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- .gitattributes +5 -0
- act/act-g1-real/act-hold-lunch-bag-with-both-hands-and-squat-to-put-on-the-coffee-table.g1-real.cosin.lr1.0e-04.b64.gpus2.2601230811/argv.txt +44 -0
- act/act-g1-real/act-hold-lunch-bag-with-both-hands-and-squat-to-put-on-the-coffee-table.g1-real.cosin.lr1.0e-04.b64.gpus2.2601230811/checkpoints/ckpt_10000/model.safetensors +3 -0
- act/act-g1-real/act-hold-lunch-bag-with-both-hands-and-squat-to-put-on-the-coffee-table.g1-real.cosin.lr1.0e-04.b64.gpus2.2601230811/checkpoints/ckpt_10000/optimizer.bin +3 -0
- act/act-g1-real/act-hold-lunch-bag-with-both-hands-and-squat-to-put-on-the-coffee-table.g1-real.cosin.lr1.0e-04.b64.gpus2.2601230811/checkpoints/ckpt_10000/random_states_0.pkl +3 -0
- act/act-g1-real/act-hold-lunch-bag-with-both-hands-and-squat-to-put-on-the-coffee-table.g1-real.cosin.lr1.0e-04.b64.gpus2.2601230811/checkpoints/ckpt_10000/random_states_1.pkl +3 -0
- act/act-g1-real/act-hold-lunch-bag-with-both-hands-and-squat-to-put-on-the-coffee-table.g1-real.cosin.lr1.0e-04.b64.gpus2.2601230811/checkpoints/ckpt_10000/scheduler.bin +3 -0
- act/act-g1-real/act-hold-lunch-bag-with-both-hands-and-squat-to-put-on-the-coffee-table.g1-real.cosin.lr1.0e-04.b64.gpus2.2601230811/checkpoints/ckpt_15000/model.safetensors +3 -0
- act/act-g1-real/act-hold-lunch-bag-with-both-hands-and-squat-to-put-on-the-coffee-table.g1-real.cosin.lr1.0e-04.b64.gpus2.2601230811/checkpoints/ckpt_15000/optimizer.bin +3 -0
- act/act-g1-real/act-hold-lunch-bag-with-both-hands-and-squat-to-put-on-the-coffee-table.g1-real.cosin.lr1.0e-04.b64.gpus2.2601230811/checkpoints/ckpt_15000/random_states_0.pkl +3 -0
- act/act-g1-real/act-hold-lunch-bag-with-both-hands-and-squat-to-put-on-the-coffee-table.g1-real.cosin.lr1.0e-04.b64.gpus2.2601230811/checkpoints/ckpt_15000/random_states_1.pkl +3 -0
- act/act-g1-real/act-hold-lunch-bag-with-both-hands-and-squat-to-put-on-the-coffee-table.g1-real.cosin.lr1.0e-04.b64.gpus2.2601230811/checkpoints/ckpt_15000/scheduler.bin +3 -0
- act/act-g1-real/act-hold-lunch-bag-with-both-hands-and-squat-to-put-on-the-coffee-table.g1-real.cosin.lr1.0e-04.b64.gpus2.2601230811/checkpoints/ckpt_20000/model.safetensors +3 -0
- act/act-g1-real/act-hold-lunch-bag-with-both-hands-and-squat-to-put-on-the-coffee-table.g1-real.cosin.lr1.0e-04.b64.gpus2.2601230811/checkpoints/ckpt_20000/optimizer.bin +3 -0
- act/act-g1-real/act-hold-lunch-bag-with-both-hands-and-squat-to-put-on-the-coffee-table.g1-real.cosin.lr1.0e-04.b64.gpus2.2601230811/checkpoints/ckpt_20000/random_states_0.pkl +3 -0
- act/act-g1-real/act-hold-lunch-bag-with-both-hands-and-squat-to-put-on-the-coffee-table.g1-real.cosin.lr1.0e-04.b64.gpus2.2601230811/checkpoints/ckpt_20000/scheduler.bin +3 -0
- act/act-g1-real/act-hold-lunch-bag-with-both-hands-and-squat-to-put-on-the-coffee-table.g1-real.cosin.lr1.0e-04.b64.gpus2.2601230811/checkpoints/ckpt_25000/model.safetensors +3 -0
- act/act-g1-real/act-hold-lunch-bag-with-both-hands-and-squat-to-put-on-the-coffee-table.g1-real.cosin.lr1.0e-04.b64.gpus2.2601230811/checkpoints/ckpt_25000/optimizer.bin +3 -0
- act/act-g1-real/act-hold-lunch-bag-with-both-hands-and-squat-to-put-on-the-coffee-table.g1-real.cosin.lr1.0e-04.b64.gpus2.2601230811/checkpoints/ckpt_25000/random_states_0.pkl +3 -0
- act/act-g1-real/act-hold-lunch-bag-with-both-hands-and-squat-to-put-on-the-coffee-table.g1-real.cosin.lr1.0e-04.b64.gpus2.2601230811/checkpoints/ckpt_25000/random_states_1.pkl +3 -0
- act/act-g1-real/act-hold-lunch-bag-with-both-hands-and-squat-to-put-on-the-coffee-table.g1-real.cosin.lr1.0e-04.b64.gpus2.2601230811/checkpoints/ckpt_25000/scheduler.bin +3 -0
- act/act-g1-real/act-hold-lunch-bag-with-both-hands-and-squat-to-put-on-the-coffee-table.g1-real.cosin.lr1.0e-04.b64.gpus2.2601230811/checkpoints/ckpt_30000/model.safetensors +3 -0
- act/act-g1-real/act-hold-lunch-bag-with-both-hands-and-squat-to-put-on-the-coffee-table.g1-real.cosin.lr1.0e-04.b64.gpus2.2601230811/checkpoints/ckpt_30000/optimizer.bin +3 -0
- act/act-g1-real/act-hold-lunch-bag-with-both-hands-and-squat-to-put-on-the-coffee-table.g1-real.cosin.lr1.0e-04.b64.gpus2.2601230811/checkpoints/ckpt_30000/random_states_0.pkl +3 -0
- act/act-g1-real/act-hold-lunch-bag-with-both-hands-and-squat-to-put-on-the-coffee-table.g1-real.cosin.lr1.0e-04.b64.gpus2.2601230811/checkpoints/ckpt_30000/random_states_1.pkl +3 -0
- act/act-g1-real/act-hold-lunch-bag-with-both-hands-and-squat-to-put-on-the-coffee-table.g1-real.cosin.lr1.0e-04.b64.gpus2.2601230811/checkpoints/ckpt_30000/scheduler.bin +3 -0
- act/act-g1-real/act-hold-lunch-bag-with-both-hands-and-squat-to-put-on-the-coffee-table.g1-real.cosin.lr1.0e-04.b64.gpus2.2601230811/checkpoints/ckpt_35000/model.safetensors +3 -0
