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+ === Avatar Training (fire-and-forget) ===
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+ Script: train_on_hf.py
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+ Started: 2026-03-13 06:27:50 UTC
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+
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+ >>> [0/4] Raising file descriptor limit...
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+ ulimit -n = 65536
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+ >>> [1/4] Setting environment...
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+ HF_TOKEN set: 37 chars
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+ WANDB_API_KEY set: 0 chars
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+ >>> [2/4] Logging into HuggingFace...
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+ The token has not been saved to the git credentials helper. Pass `add_to_git_credential=True` in this function directly or `--add-to-git-credential` if using via `hf`CLI if you want to set the git credential as well.
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+ Token is valid (permission: write).
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+ The token `beta-pc` has been saved to /root/.cache/huggingface/stored_tokens
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+ Your token has been saved to /root/.cache/huggingface/token
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+ Login successful.
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+ Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
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+ ⚠️ Warning: 'huggingface-cli login' is deprecated. Use 'hf auth login' instead.
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+ >>> [3/4] Pre-downloading pretrained model...
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+ Traceback (most recent call last):
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+ File "<string>", line 9, in <module>
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+ File "/usr/local/lib/python3.11/dist-packages/huggingface_hub/utils/_validators.py", line 106, in _inner_fn
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+ validate_repo_id(arg_value)
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+ File "/usr/local/lib/python3.11/dist-packages/huggingface_hub/utils/_validators.py", line 160, in validate_repo_id
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+ raise HFValidationError(
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+ huggingface_hub.errors.HFValidationError: Repo id must use alphanumeric chars or '-', '_', '.', '--' and '..' are forbidden, '-' and '.' cannot start or end the name, max length is 96: 'avatarrobotics/act-alpha-bot-right-resnet18-b256-20260312-2358:step-80000'.
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+ Downloading avatarrobotics/act-alpha-bot-right-resnet18-b256-20260312-2358:step-80000...
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+ GPUs: 8x NVIDIA H100 80GB HBM3
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+ >>> [4/4] Launching accelerate with 8 GPUs...
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+ Script: train_on_hf.py
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+ Train args: --dataset alpha_bot_right_afternoon --steps 100000 --batch-size 32 --lr 1e-4 --backbone resnet18 --preload --mixed-precision bf16 --num-workers 8 --prefetch-factor 4 --save-freq 10000 --push-to-hub --pretrained-path avatarrobotics/act-alpha-bot-right-resnet18-b256-20260312-2358:step-80000
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+
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+ The following values were not passed to `accelerate launch` and had defaults used instead:
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+ `--num_machines` was set to a value of `1`
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+ `--mixed_precision` was set to a value of `'no'`
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+ `--dynamo_backend` was set to a value of `'no'`
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+ To avoid this warning pass in values for each of the problematic parameters or run `accelerate config`.
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+ Model will be pushed to: avatarrobotics/act-alpha-bot-right-resnet18-b256-20260313-0627
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+ Model will be pushed to: avatarrobotics/act-alpha-bot-right-resnet18-b256-20260313-0627
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+ [Avatar] Mixed precision: bf16
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+ Model will be pushed to: avatarrobotics/act-alpha-bot-right-resnet18-b256-20260313-0627Model will be pushed to: avatarrobotics/act-alpha-bot-right-resnet18-b256-20260313-0627
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+
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+ [Avatar] Mixed precision: bf16[Avatar] Mixed precision: bf16
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+
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+ Model will be pushed to: avatarrobotics/act-alpha-bot-right-resnet18-b256-20260313-0627
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+ [Avatar] Mixed precision: bf16
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+ Model will be pushed to: avatarrobotics/act-alpha-bot-right-resnet18-b256-20260313-0627
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+ [Avatar] Mixed precision: bf16
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+ Model will be pushed to: avatarrobotics/act-alpha-bot-right-resnet18-b256-20260313-0627
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+ [Avatar] Mixed precision: bf16
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+ Model will be pushed to: avatarrobotics/act-alpha-bot-right-resnet18-b256-20260313-0627
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+ [Avatar] Mixed precision: bf16
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+ [Avatar] Downloading checkpoint avatarrobotics/act-alpha-bot-right-resnet18-b256-20260312-2358 @ step-80000 ...
