 10 |
+
{"time":"2026-07-24T18:31:25.953260873+09:00","level":"INFO","msg":"connection: closing","id":"1(@)"}
|
| 11 |
+
{"time":"2026-07-24T18:31:25.953347175+09:00","level":"INFO","msg":"connection: closed successfully","id":"1(@)"}
|
| 12 |
+
{"time":"2026-07-24T18:31:25.953348297+09:00","level":"INFO","msg":"server: listener closed","addr":{"Name":"/tmp/wandb-184127-185545-14568444/socket","Net":"unix"}}
|
| 13 |
+
{"time":"2026-07-24T18:35:16.313513507+09:00","level":"INFO","msg":"handleInformTeardown: server shutdown complete","id":"1(@)"}
|
| 14 |
+
{"time":"2026-07-24T18:35:16.313565959+09:00","level":"INFO","msg":"connection: ManageConnectionData: connection closed","id":"1(@)"}
|
| 15 |
+
{"time":"2026-07-24T18:35:16.313581408+09:00","level":"INFO","msg":"server is closed"}
|
wandb/run-20260724_180847-lqqse51n/logs/debug-internal.log
ADDED
|
@@ -0,0 +1,168 @@
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| 111 |
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{"time":"2026-07-24T18:24:53.441813516+09:00","level":"INFO","msg":"filestream: sending request","total_files":2,"events_offset":126,"events_lines":2,"console_offset":30,"console_lines":1}
|
| 112 |
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{"time":"2026-07-24T18:24:53.774222275+09:00","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
|
| 113 |
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{"time":"2026-07-24T18:25:08.441844848+09:00","level":"INFO","msg":"filestream: sending request","total_files":2,"events_offset":128,"events_lines":2,"console_offset":30,"console_lines":1}
|
| 114 |
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{"time":"2026-07-24T18:25:38.61799626+09:00","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
|
| 115 |
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{"time":"2026-07-24T18:25:38.618266701+09:00","level":"INFO","msg":"filestream: sending request","total_files":0}
|
| 116 |
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{"time":"2026-07-24T18:25:50.158578758+09:00","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
|
| 117 |
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{"time":"2026-07-24T18:25:50.15905911+09:00","level":"INFO","msg":"filestream: sending request","total_files":4,"history_offset":9,"history_lines":1,"events_offset":130,"events_lines":4,"console_offset":30,"console_lines":2}
|
| 118 |
+
{"time":"2026-07-24T18:26:18.847568607+09:00","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
|
| 119 |
+
{"time":"2026-07-24T18:26:18.847963389+09:00","level":"INFO","msg":"filestream: sending request","total_files":2,"events_offset":134,"events_lines":2,"console_offset":31,"console_lines":1}
|
| 120 |
+
{"time":"2026-07-24T18:26:19.280360669+09:00","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
|
| 121 |
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{"time":"2026-07-24T18:26:19.280535951+09:00","level":"INFO","msg":"filestream: sending request","total_files":2,"events_offset":136,"events_lines":4,"console_offset":31,"console_lines":1}
|
| 122 |
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{"time":"2026-07-24T18:26:19.721235518+09:00","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
|
| 123 |
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{"time":"2026-07-24T18:26:19.721503555+09:00","level":"INFO","msg":"filestream: sending request","total_files":1,"console_offset":31,"console_lines":1}
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| 124 |
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{"time":"2026-07-24T18:26:34.584513612+09:00","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
|
| 125 |
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{"time":"2026-07-24T18:26:34.584757767+09:00","level":"INFO","msg":"filestream: sending request","total_files":2,"events_offset":140,"events_lines":2,"console_offset":31,"console_lines":1}
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| 126 |
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{"time":"2026-07-24T18:26:34.982047375+09:00","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
|
| 127 |