- act/act-g1-real/act-hold-lunch-bag-with-both-hands-and-squat-to-put-on-the-coffee-table.g1-real.cosin.lr1.0e-04.b64.gpus2.2601230811/checkpoints/ckpt_35000/optimizer.bin +3 -0
- act/act-g1-real/act-hold-lunch-bag-with-both-hands-and-squat-to-put-on-the-coffee-table.g1-real.cosin.lr1.0e-04.b64.gpus2.2601230811/checkpoints/ckpt_35000/random_states_0.pkl +3 -0
- act/act-g1-real/act-hold-lunch-bag-with-both-hands-and-squat-to-put-on-the-coffee-table.g1-real.cosin.lr1.0e-04.b64.gpus2.2601230811/checkpoints/ckpt_35000/random_states_1.pkl +3 -0
- act/act-g1-real/act-hold-lunch-bag-with-both-hands-and-squat-to-put-on-the-coffee-table.g1-real.cosin.lr1.0e-04.b64.gpus2.2601230811/checkpoints/ckpt_35000/scheduler.bin +3 -0
- act/act-g1-real/act-hold-lunch-bag-with-both-hands-and-squat-to-put-on-the-coffee-table.g1-real.cosin.lr1.0e-04.b64.gpus2.2601230811/checkpoints/ckpt_40000/model.safetensors +3 -0
- act/act-g1-real/act-hold-lunch-bag-with-both-hands-and-squat-to-put-on-the-coffee-table.g1-real.cosin.lr1.0e-04.b64.gpus2.2601230811/checkpoints/ckpt_40000/optimizer.bin +3 -0
- act/act-g1-real/act-hold-lunch-bag-with-both-hands-and-squat-to-put-on-the-coffee-table.g1-real.cosin.lr1.0e-04.b64.gpus2.2601230811/checkpoints/ckpt_40000/random_states_0.pkl +3 -0
- act/act-g1-real/act-hold-lunch-bag-with-both-hands-and-squat-to-put-on-the-coffee-table.g1-real.cosin.lr1.0e-04.b64.gpus2.2601230811/checkpoints/ckpt_40000/random_states_1.pkl +3 -0
- act/act-g1-real/act-hold-lunch-bag-with-both-hands-and-squat-to-put-on-the-coffee-table.g1-real.cosin.lr1.0e-04.b64.gpus2.2601230811/checkpoints/ckpt_40000/scheduler.bin +3 -0
- act/act-g1-real/act-hold-lunch-bag-with-both-hands-and-squat-to-put-on-the-coffee-table.g1-real.cosin.lr1.0e-04.b64.gpus2.2601230811/checkpoints/ckpt_41999/model.safetensors +3 -0
- act/act-g1-real/act-hold-lunch-bag-with-both-hands-and-squat-to-put-on-the-coffee-table.g1-real.cosin.lr1.0e-04.b64.gpus2.2601230811/checkpoints/ckpt_41999/optimizer.bin +3 -0
- act/act-g1-real/act-hold-lunch-bag-with-both-hands-and-squat-to-put-on-the-coffee-table.g1-real.cosin.lr1.0e-04.b64.gpus2.2601230811/checkpoints/ckpt_41999/random_states_0.pkl +3 -0
- act/act-g1-real/act-hold-lunch-bag-with-both-hands-and-squat-to-put-on-the-coffee-table.g1-real.cosin.lr1.0e-04.b64.gpus2.2601230811/checkpoints/ckpt_41999/random_states_1.pkl +3 -0
- act/act-g1-real/act-hold-lunch-bag-with-both-hands-and-squat-to-put-on-the-coffee-table.g1-real.cosin.lr1.0e-04.b64.gpus2.2601230811/checkpoints/ckpt_41999/scheduler.bin +3 -0
- act/act-g1-real/act-hold-lunch-bag-with-both-hands-and-squat-to-put-on-the-coffee-table.g1-real.cosin.lr1.0e-04.b64.gpus2.2601230811/checkpoints/ckpt_5000/random_states_1.pkl +3 -0
- act/act-g1-real/act-hold-lunch-bag-with-both-hands-and-squat-to-put-on-the-coffee-table.g1-real.cosin.lr1.0e-04.b64.gpus2.2601230811/dataset_statistics.json +558 -0
- act/act-g1-real/act-hold-lunch-bag-with-both-hands-and-squat-to-put-on-the-coffee-table.g1-real.cosin.lr1.0e-04.b64.gpus2.2601230811/envs.txt +17 -0
- act/act-g1-real/act-hold-lunch-bag-with-both-hands-and-squat-to-put-on-the-coffee-table.g1-real.cosin.lr1.0e-04.b64.gpus2.2601230811/run_config.json +310 -0
- act/act-g1-real/act-hold-lunch-bag-with-both-hands-and-squat-to-put-on-the-coffee-table.g1-real.cosin.lr1.0e-04.b64.gpus2.2601230811/wandb/debug-internal.log +12 -0
- act/act-g1-real/act-hold-lunch-bag-with-both-hands-and-squat-to-put-on-the-coffee-table.g1-real.cosin.lr1.0e-04.b64.gpus2.2601230811/wandb/debug.log +27 -0
- act/act-g1-real/act-hold-lunch-bag-with-both-hands-and-squat-to-put-on-the-coffee-table.g1-real.cosin.lr1.0e-04.b64.gpus2.2601230811/wandb/run-20260123_081132-yuvvvmoo/files/config.yaml +457 -0
- act/act-g1-real/act-hold-lunch-bag-with-both-hands-and-squat-to-put-on-the-coffee-table.g1-real.cosin.lr1.0e-04.b64.gpus2.2601230811/wandb/run-20260123_081132-yuvvvmoo/files/output.log +240 -0
- act/act-g1-real/act-hold-lunch-bag-with-both-hands-and-squat-to-put-on-the-coffee-table.g1-real.cosin.lr1.0e-04.b64.gpus2.2601230811/wandb/run-20260123_081132-yuvvvmoo/files/requirements.txt +238 -0
.gitattributes
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act/act-g1-real/act-hold-lunch-bag-with-both-hands-and-squat-to-put-on-the-coffee-table.g1-real.cosin.lr1.0e-04.b64.gpus2.2601230811/wandb/run-20260123_081132-yuvvvmoo/run-yuvvvmoo.wandb filter=lfs diff=lfs merge=lfs -text
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act/act-g1-real/act-pick-bottle-and-turn-and-pour-into-cup.g1-real.cosin.lr1.0e-04.b64.gpus2.2601230537/wandb/run-20260123_053804-3s5i6mk8/run-3s5i6mk8.wandb filter=lfs diff=lfs merge=lfs -text