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+ [Avatar] Downloading checkpoint avatarrobotics/act-alpha-bot-right-resnet18-b256-20260312-2358 @ step-80000 ...
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+ [Avatar] Downloading checkpoint avatarrobotics/act-alpha-bot-right-resnet18-b256-20260312-2358 @ step-80000 ...
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+ [Avatar] Downloading checkpoint avatarrobotics/act-alpha-bot-right-resnet18-b256-20260312-2358 @ step-80000 ...[Avatar] Downloading checkpoint avatarrobotics/act-alpha-bot-right-resnet18-b256-20260312-2358 @ step-80000 ...
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+
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+ [Avatar] Downloading checkpoint avatarrobotics/act-alpha-bot-right-resnet18-b256-20260312-2358 @ step-80000 ...
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+ [Avatar] Downloading checkpoint avatarrobotics/act-alpha-bot-right-resnet18-b256-20260312-2358 @ step-80000 ...
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+
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+ [Avatar] Downloading checkpoint avatarrobotics/act-alpha-bot-right-resnet18-b256-20260312-2358 @ step-80000 ...
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+
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+ [Avatar] Checkpoint saved to /root/outputs/train/act-vacuum-pick/pretrained_checkpoint
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+
64
+ ============================================================
65
+ Training args:
66
+ mixed_precision=bf16
67
+ video_backend=pyav
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+ prefetch_factor=4
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+ preload=True
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+ compile=False
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+ backbone=resnet18
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+ lerobot_train \
73
+ --dataset.repo_id=avatarrobotics/alpha-bot-right-2026-03-11-afternoon \
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+ --dataset.video_backend=pyav \
75
+ --policy.repo_id=avatarrobotics/act-alpha-bot-right-resnet18-b256-20260313-0627 \
76
+ --policy.type=act \
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+ --policy.chunk_size=100 \
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+ --policy.n_action_steps=100 \
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+ --policy.vision_backbone=resnet18 \
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+ --policy.pretrained_backbone_weights=ResNet18_Weights.IMAGENET1K_V1 \
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+ --policy.dim_model=512 \
82
+ --policy.n_heads=8 \
83
+ --policy.dim_feedforward=3200 \
84
+ --policy.n_encoder_layers=4 \
85
+ --policy.n_decoder_layers=1 \
86
+ --policy.use_vae=true \
87
+ --policy.latent_dim=32 \
88
+ --policy.n_vae_encoder_layers=4 \
89
+ --policy.dropout=0.1 \
90
+ --policy.kl_weight=10.0 \
91
+ --policy.optimizer_lr=0.0001 \
92
+ --policy.optimizer_weight_decay=1e-4 \
93
+ --policy.optimizer_lr_backbone=0.0001 \
94
+ --batch_size=32 \
95
+ --steps=100000 \
96
+ --save_freq=10000 \
97
+ --log_freq=200 \
98
+ --save_checkpoint=true \
99
+ --seed=1000 \
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+ --num_workers=8 \
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+ --output_dir=outputs/train/act-vacuum-pick \
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+ --policy.pretrained_path=/root/outputs/train/act-vacuum-pick/pretrained_checkpoint \
103
+ --policy.push_to_hub=true \