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{"time":"2026-07-24T18:26:49.069179368+09:00","level":"INFO","msg":"filestream: sending request","total_files":4,"history_offset":10,"history_lines":1,"events_offset":142,"events_lines":2,"console_offset":31,"console_lines":2}
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| 128 |
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{"time":"2026-07-24T18:26:49.631643115+09:00","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
|
| 129 |
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{"time":"2026-07-24T18:27:04.069139811+09:00","level":"INFO","msg":"filestream: sending request","total_files":2,"events_offset":144,"events_lines":2,"console_offset":32,"console_lines":1}
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| 130 |
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{"time":"2026-07-24T18:27:04.636529545+09:00","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
|
| 131 |
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{"time":"2026-07-24T18:27:19.069177113+09:00","level":"INFO","msg":"filestream: sending request","total_files":2,"events_offset":146,"events_lines":2,"console_offset":32,"console_lines":1}
|
| 132 |
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{"time":"2026-07-24T18:27:45.598569863+09:00","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
|
| 133 |
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{"time":"2026-07-24T18:27:45.598871699+09:00","level":"INFO","msg":"filestream: sending request","total_files":2,"events_offset":148,"events_lines":2,"console_offset":32,"console_lines":1}
|
| 134 |
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{"time":"2026-07-24T18:28:09.746807243+09:00","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
|
| 135 |
+
{"time":"2026-07-24T18:28:09.74735117+09:00","level":"INFO","msg":"filestream: sending request","total_files":4,"history_offset":11,"history_lines":1,"events_offset":150,"events_lines":4,"console_offset":32,"console_lines":2}
|
| 136 |
+
{"time":"2026-07-24T18:28:10.492444366+09:00","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
|
| 137 |
+
{"time":"2026-07-24T18:28:10.492644284+09:00","level":"INFO","msg":"filestream: sending request","total_files":1,"console_offset":33,"console_lines":1}
|
| 138 |
+
{"time":"2026-07-24T18:28:47.438857468+09:00","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
|
| 139 |
+
{"time":"2026-07-24T18:28:47.439277332+09:00","level":"INFO","msg":"filestream: sending request","total_files":0}
|
| 140 |
+
{"time":"2026-07-24T18:29:14.445259123+09:00","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
|
| 141 |
+
{"time":"2026-07-24T18:29:14.445723893+09:00","level":"INFO","msg":"filestream: sending request","total_files":2,"events_offset":154,"events_lines":4,"console_offset":33,"console_lines":1}
|
| 142 |
+
{"time":"2026-07-24T18:29:42.312532292+09:00","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
|
| 143 |
+
{"time":"2026-07-24T18:29:42.312888364+09:00","level":"INFO","msg":"filestream: sending request","total_files":2,"events_offset":158,"events_lines":4,"console_offset":33,"console_lines":1}
|
| 144 |
+
{"time":"2026-07-24T18:29:42.692074397+09:00","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
|
| 145 |
+
{"time":"2026-07-24T18:29:42.692483095+09:00","level":"INFO","msg":"filestream: sending request","total_files":4,"history_offset":12,"history_lines":1,"events_offset":162,"events_lines":4,"console_offset":33,"console_lines":2}
|
| 146 |
+
{"time":"2026-07-24T18:29:43.142557482+09:00","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
|
| 147 |
+
{"time":"2026-07-24T18:29:43.142937672+09:00","level":"INFO","msg":"filestream: sending request","total_files":1,"console_offset":34,"console_lines":1}
|
| 148 |
+
{"time":"2026-07-24T18:29:43.485860995+09:00","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
|
| 149 |
+
{"time":"2026-07-24T18:29:57.435267774+09:00","level":"INFO","msg":"filestream: sending request","total_files":2,"events_offset":166,"events_lines":2,"console_offset":34,"console_lines":1}
|
| 150 |
+
{"time":"2026-07-24T18:29:57.823778239+09:00","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
|
| 151 |
+