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act/act-g1-real/act-pull-the-tray-out-of-chips-can-and-throw-the-can-into-trash-bin.g1-real.cosin.lr1.0e-04.b64.gpus2.2601231421/wandb/run-20260123_142144-7kwywvv2/run-7kwywvv2.wandb filter=lfs diff=lfs merge=lfs -text
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act/act-g1-real/act-rotate-to-pour-ham-into-plate-and-push-the-cart-forward.g1-real.cosin.lr1.0e-04.b64.gpus2.2601240510/wandb/run-20260124_051018-nfks4wzd/run-nfks4wzd.wandb filter=lfs diff=lfs merge=lfs -text
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act/act-g1-real/act-hold-lunch-bag-with-both-hands-and-squat-to-put-on-the-coffee-table.g1-real.cosin.lr1.0e-04.b64.gpus2.2601230811/argv.txt
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scripts/train.py
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data:gr00t
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data.transform.repack:gr00t-we
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data.transform.action-state:maxmin
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data.transform.model:act
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model:act
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--seed=2026
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--exp=act-hold-lunch-bag-with-both-hands-and-squat-to-put-on-the-coffee-table
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--train.name=act-g1-real
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--log.report-to=wandb
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--wandb.entity=jliu530-soochow-university
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--train.data_parallel=ddp
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--train.mixed_precision=bf16
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--train.train-batch-size=32
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--train.gradient_accumulation_steps=1
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--train.validation_steps=500
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--train.val_num_batches=20
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--train.max-training-steps=42000
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--train.learning-rate=1e-4
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--train.max-grad-norm=1.0
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--train.lr_scheduler_kwargs.weight_decay=1e-6
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--train.lr_scheduler_kwargs.betas 0.95 0.999
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--train.lr_scheduler_type=cosine
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--train.warmup-steps=1000
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--train.warmup-ratio=None
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--train.checkpointing-steps=5000
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--data.root_dir=/hfm/data/real_teleop_g1/lerobot
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--data.dataset_paths=Hold_lunch_bag_with_both_hands_and_squat_to_put_on_the_coffee_table
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--data.data_config=we.data.gr00t.data_config:WeUnitreeG1LocoDataConfig
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--data.transform.repack.pad-action-dim=36
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--data.transform.repack.pad-state-dim=32
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--data.transform.action-state.stat-path=dataset_statistics/g1-stats-Hold_lunch_bag_with_both_hands_and_squat_to_put_on_the_coffee_table.json
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--data.transform.action-state.stat-action-key=action
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--data.transform.action-state.stat-state-key=states
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--data.transform.action-state.normalize-state
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--data.transform.action-state.action-norm-type=bounds
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--data.transform.model.img-aug
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--data.action-chunk-size=100
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--model.chunk-size=100
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--model.n-action-steps=100
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--model.action-dim=36
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--model.state-dim=32
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--model.use-vae
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--model.kl-weight=10.0
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size 206929288