104
+ --policy.private=true
105
+ ============================================================
106
+
107
+ [Avatar] cudnn.benchmark=True, tf32=True
108
+
109
+ [Avatar] Checkpoint saved to /root/outputs/train/act-vacuum-pick/pretrained_checkpoint
110
+
111
+ ============================================================
112
+ Training args:
113
+ mixed_precision=bf16
114
+ video_backend=pyav
115
+ prefetch_factor=4
116
+ preload=True
117
+ compile=False
118
+ backbone=resnet18
119
+ lerobot_train \
120
+ --dataset.repo_id=avatarrobotics/alpha-bot-right-2026-03-11-afternoon \
121
+ --dataset.video_backend=pyav \
122
+ --policy.repo_id=avatarrobotics/act-alpha-bot-right-resnet18-b256-20260313-0627 \
123
+ --policy.type=act \
124
+ --policy.chunk_size=100 \
125
+ --policy.n_action_steps=100 \
126
+ --policy.vision_backbone=resnet18 \
127
+ --policy.pretrained_backbone_weights=ResNet18_Weights.IMAGENET1K_V1 \
128
+ --policy.dim_model=512 \
129
+ --policy.n_heads=8 \
130
+ --policy.dim_feedforward=3200 \
131
+ --policy.n_encoder_layers=4 \
132
+ --policy.n_decoder_layers=1 \
133
+ --policy.use_vae=true \
134
+ --policy.latent_dim=32 \
135
+ --policy.n_vae_encoder_layers=4 \
136
+ --policy.dropout=0.1 \
137
+ --policy.kl_weight=10.0 \
138
+ --policy.optimizer_lr=0.0001 \
139
+ --policy.optimizer_weight_decay=1e-4 \
140
+ --policy.optimizer_lr_backbone=0.0001 \
141
+ --batch_size=32 \
142
+ --steps=100000 \
143
+ --save_freq=10000 \
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+ --log_freq=200 \
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+ --save_checkpoint=true \
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+ --seed=1000 \
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+ --num_workers=8 \
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+ --output_dir=outputs/train/act-vacuum-pick \
149
+ --policy.pretrained_path=/root/outputs/train/act-vacuum-pick/pretrained_checkpoint \
150
+ --policy.push_to_hub=true \
151
+ --policy.private=true
152
+ ============================================================
153
+
154
+ [Avatar] Checkpoint push enabled → avatarrobotics/act-alpha-bot-right-resnet18-b256-20260313-0627 (with per-step tags)
155
+ [Avatar] Overriding prefetch_factor=4
156
+ [Avatar] cudnn.benchmark=True, tf32=True
157
+ [Avatar] Checkpoint push enabled → avatarrobotics/act-alpha-bot-right-resnet18-b256-20260313-0627 (with per-step tags)
158
+ [Avatar] Overriding prefetch_factor=4
159
+
160
+ [Avatar] Checkpoint saved to /root/outputs/train/act-vacuum-pick/pretrained_checkpoint
161
+
162
+ ============================================================
163
+ Training args:
164
+ mixed_precision=bf16
165
+ video_backend=pyav
166
+ prefetch_factor=4
167
+ preload=True
168
+ compile=False
169
+ backbone=resnet18
170
+ lerobot_train \
171
+ --dataset.repo_id=avatarrobotics/alpha-bot-right-2026-03-11-afternoon \
172
+ --dataset.video_backend=pyav \
173
+ --policy.repo_id=avatarrobotics/act-alpha-bot-right-resnet18-b256-20260313-0627 \
174
+ --policy.type=act \
175
+ --policy.chunk_size=100 \
176
+ --policy.n_action_steps=100 \
177
+ --policy.vision_backbone=resnet18 \
178
+ --policy.pretrained_backbone_weights=ResNet18_Weights.IMAGENET1K_V1 \
179
+ --policy.dim_model=512 \
180
+ --policy.n_heads=8 \
181
+ --policy.dim_feedforward=3200 \
182
+ --policy.n_encoder_layers=4 \
183
+ --policy.n_decoder_layers=1 \
184
+ --policy.use_vae=true \
185
+ --policy.latent_dim=32 \
186
+ --policy.n_vae_encoder_layers=4 \
187
+ --policy.dropout=0.1 \
188
+ --policy.kl_weight=10.0 \
189
+ --policy.optimizer_lr=0.0001 \