{"time":"2026-07-24T18:30:12.434417821+09:00","level":"INFO","msg":"filestream: sending request","total_files":2,"events_offset":168,"events_lines":2,"console_offset":34,"console_lines":1}
|
| 152 |
+
{"time":"2026-07-24T18:30:12.905547751+09:00","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
|
| 153 |
+
{"time":"2026-07-24T18:30:27.434946109+09:00","level":"INFO","msg":"filestream: sending request","total_files":2,"events_offset":170,"events_lines":2,"console_offset":34,"console_lines":1}
|
| 154 |
+
{"time":"2026-07-24T18:31:03.575974488+09:00","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
|
| 155 |
+
{"time":"2026-07-24T18:31:03.576121214+09:00","level":"INFO","msg":"filestream: sending request","total_files":0}
|
| 156 |
+
{"time":"2026-07-24T18:31:26.598960374+09:00","level":"INFO","msg":"fileTransfer: Close: file transfer manager closed"}
|
| 157 |
+
{"time":"2026-07-24T18:31:58.795263215+09:00","level":"INFO","msg":"api: retrying HTTP error","status":500,"url":"https://api.wandb.ai/files/codjs2659-pusan-national-university/diffusion_so101_cube_multitask_0724_training/lqqse51n/file_stream","body":"{\"error\":\"context deadline exceeded\"}"}
|
| 158 |
+
{"time":"2026-07-24T18:32:56.160021927+09:00","level":"INFO","msg":"api: retrying HTTP error","status":500,"url":"https://api.wandb.ai/files/codjs2659-pusan-national-university/diffusion_so101_cube_multitask_0724_training/lqqse51n/file_stream","body":"{\"error\":\"An internal error occurred. Please contact support.\"}"}
|
| 159 |
+
{"time":"2026-07-24T18:33:55.570472582+09:00","level":"INFO","msg":"api: retrying HTTP error","status":429,"url":"https://api.wandb.ai/files/codjs2659-pusan-national-university/diffusion_so101_cube_multitask_0724_training/lqqse51n/file_stream","body":"{\"error\":\"rate limit exceeded: per_run limit on filestream requests\"}"}
|
| 160 |
+
{"time":"2026-07-24T18:34:34.736913463+09:00","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
|
| 161 |
+
{"time":"2026-07-24T18:34:34.737586259+09:00","level":"INFO","msg":"filestream: sending request","total_files":4,"history_offset":13,"history_lines":1,"events_offset":172,"events_lines":6,"console_offset":34,"console_lines":2}
|
| 162 |
+
{"time":"2026-07-24T18:34:52.619228935+09:00","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
|
| 163 |
+
{"time":"2026-07-24T18:34:52.619443696+09:00","level":"INFO","msg":"filestream: sending request","total_files":4,"history_offset":14,"history_lines":1,"events_offset":178,"events_lines":2,"console_offset":35,"console_lines":24,"uploaded_len":3,"complete":true,"exit_code":1}
|
| 164 |
+
{"time":"2026-07-24T18:35:16.31221796+09:00","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
|
| 165 |
+
{"time":"2026-07-24T18:35:16.312540995+09:00","level":"INFO","msg":"stream: finishing up"}
|
| 166 |
+
{"time":"2026-07-24T18:35:16.312585192+09:00","level":"INFO","msg":"handler: closed"}
|
| 167 |
+
{"time":"2026-07-24T18:35:16.31264971+09:00","level":"INFO","msg":"sender: closed"}
|
| 168 |
+
{"time":"2026-07-24T18:35:16.312659323+09:00","level":"INFO","msg":"stream: all finished"}
|
wandb/run-20260724_180847-lqqse51n/logs/debug.log
ADDED
|
@@ -0,0 +1,58 @@
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|
| 1 |
+
2026-07-24 18:08:47,023 INFO MainThread:184127 [wandb_setup.py:_flush():81] Current SDK version is 0.27.0
|
| 2 |
+
2026-07-24 18:08:47,023 INFO MainThread:184127 [wandb_setup.py:_flush():81] Configure stats pid to 184127
|
| 3 |
+
2026-07-24 18:08:47,023 INFO MainThread:184127 [wandb_setup.py:_flush():81] Loading settings from environment variables
|
| 4 |
+
2026-07-24 18:08:47,023 INFO MainThread:184127 [wandb_init.py:setup_run_log_directory():723] Logging user logs to outputs/train/so101_multitask_diffusion_0724/wandb/run-20260724_180847-lqqse51n/logs/debug.log
|
| 5 |
+
2026-07-24 18:08:47,024 INFO MainThread:184127 [wandb_init.py:setup_run_log_directory():724] Logging internal logs to outputs/train/so101_multitask_diffusion_0724/wandb/run-20260724_180847-lqqse51n/logs/debug-internal.log
|
| 6 |
+
2026-07-24 18:08:47,024 INFO MainThread:184127 [wandb_init.py:init():851] calling init triggers
|
| 7 |
+
2026-07-24 18:08:47,024 INFO MainThread:184127 [wandb_init.py:init():856] wandb.init called with sweep_config: {}