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ADDED
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ADDED
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ADDED
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act/act-g1-real/act-hold-lunch-bag-with-both-hands-and-squat-to-put-on-the-coffee-table.g1-real.cosin.lr1.0e-04.b64.gpus2.2601230811/envs.txt
ADDED
|
@@ -0,0 +1,17 @@
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|
| 1 |
+
OMP_NUM_THREADS=32
|
| 2 |
+
HF_HOME=/hfm/cache
|
| 3 |
+
TORCH_HOME=/hfm/cache
|
| 4 |
+
HF_TOKEN=hf_...adRb
|
| 5 |
+
HF_LEROBOT_HOME=/hfm/data/lerobot
|
| 6 |
+
WE_HOME=/hfm
|
| 7 |
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DATA_HOME=/hfm/data
|
| 8 |
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UV_CACHE_DIR=/hfm/cache
|
| 9 |
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WANDB_API_KEY=90e...5c06
|
| 10 |
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PROTOCOL_BUFFERS_PYTHON_IMPLEMENTATION=python
|
| 11 |
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CUDA_VISIBLE_DEVICES=6,7
|
| 12 |
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WORLD_SIZE=2
|
| 13 |
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LOCAL_WORLD_SIZE=2
|
| 14 |
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RANK=0
|
| 15 |
+
LOCAL_RANK=0
|
| 16 |
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MASTER_ADDR=nebula101
|
| 17 |
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MASTER_PORT=39399
|
act/act-g1-real/act-hold-lunch-bag-with-both-hands-and-squat-to-put-on-the-coffee-table.g1-real.cosin.lr1.0e-04.b64.gpus2.2601230811/run_config.json
ADDED
|
@@ -0,0 +1,310 @@
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|
| 1 |
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{
|
| 2 |
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"exp": "act-hold-lunch-bag-with-both-hands-and-squat-to-put-on-the-coffee-table",
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| 3 |
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"id": "yuvvvmoo",
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| 18 |
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"name": "act-hold-lunch-bag-with-both-hands-and-squat-to-put-on-the-coffee-table.g1-real.cosin.lr1.0e-04.b64.gpus2.2601230811",
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-0.9785119891166687, -1.4462294578552246, -1.5384447574615479, -0.11282794177532196, -0.2986834645271301, -0.9794951677322388, 0.4298345446586609], 'state_max': [0.32351359724998474, 1.000571370124817, 1.382041335105896, 0.04001244530081749, -0.024179410189390182, 0.019750433042645454, -0.01785559579730034, -0.08465240895748138, -0.3660544753074646, -0.5461722612380981, 1.4431501626968384, 1.72188401222229, 0.5858590006828308, 0.6622584462165833, 1.1968765258789062, 0.7810599207878113, 0.9440333843231201, 1.3086893558502197, 0.550591230392456, 0.8190383911132812, 0.6798372864723206, 1.0178921222686768, 0.09333314746618271, 0.38158971071243286, 1.3073590993881226, 0.7274904251098633, 0.43412426114082336, 0.7520954608917236, 0.2155623883008957, 0.48688051104545593, 0.7747462391853333, 0.7956467866897583], 'normalize_state': True, 'pad_action_dim': None, 'pad_state_dim': None}, 'model': {'resize': {'size': [256, 480]}, 'center_crop': {'size': [224, 224]}, 'color_jitter': {'brightness': 0.2, 'contrast': [0.8, 1.2], 'saturation': [0.8, 1.2], 'hue': 0.05}, 'normalize': {'mean': [0.485, 0.456, 0.406], 'std': [0.229, 0.224, 0.225]}, 'img_aug': True}}, 'action_chunk_size': 100, 'root_dir': '/hfm/data/real_teleop_g1/lerobot', 'dataset_paths': ['Hold_lunch_bag_with_both_hands_and_squat_to_put_on_the_coffee_table'], 'data_config': 'we.data.gr00t.data_config:WeUnitreeG1LocoDataConfig', 'embodiment_tag': 'new_embodiment', 'video_backend': 'decord', 'balance_dataset_weights': True, 'balance_trajectory_weights': True, 'preload_all': False}, 'model': {'n_obs_steps': 1, 'chunk_size': 100, 'n_action_steps': 100, 'action_dim': 36, 'state_dim': 32, 'dim_model': 512, 'n_heads': 8, 'dim_feedforward': 3200, 'feedforward_activation': 'relu', 'n_encoder_layers': 4, 'n_decoder_layers': 1, 'pre_norm': False, 'dropout': 0.1, 'use_vae': True, 'latent_dim': 32, 'n_vae_encoder_layers': 4, 'kl_weight': 10.0, 'temporal_ensemble_coeff': None}, 'environment_variables': {'OMP_NUM_THREADS': '32', 'HF_HOME': '/hfm/cache', 'TORCH_HOME': '/hfm/cache', 'HF_TOKEN': 'hf_...adRb', 'HF_LEROBOT_HOME': '/hfm/data/lerobot', 'WE_HOME': '/hfm', 'DATA_HOME': '/hfm/data', 'UV_CACHE_DIR': '/hfm/cache', 'WANDB_API_KEY': '90e...5c06', 'PROTOCOL_BUFFERS_PYTHON_IMPLEMENTATION': 'python', 'CUDA_VISIBLE_DEVICES': '6,7', 'WORLD_SIZE': '2', 'LOCAL_WORLD_SIZE': '2', 'RANK': '0', 'LOCAL_RANK': '0', 'MASTER_ADDR': 'nebula101', 'MASTER_PORT': '39399'}}