190
+ --policy.optimizer_weight_decay=1e-4 \
191
+ --policy.optimizer_lr_backbone=0.0001 \
192
+ --batch_size=32 \
193
+ --steps=100000 \
194
+ --save_freq=10000 \
195
+ --log_freq=200 \
196
+ --save_checkpoint=true \
197
+ --seed=1000 \
198
+ --num_workers=8 \
199
+ --output_dir=outputs/train/act-vacuum-pick \
200
+ --policy.pretrained_path=/root/outputs/train/act-vacuum-pick/pretrained_checkpoint \
201
+ --policy.push_to_hub=true \
202
+ --policy.private=true
203
+ ============================================================
204
+
205
+ [Avatar] cudnn.benchmark=True, tf32=True
206
+
207
+ [Avatar] Checkpoint saved to /root/outputs/train/act-vacuum-pick/pretrained_checkpoint
208
+
209
+ ============================================================
210
+ Training args:
211
+ mixed_precision=bf16
212
+ video_backend=pyav
213
+ prefetch_factor=4
214
+ preload=True
215
+ compile=False
216
+ backbone=resnet18
217
+ lerobot_train \
218
+ --dataset.repo_id=avatarrobotics/alpha-bot-right-2026-03-11-afternoon \
219
+ --dataset.video_backend=pyav \
220
+ --policy.repo_id=avatarrobotics/act-alpha-bot-right-resnet18-b256-20260313-0627 \
221
+ --policy.type=act \
222
+ --policy.chunk_size=100 \
223
+ --policy.n_action_steps=100 \
224
+ --policy.vision_backbone=resnet18 \
225
+ --policy.pretrained_backbone_weights=ResNet18_Weights.IMAGENET1K_V1 \
226
+ --policy.dim_model=512 \
227
+ --policy.n_heads=8 \
228
+ --policy.dim_feedforward=3200 \
229
+ --policy.n_encoder_layers=4 \
230
+ --policy.n_decoder_layers=1 \
231
+ --policy.use_vae=true \
232
+ --policy.latent_dim=32 \
233
+ --policy.n_vae_encoder_layers=4 \
234
+ --policy.dropout=0.1 \
235
+ --policy.kl_weight=10.0 \
236
+ --policy.optimizer_lr=0.0001 \
237
+ --policy.optimizer_weight_decay=1e-4 \
238
+ --policy.optimizer_lr_backbone=0.0001 \
239
+ --batch_size=32 \
240
+ --steps=100000 \
241
+ --save_freq=10000 \
242
+ --log_freq=200 \
243
+ --save_checkpoint=true \
244
+ --seed=1000 \
245
+ --num_workers=8 \
246
+ --output_dir=outputs/train/act-vacuum-pick \
247
+ --policy.pretrained_path=/root/outputs/train/act-vacuum-pick/pretrained_checkpoint \
248
+ --policy.push_to_hub=true \
249
+ --policy.private=true
250
+ ============================================================
251
+
252
+ [Avatar] Checkpoint push enabled → avatarrobotics/act-alpha-bot-right-resnet18-b256-20260313-0627 (with per-step tags)
253
+ [Avatar] Overriding prefetch_factor=4
254
+ [Avatar] cudnn.benchmark=True, tf32=True
255
+ WARNING:lerobot.configs.policies:Device 'None' is not available. Switching to 'cuda'.
256
+ Traceback (most recent call last):
257
+ File "/tmp/train_on_hf.py", line 748, in <module>
258
+ main()
259
+ File "/tmp/train_on_hf.py", line 744, in main
260
+ lerobot_main()
261
+ File "/usr/local/lib/python3.11/dist-packages/lerobot/scripts/lerobot_train.py", line 532, in main
262
+ train()
263
+ File "/usr/local/lib/python3.11/dist-packages/lerobot/configs/parser.py", line 233, in wrapper_inner
264
+ response = fn(cfg, *args, **kwargs)
265
+ ^^^^^^^^^^^^^^^^^^^^^^^^
266
+ File "/usr/local/lib/python3.11/dist-packages/lerobot/scripts/lerobot_train.py", line 168, in train
267
+ cfg.validate()
268
+ File "/usr/local/lib/python3.11/dist-packages/lerobot/configs/train.py", line 120, in validate
269
+ raise FileExistsError(
270
+ FileExistsError: Output directory outputs/train/act-vacuum-pick already exists and resume is False. Please change your output directory so that outputs/train/act-vacuum-pick is not overwritten.
271
+ WARNING:lerobot.configs.policies:Device 'None' is not available. Switching to 'cuda'.