|
| 8 |
+
config: {'dataset': {'repo_id': 'Chaenn/so101_cube_multitask_0724', '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]}}, 'affine': {'weight': 1.0, 'type': 'RandomAffine', 'kwargs': {'degrees': [-5.0, 5.0], 'translate': [0.05, 0.05]}}}}, 'revision': None, 'use_imagenet_stats': True, 'video_backend': 'torchcodec', 'return_uint8': False, 'streaming': False}, 'env': None, 'policy': {'type': 'diffusion', 'n_obs_steps': 2, 'input_features': {}, 'output_features': {}, 'device': 'cuda', 'use_amp': False, 'use_peft': False, 'push_to_hub': True, 'repo_id': 'Chaenn/diffusion_so101_cube_multitask_0724', 'private': None, 'tags': None, 'license': None, 'pretrained_path': None, 'horizon': 32, 'n_action_steps': 15, 'normalization_mapping': {'VISUAL': <NormalizationMode.MEAN_STD: 'MEAN_STD'>, 'STATE': <NormalizationMode.MIN_MAX: 'MIN_MAX'>, 'ACTION': <NormalizationMode.MIN_MAX: 'MIN_MAX'>}, 'drop_n_last_frames': 7, 'vision_backbone': 'resnet18', 'resize_shape': None, 'crop_ratio': 1.0, 'crop_shape': None, 'crop_is_random': True, 'pretrained_backbone_weights': None, 'use_group_norm': True, 'spatial_softmax_num_keypoints': 32, 'use_separate_rgb_encoder_per_camera': False, 'down_dims': [512, 1024, 2048], 'kernel_size': 5, 'n_groups': 8, 'diffusion_step_embed_dim': 128, 'use_film_scale_modulation': True, 'noise_scheduler_type': 'DDPM', 'num_train_timesteps': 100, 'beta_schedule': 'squaredcos_cap_v2', 'beta_start': 0.0001, 'beta_end': 0.02, 'prediction_type': 'epsilon', 'clip_sample': True, 'clip_sample_range': 1.0, 'num_inference_steps': None, 'compile_model': False, 'compile_mode': 'reduce-overhead', 'do_mask_loss_for_padding': False, 'optimizer_lr': 0.0001, 'optimizer_betas': [0.95, 0.999], 'optimizer_eps': 1e-08, 'optimizer_weight_decay': 1e-06, 'scheduler_name': 'cosine', 'scheduler_warmup_steps': 500}, 'reward_model': None, 'output_dir': 'outputs/train/so101_multitask_diffusion_0724', 'job_name': 'so101_cube_diffusion', 'resume': False, 'seed': 1000, 'cudnn_deterministic': False, 'num_workers': 4, 'batch_size': 32, 'prefetch_factor': 4, 'persistent_workers': True, 'steps': 200000, 'eval_freq': 20000, 'log_freq': 200, 'tolerance_s': 0.0001, 'save_checkpoint': True, 'save_freq': 10000, 'use_policy_training_preset': True, 'optimizer': {'type': 'adam', 'lr': 0.0001, 'weight_decay': 1e-06, 'grad_clip_norm': 10.0, 'betas': [0.95, 0.999], 'eps': 1e-08}, 'scheduler': {'type': 'diffuser', 'num_warmup_steps': 500, 'name': 'cosine'}, 'eval': {'n_episodes': 50, 'batch_size': 44, 'use_async_envs': True}, 'wandb': {'enable': True, 'disable_artifact': False, 'project': 'diffusion_so101_cube_multitask_0724_training', 'entity': None, 'notes': None, 'run_id': None, 'mode': None, 'add_tags': True}, 'peft': None, 'sample_weighting': None, 'rename_map': {}, 'checkpoint_path': None, '_wandb': {}}
|
| 9 |
+
2026-07-24 18:08:47,024 INFO MainThread:184127 [wandb_init.py:init():899] starting backend
|
| 10 |
+
2026-07-24 18:08:47,245 INFO MainThread:184127 [wandb_init.py:init():914] sending inform_init request
|
| 11 |
+
2026-07-24 18:08:47,625 INFO MainThread:184127 [wandb_init.py:init():919] backend started and connected
|
| 12 |
+
2026-07-24 18:08:47,628 INFO MainThread:184127 [wandb_init.py:init():989] updated telemetry
|
| 13 |
+
2026-07-24 18:08:47,629 INFO MainThread:184127 [wandb_init.py:init():1012] communicating run to backend with 90.0 second timeout
|
| 14 |
+
2026-07-24 18:08:48,172 INFO MainThread:184127 [wandb_init.py:init():1057] starting run threads in backend
|
| 15 |
+
2026-07-24 18:08:48,275 INFO MainThread:184127 [wandb_run.py:_console_start():2509] atexit reg
|
| 16 |
+
2026-07-24 18:08:48,275 INFO MainThread:184127 [wandb_run.py:_redirect():2359] redirect: wrap_raw
|
| 17 |
+
2026-07-24 18:08:48,275 INFO MainThread:184127 [wandb_run.py:_redirect():2428] Wrapping output streams.
|
| 18 |
+
2026-07-24 18:08:48,275 INFO MainThread:184127 [wandb_run.py:_redirect():2451] Redirects installed.
|
| 19 |
+
2026-07-24 18:08:48,278 INFO MainThread:184127 [wandb_init.py:init():1095] run started, returning control to user process
|
| 20 |
+
2026-07-24 18:31:25,953 INFO wandb-AsyncioManager-main:184127 [service_client.py:_forward_responses():122] Reached EOF.