|
| 23 |
+
2026-01-23 22:48:54,448 INFO MainThread:3227745 [wandb_run.py:_finish():2287] finishing run jliu530-soochow-university/hfm/yuvvvmoo
|
| 24 |
+
2026-01-23 22:48:54,452 INFO MainThread:3227745 [wandb_run.py:_atexit_cleanup():2486] got exitcode: 0
|
| 25 |
+
2026-01-23 22:48:54,452 INFO MainThread:3227745 [wandb_run.py:_restore():2468] restore
|
| 26 |
+
2026-01-23 22:48:54,453 INFO MainThread:3227745 [wandb_run.py:_restore():2474] restore done
|
| 27 |
+
2026-01-23 22:48:55,263 INFO MainThread:3227745 [wandb_run.py:_footer_sync_info():3862] logging synced files
|
act/act-g1-real/act-hold-lunch-bag-with-both-hands-and-squat-to-put-on-the-coffee-table.g1-real.cosin.lr1.0e-04.b64.gpus2.2601230811/wandb/run-20260123_081132-yuvvvmoo/files/config.yaml
ADDED
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|
| 1 |
+
_wandb:
|
| 2 |
+
value:
|
| 3 |
+
cli_version: 0.23.1
|
| 4 |
+
e:
|
| 5 |
+
ll48ekgiyrd4ysguzqz0ktfublcn9te0:
|
| 6 |
+
args:
|
| 7 |
+
- data:gr00t
|
| 8 |
+
- data.transform.repack:gr00t-we
|
| 9 |
+
- data.transform.action-state:maxmin
|
| 10 |
+
- data.transform.model:act
|
| 11 |
+
- model:act
|
| 12 |
+
- --seed=2026
|
| 13 |
+
- --exp=act-hold-lunch-bag-with-both-hands-and-squat-to-put-on-the-coffee-table
|
| 14 |
+
- --train.name=act-g1-real
|
| 15 |
+
- --log.report-to=wandb
|
| 16 |
+
- --wandb.entity=jliu530-soochow-university
|
| 17 |
+
- --train.data_parallel=ddp
|
| 18 |
+
- --train.mixed_precision=bf16
|
| 19 |
+
- --train.train-batch-size=32
|
| 20 |
+
- --train.gradient_accumulation_steps=1
|
| 21 |
+
- --train.validation_steps=500
|
| 22 |
+
- --train.val_num_batches=20
|
| 23 |
+
- --train.max-training-steps=42000
|
| 24 |
+
- --train.learning-rate=1e-4
|
| 25 |
+
- --train.max-grad-norm=1.0
|
| 26 |
+
- --train.lr_scheduler_kwargs.weight_decay=1e-6
|
| 27 |
+
- --train.lr_scheduler_kwargs.betas
|
| 28 |
+
- "0.95"
|
| 29 |
+
- "0.999"
|
| 30 |
+
- --train.lr_scheduler_type=cosine
|
| 31 |
+
- --train.warmup-steps=1000
|
| 32 |
+
- --train.warmup-ratio=None
|
| 33 |
+
- --train.checkpointing-steps=5000
|
| 34 |
+
- --data.root_dir=/hfm/data/real_teleop_g1/lerobot
|
| 35 |
+
- --data.dataset_paths=Hold_lunch_bag_with_both_hands_and_squat_to_put_on_the_coffee_table
|
| 36 |
+
- --data.data_config=we.data.gr00t.data_config:WeUnitreeG1LocoDataConfig
|
| 37 |
+
- --data.transform.repack.pad-action-dim=36
|
| 38 |
+
- --data.transform.repack.pad-state-dim=32
|
| 39 |
+
- --data.transform.action-state.stat-path=dataset_statistics/g1-stats-Hold_lunch_bag_with_both_hands_and_squat_to_put_on_the_coffee_table.json
|
| 40 |
+
- --data.transform.action-state.stat-action-key=action
|
| 41 |
+
- --data.transform.action-state.stat-state-key=states
|
| 42 |
+
- --data.transform.action-state.normalize-state
|
| 43 |
+
- --data.transform.action-state.action-norm-type=bounds
|
| 44 |
+
- --data.transform.model.img-aug
|
| 45 |
+
- --data.action-chunk-size=100
|
| 46 |
+
- --model.chunk-size=100
|
| 47 |
+
- --model.n-action-steps=100
|
| 48 |
+
- --model.action-dim=36
|
| 49 |
+
- --model.state-dim=32
|
| 50 |
+
- --model.use-vae
|
| 51 |
+
- --model.kl-weight=10.0
|
| 52 |
+
codePath: scripts/train.py
|
| 53 |
+
codePathLocal: scripts/train.py
|
| 54 |
+
cpu_count: 128
|
| 55 |
+
cpu_count_logical: 128
|
| 56 |
+
cudaVersion: "12.9"
|
| 57 |
+
disk:
|
| 58 |
+
/:
|
| 59 |
+
total: "3934171283456"
|
| 60 |
+
used: "3649290387456"
|
| 61 |
+
email: jliu530@163.com
|
| 62 |
+
executable: /home/jliu/we_learn/.venv-pusht/bin/python3
|
| 63 |
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git:
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warmup_steps: 1000
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wandb:
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value:
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entity: jliu530-soochow-university
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group: null
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resume: allow
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act/act-g1-real/act-hold-lunch-bag-with-both-hands-and-squat-to-put-on-the-coffee-table.g1-real.cosin.lr1.0e-04.b64.gpus2.2601230811/wandb/run-20260123_081132-yuvvvmoo/files/output.log
ADDED
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/home/jliu/we_learn/.venv-pusht/lib/python3.10/site-packages/albumentations/__init__.py:13: UserWarning: A new version of Albumentations is available: 2.0.8 (you have 1.4.18). Upgrade using: pip install -U albumentations. To disable automatic update checks, set the environment variable NO_ALBUMENTATIONS_UPDATE to 1.