272
+ Traceback (most recent call last):
273
+ File "/tmp/train_on_hf.py", line 748, in <module>
274
+ main()
275
+ File "/tmp/train_on_hf.py", line 744, in main
276
+ lerobot_main()
277
+ File "/usr/local/lib/python3.11/dist-packages/lerobot/scripts/lerobot_train.py", line 532, in main
278
+ train()
279
+ File "/usr/local/lib/python3.11/dist-packages/lerobot/configs/parser.py", line 233, in wrapper_inner
280
+ response = fn(cfg, *args, **kwargs)
281
+ ^^^^^^^^^^^^^^^^^^^^^^^^
282
+ File "/usr/local/lib/python3.11/dist-packages/lerobot/scripts/lerobot_train.py", line 168, in train
283
+ cfg.validate()
284
+ File "/usr/local/lib/python3.11/dist-packages/lerobot/configs/train.py", line 120, in validate
285
+ raise FileExistsError(
286
+ FileExistsError: Output directory outputs/train/act-vacuum-pick already exists and resume is False. Please change your output directory so that outputs/train/act-vacuum-pick is not overwritten.
287
+ W0313 06:28:17.014000 2076 torch/distributed/elastic/multiprocessing/api.py:900] Sending process 2144 closing signal SIGTERM
288
+ W0313 06:28:17.014000 2076 torch/distributed/elastic/multiprocessing/api.py:900] Sending process 2145 closing signal SIGTERM
289
+ W0313 06:28:17.015000 2076 torch/distributed/elastic/multiprocessing/api.py:900] Sending process 2146 closing signal SIGTERM
290
+ W0313 06:28:17.015000 2076 torch/distributed/elastic/multiprocessing/api.py:900] Sending process 2147 closing signal SIGTERM
291
+ W0313 06:28:17.015000 2076 torch/distributed/elastic/multiprocessing/api.py:900] Sending process 2148 closing signal SIGTERM
292
+ W0313 06:28:17.016000 2076 torch/distributed/elastic/multiprocessing/api.py:900] Sending process 2149 closing signal SIGTERM
293
+ W0313 06:28:17.016000 2076 torch/distributed/elastic/multiprocessing/api.py:900] Sending process 2150 closing signal SIGTERM
294
+ E0313 06:28:17.368000 2076 torch/distributed/elastic/multiprocessing/api.py:874] failed (exitcode: 1) local_rank: 7 (pid: 2151) of binary: /usr/bin/python
295
+ Traceback (most recent call last):
296
+ File "/usr/local/bin/accelerate", line 8, in <module>
297
+ sys.exit(main())
298
+ ^^^^^^
299
+ File "/usr/local/lib/python3.11/dist-packages/accelerate/commands/accelerate_cli.py", line 50, in main
300
+ args.func(args)
301
+ File "/usr/local/lib/python3.11/dist-packages/accelerate/commands/launch.py", line 1396, in launch_command
302
+ multi_gpu_launcher(args)
303
+ File "/usr/local/lib/python3.11/dist-packages/accelerate/commands/launch.py", line 1023, in multi_gpu_launcher
304
+ distrib_run.run(args)
305
+ File "/usr/local/lib/python3.11/dist-packages/torch/distributed/run.py", line 883, in run
306
+ elastic_launch(
307
+ File "/usr/local/lib/python3.11/dist-packages/torch/distributed/launcher/api.py", line 139, in __call__
308
+ return launch_agent(self._config, self._entrypoint, list(args))
309
+ ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
310
+ File "/usr/local/lib/python3.11/dist-packages/torch/distributed/launcher/api.py", line 270, in launch_agent
311
+ raise ChildFailedError(
312
+ torch.distributed.elastic.multiprocessing.errors.ChildFailedError:
313
+ ============================================================
314
+ /tmp/train_on_hf.py FAILED
315
+ ------------------------------------------------------------
316
+ Failures:
317
+ <NO_OTHER_FAILURES>
318
+ ------------------------------------------------------------
319
+ Root Cause (first observed failure):
320
+ [0]:
321
+ time : 2026-03-13_06:28:17
322
+ host : 584a54fcb176
323
+ rank : 7 (local_rank: 7)
324
+ exitcode : 1 (pid: 2151)
325
+ error_file: <N/A>
326
+ traceback : To enable traceback see: https://pytorch.org/docs/stable/elastic/errors.html
327
+ ============================================================
328
+
329
+ >>> Training finished with exit code 1
330
+ Ended: 2026-03-13 06:28:17 UTC
331
+ >>> Saving training log to HuggingFace...