|
| 21 |
+
2026-07-24 18:31:25,953 INFO wandb-AsyncioManager-main:184127 [mailbox.py:close():154] Closing mailbox, abandoning 1 handles.
|
| 22 |
+
2026-07-24 18:31:28,520 ERROR wandb-AsyncioManager-main:184127 [asyncio_manager.py:fn_wrap_exceptions():184] Uncaught exception in run_soon callback.
|
| 23 |
+
Traceback (most recent call last):
|
| 24 |
+
File "/home/grad26/miniforge3/envs/lerobot/lib/python3.12/site-packages/wandb/sdk/lib/asyncio_manager.py", line 182, in fn_wrap_exceptions
|
| 25 |
+
await fn()
|
| 26 |
+
File "/home/grad26/miniforge3/envs/lerobot/lib/python3.12/site-packages/wandb/sdk/lib/run_messages.py", line 105, in loop
|
| 27 |
+
await self._poll_and_print(timeout=None)
|
| 28 |
+
File "/home/grad26/miniforge3/envs/lerobot/lib/python3.12/site-packages/wandb/sdk/lib/run_messages.py", line 133, in _poll_and_print
|
| 29 |
+
handle = await self._interface.deliver_async(request)
|
| 30 |
+
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
|
| 31 |
+
File "/home/grad26/miniforge3/envs/lerobot/lib/python3.12/site-packages/wandb/sdk/interface/interface_sock.py", line 58, in deliver_async
|
| 32 |
+
handle = await self._client.deliver(request)
|
| 33 |
+
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
|
| 34 |
+
File "/home/grad26/miniforge3/envs/lerobot/lib/python3.12/site-packages/wandb/sdk/lib/service/service_client.py", line 57, in deliver
|
| 35 |
+
handle = self._mailbox.require_response(request)
|
| 36 |
+
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
|
| 37 |
+
File "/home/grad26/miniforge3/envs/lerobot/lib/python3.12/site-packages/wandb/sdk/mailbox/mailbox.py", line 89, in require_response
|
| 38 |
+
raise MailboxClosedError()
|
| 39 |
+
wandb.sdk.mailbox.mailbox.MailboxClosedError
|
| 40 |
+
2026-07-24 18:31:33,481 ERROR wandb-AsyncioManager-main:184127 [asyncio_manager.py:fn_wrap_exceptions():184] Uncaught exception in run_soon callback.
|
| 41 |
+
Traceback (most recent call last):
|
| 42 |
+
File "/home/grad26/miniforge3/envs/lerobot/lib/python3.12/site-packages/wandb/sdk/lib/asyncio_manager.py", line 182, in fn_wrap_exceptions
|
| 43 |
+
await fn()
|
| 44 |
+
File "/home/grad26/miniforge3/envs/lerobot/lib/python3.12/site-packages/wandb/sdk/lib/run_stopping.py", line 87, in loop
|
| 45 |
+
should_stop = await self._check_should_stop()
|
| 46 |
+
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
|
| 47 |
+
File "/home/grad26/miniforge3/envs/lerobot/lib/python3.12/site-packages/wandb/sdk/lib/run_stopping.py", line 115, in _check_should_stop
|
| 48 |
+
handle = await self._interface.deliver_async(request)
|
| 49 |
+
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
|
| 50 |
+
File "/home/grad26/miniforge3/envs/lerobot/lib/python3.12/site-packages/wandb/sdk/interface/interface_sock.py", line 58, in deliver_async
|
| 51 |
+
handle = await self._client.deliver(request)
|
| 52 |
+
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
|
| 53 |
+
File "/home/grad26/miniforge3/envs/lerobot/lib/python3.12/site-packages/wandb/sdk/lib/service/service_client.py", line 57, in deliver
|
| 54 |
+
handle = self._mailbox.require_response(request)
|
| 55 |
+
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
|
| 56 |
+
File "/home/grad26/miniforge3/envs/lerobot/lib/python3.12/site-packages/wandb/sdk/mailbox/mailbox.py", line 89, in require_response
|
| 57 |
+
raise MailboxClosedError()
|
| 58 |
+
wandb.sdk.mailbox.mailbox.MailboxClosedError
|
wandb/run-20260724_180847-lqqse51n/run-lqqse51n.wandb
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:01ccae6fb449387a5e4573de3df57ca1f0a0fac77f2f4fc248e1a97f7d5644f2
|
| 3 |
+
size 822046
|