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check_for_updates()
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| 16 |
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Loading external config: we.data.gr00t.data_config.WeUnitreeG1LocoDataConfig
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| 17 |
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Initialized dataset Hold_lunch_bag_with_both_hands_and_squat_to_put_on_the_coffee_table with EmbodimentTag.NEW_EMBODIMENT
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| 18 |
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Loading external config: we.data.gr00t.data_config.WeUnitreeG1LocoDataConfig
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| 19 |
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Initialized dataset Hold_lunch_bag_with_both_hands_and_squat_to_put_on_the_coffee_table with EmbodimentTag.NEW_EMBODIMENT
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[2;36m [0m[2;36m [0m[34mINFO [0m | >> |=> Num training examples = [1;36m43427[0m ]8;id=928955;file:///home/jliu/we_learn/scripts/train.py\[2mtrain.py[0m]8;;\[2m:[0m]8;id=127940;file:///home/jliu/we_learn/scripts/train.py#204\[2m204[0m]8;;\
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[2;36m [0m[2;36m [0m[34mINFO [0m | >> |=> Max training Epochs = [1;36m62[0m ]8;id=749231;file:///home/jliu/we_learn/scripts/train.py\[2mtrain.py[0m]8;;\[2m:[0m]8;id=974614;file:///home/jliu/we_learn/scripts/train.py#205\[2m205[0m]8;;\
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[2;36m [0m[2;36m [0m[34mINFO [0m | >> |=> Total optimization steps = [1;36m42000[0m ]8;id=322570;file:///home/jliu/we_learn/scripts/train.py\[2mtrain.py[0m]8;;\[2m:[0m]8;id=574775;file:///home/jliu/we_learn/scripts/train.py#206\[2m206[0m]8;;\
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[2;36m [0m[2;36m [0m[34mINFO [0m | >> |=> Num steps Per Epoch = [1;36m679[0m ]8;id=843992;file:///home/jliu/we_learn/scripts/train.py\[2mtrain.py[0m]8;;\[2m:[0m]8;id=927413;file:///home/jliu/we_learn/scripts/train.py#207\[2m207[0m]8;;\
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| 32 |
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[2;36m [0m[2;36m [0m[34mINFO [0m | >> |=> Gradient Accumulation steps = [1;36m1[0m ]8;id=866305;file:///home/jliu/we_learn/scripts/train.py\[2mtrain.py[0m]8;;\[2m:[0m]8;id=521307;file:///home/jliu/we_learn/scripts/train.py#211\[2m211[0m]8;;\
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| 33 |
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| 34 |
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[2;36m[08:11:41 01/23][0m[2;36m [0m[34mINFO [0m | >> TensorFlow version [1;36m2.20[0m.[1;36m0[0m available. ]8;id=459749;file:///home/jliu/we_learn/.venv-pusht/lib/python3.10/site-packages/datasets/config.py\[2mconfig.py[0m]8;;\[2m:[0m]8;id=722818;file:///home/jliu/we_learn/.venv-pusht/lib/python3.10/site-packages/datasets/config.py#112\[2m112[0m]8;;\
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| 35 |
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[2;36m [0m[2;36m [0m[34mINFO [0m | >> [1m[[0m*[1m][0m Accelerator runs in: ]8;id=966756;file:///home/jliu/we_learn/scripts/train.py\[2mtrain.py[0m]8;;\[2m:[0m]8;id=191940;file:///home/jliu/we_learn/scripts/train.py#219\[2m219[0m]8;;\
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| 36 |
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[2;36m [0m .runs/act-g1-real/act-hold-lunch-bag-with-both-hands-and-squat-to-put-on-the-coffee-table.g1-real.cosin.lr1.[1;36m0e-04[0m.b64.gpus2.[1;36m260[0m [2m [0m
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| 37 |
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[2;36m [0m [1;36m1230811[0m [2m [0m
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| 38 |
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Traing steps: 36%|████████████████████████████▏ | 15000/42000 [6:07:10<20:17:54, 2.71s/it, loss=0.0871, lr=7.4e-05]
|
| 39 |
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| 40 |
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[2;36m[10:34:50 01/23][0m[2;36m [0m[33mWARNING [0m | >> [1m[[0m*[1m][0m Checkpoint [1;36m5000[0m already exists, skipping save. ]8;id=67418;file:///home/jliu/we_learn/src/we/learn/trainers/act_g1_real.py\[2mact_g1_real.py[0m]8;;\[2m:[0m]8;id=680052;file:///home/jliu/we_learn/src/we/learn/trainers/act_g1_real.py#177\[2m177[0m]8;;\
|
| 41 |
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Saved state to None
|
| 42 |
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[2;36m[12:30:31 01/23][0m[2;36m [0m[34mINFO [0m | >> Saving current state to ]8;id=783864;file:///home/jliu/we_learn/.venv-pusht/lib/python3.10/site-packages/accelerate/accelerator.py\[2maccelerator.py[0m]8;;\[2m:[0m]8;id=898249;file:///home/jliu/we_learn/.venv-pusht/lib/python3.10/site-packages/accelerate/accelerator.py#3644\[2m3644[0m]8;;\
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| 43 |
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[2;36m [0m .runs/act-g1-real/act-hold-lunch-bag-with-both-hands-and-squat-to-put-on-the-coffee-table.g1-real.cosin.lr1.[1;36m0e-04[0m.b64.gp [2m [0m
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| 44 |
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[2;36m [0m us2.[1;36m2601230811[0m/checkpoints/ckpt_10000 [2m [0m
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| 45 |
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[2;36m[12:30:33 01/23][0m[2;36m [0m[34mINFO [0m | >> Model weights saved in ]8;id=224;file:///home/jliu/we_learn/.venv-pusht/lib/python3.10/site-packages/accelerate/checkpointing.py\[2mcheckpointing.py[0m]8;;\[2m:[0m]8;id=473149;file:///home/jliu/we_learn/.venv-pusht/lib/python3.10/site-packages/accelerate/checkpointing.py#114\[2m114[0m]8;;\
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[2;36m [0m pus2.[1;36m2601230811[0m/checkpoints/ckpt_10000/model.safetensors [2m [0m
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[2;36m[12:30:35 01/23][0m[2;36m [0m[34mINFO [0m | >> Optimizer state saved in ]8;id=639771;file:///home/jliu/we_learn/.venv-pusht/lib/python3.10/site-packages/accelerate/checkpointing.py\[2mcheckpointing.py[0m]8;;\[2m:[0m]8;id=832328;file:///home/jliu/we_learn/.venv-pusht/lib/python3.10/site-packages/accelerate/checkpointing.py#121\[2m121[0m]8;;\
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| 196 |
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[2;36m [0m .runs/act-g1-real/act-hold-lunch-bag-with-both-hands-and-squat-to-put-on-the-coffee-table.g1-real.cosin.lr1.[1;36m0e-04[0m.b64.gpus2.[1;36m2601230811[0m/ [2m [0m
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| 208 |
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[2;36m [0m .runs/act-g1-real/act-hold-lunch-bag-with-both-hands-and-squat-to-put-on-the-coffee-table.g1-real.cosin.lr1.[1;36m0e-04[0m.b64.gpus2.[1;36m2601230811[0m/ [2m [0m
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| 211 |
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[2;36m [0m .runs/act-g1-real/act-hold-lunch-bag-with-both-hands-and-squat-to-put-on-the-coffee-table.g1-real.cosin.lr1.[1;36m0e-04[0m.b64.gpus2.[1;36m2601230811[0m/ [2m [0m
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| 215 |
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[2;36m [0m checkpoints/ckpt_41999/random_states_0.pkl [2m [0m
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| 216 |
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| 217 |
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| 219 |
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| 220 |
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| 221 |
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| 223 |
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[2;36m [0m checkpoints/ckpt_41999/model.safetensors [2m [0m
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| 225 |
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[2;36m [0m checkpoints/ckpt_41999/optimizer.bin [2m [0m
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| 228 |
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| 231 |
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|
| 234 |
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| 235 |
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[2;36m [0m checkpoints/ckpt_41999/sampler_1.bin [2m [0m
|
| 236 |
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| 237 |
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| 238 |
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|
| 239 |
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[2;36m [0m[2;36m [0m[34mINFO [0m | >> [1m[[0m*[1m][0m Finalized ACT Trainer. Epoch losses: [1m[[0m[1;36m0.0[0m, [1;36m1.430382251739502[0m, [1;36m0.3875456154346466[0m, [1;36m0.21995316445827484[0m, [1;36m0.14772260189056396[0m[1m][0m ]8;id=154857;file:///home/jliu/we_learn/src/we/learn/trainers/act_g1_real.py\[2mact_g1_real.py[0m]8;;\[2m:[0m]8;id=239343;file:///home/jliu/we_learn/src/we/learn/trainers/act_g1_real.py#331\[2m331[0m]8;;\
|
| 240 |
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[2;36m [0m[2;36m [0m[34mINFO [0m | >> [1m[[0m*[1m][0m Happy Ending! ]8;id=438178;file:///home/jliu/we_learn/scripts/train.py\[2mtrain.py[0m]8;;\[2m:[0m]8;id=276631;file:///home/jliu/we_learn/scripts/train.py#314\[2m314[0m]8;;\
|
act/act-g1-real/act-hold-lunch-bag-with-both-hands-and-squat-to-put-on-the-coffee-table.g1-real.cosin.lr1.0e-04.b64.gpus2.2601230811/wandb/run-20260123_081132-yuvvvmoo/files/requirements.txt
ADDED
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| 1 |
+
aiosignal==1.4.0
|
| 2 |
+
transforms3d==0.4.2
|
| 3 |
+
annotated-doc==0.0.4
|
| 4 |
+
hf_transfer==0.1.9
|
| 5 |
+
nvidia-cusolver-cu12==11.7.3.90
|
| 6 |
+
pathspec==0.12.1
|
| 7 |
+
gast==0.7.0
|
| 8 |
+
pydantic==2.10.6
|
| 9 |
+
antlr4-python3-runtime==4.9.3
|
| 10 |
+
tensorflow-graphics==2021.12.3
|
| 11 |
+
python-dotenv==1.2.1
|
| 12 |
+
diffusers==0.30.2
|
| 13 |
+
mergedeep==1.3.4
|
| 14 |
+
Farama-Notifications==0.0.4
|
| 15 |
+
mypy==1.18.2
|
| 16 |
+
google-pasta==0.2.0
|
| 17 |
+
deepdiff==8.6.1
|
| 18 |
+
simplejpeg==1.9.0
|
| 19 |
+
python-dateutil==2.9.0.post0
|
| 20 |
+
nvidia-curand-cu12==10.3.9.90
|
| 21 |
+
torchaudio==2.8.0
|
| 22 |
+
pyyaml-include==1.4.1
|
| 23 |
+
eval_type_backport==0.2.2
|
| 24 |
+
typing_extensions==4.15.0
|
| 25 |
+
array_record==0.8.1
|
| 26 |
+
h5py==3.14.0
|
| 27 |
+
cmake==4.1.0
|
| 28 |
+
platformdirs==4.4.0
|
| 29 |
+
importlib_resources==6.5.2
|
| 30 |
+
params_proto==2.13.2
|
| 31 |
+
toml==0.10.2
|
| 32 |
+
xxhash==3.5.0
|
| 33 |
+
simple-parsing==0.1.7
|
| 34 |
+
tensorflow-datasets==4.9.9
|
| 35 |
+
accelerate==1.12.0
|
| 36 |
+
pfzy==0.3.4
|
| 37 |
+
Werkzeug==3.1.3
|
| 38 |
+
tensorflow-metadata==0.5.0
|
| 39 |
+
tensorboard==2.20.0
|
| 40 |
+
nvidia-nvtx-cu12==12.8.90
|
| 41 |
+
click==8.3.0
|
| 42 |
+
omegaconf==2.3.0
|
| 43 |
+
pandas==2.3.3
|
| 44 |
+
numpy==1.26.4
|
| 45 |
+
urllib3==2.5.0
|
| 46 |
+
httpcore==1.0.9
|
| 47 |
+
trimesh==4.10.1
|
| 48 |
+
Pygments==2.19.2
|
| 49 |
+
namex==0.1.0
|
| 50 |
+
numba==0.63.1
|
| 51 |
+
waterbear==2.6.8
|
| 52 |
+
nvidia-cufile-cu12==1.13.1.3
|
| 53 |
+
sympy==1.14.0
|
| 54 |
+
starlette==0.50.0
|
| 55 |
+
PySocks==1.7.1
|
| 56 |
+
torchcodec==0.6.0
|
| 57 |
+
termcolor==3.1.0
|
| 58 |
+
pyparsing==3.3.1
|
| 59 |
+
aiohappyeyeballs==2.6.1
|
| 60 |
+
multidict==6.6.4
|
| 61 |
+
packaging==25.0
|
| 62 |
+
filelock==3.19.1
|
| 63 |
+
datasets==4.4.1
|
| 64 |
+
psutil==7.1.0
|
| 65 |
+
typing-inspect==0.9.0
|
| 66 |
+
nvidia-cusparselt-cu12==0.7.1
|
| 67 |
+
wrapt==2.0.1
|
| 68 |
+
numcodecs==0.13.1
|
| 69 |
+
we.learn==0.1.0
|
| 70 |
+
llvmlite==0.46.0
|
| 71 |
+
optree==0.18.0
|
| 72 |
+
nvidia-nccl-cu12==2.27.3
|
| 73 |
+
ml_dtypes==0.5.4
|
| 74 |
+
einops==0.8.1
|
| 75 |
+
einx==0.3.0
|
| 76 |
+
wcwidth==0.2.14
|
| 77 |
+
nvidia-cuda-runtime-cu12==12.8.90
|
| 78 |
+
iopath==0.1.10
|
| 79 |
+
pyzmq==27.1.0
|
| 80 |
+
lazy_loader==0.4
|
| 81 |
+
pydantic_core==2.27.2
|
| 82 |
+
scikit-image==0.25.2
|
| 83 |
+
vuer==0.0.68
|
| 84 |
+
promise==2.3
|
| 85 |
+
absl-py==2.3.1
|
| 86 |
+
setuptools==80.9.0
|
| 87 |
+
nvidia-cufft-cu12==11.3.3.83
|
| 88 |
+
asciitree==0.3.3
|
| 89 |
+
grpcio==1.76.0
|
| 90 |
+
gymnasium==0.29.1
|
| 91 |
+
black==25.9.0
|
| 92 |
+
uvicorn==0.40.0
|
| 93 |
+
plotly==6.2.0
|
| 94 |
+
pluggy==1.6.0
|
| 95 |
+
beautifulsoup4==4.14.2
|
| 96 |
+
async-timeout==4.0.3
|
| 97 |
+
narwhals==2.6.0
|
| 98 |
+
OpenEXR==3.4.4
|
| 99 |
+
immutabledict==4.2.2
|
| 100 |
+
tqdm==4.67.1
|
| 101 |
+
exceptiongroup==1.3.0
|
| 102 |
+
frozenlist==1.7.0
|
| 103 |
+
pydantic-yaml==1.6.0
|
| 104 |
+
GitPython==3.1.45
|
| 105 |
+
opencv-python-headless==4.11.0.86
|
| 106 |
+
argcomplete==3.6.2
|
| 107 |
+
torch==2.8.0
|
| 108 |
+
idna==3.10
|
| 109 |
+
huggingface-hub==0.35.3
|
| 110 |
+
Flask==3.1.2
|
| 111 |
+
opt_einsum==3.4.0
|
| 112 |
+
astunparse==1.6.3
|
| 113 |
+
safetensors==0.6.2
|
| 114 |
+
triton==3.4.0
|
| 115 |
+
lerobot==0.1.0
|
| 116 |
+
typeguard==4.4.4
|
| 117 |
+
albucore==0.0.17
|
| 118 |
+
cycler==0.12.1
|
| 119 |
+
orderly-set==5.5.0
|
| 120 |
+
torchvision==0.23.0
|
| 121 |
+
flatbuffers==25.12.19
|
| 122 |
+
protobuf==6.33.2
|
| 123 |
+
argparse==1.4.0
|
| 124 |
+
googleapis-common-protos==1.72.0
|
| 125 |
+
nvidia-cuda-nvrtc-cu12==12.8.93
|
| 126 |
+
anyio==4.11.0
|
| 127 |
+
yarl==1.20.1
|
| 128 |
+
portalocker==3.2.0
|
| 129 |
+
imageio-ffmpeg==0.6.0
|
| 130 |
+
msgpack==1.1.1
|
| 131 |
+
tabulate==0.9.0
|
| 132 |
+
soupsieve==2.8
|
| 133 |
+
numpydantic==1.6.7
|
| 134 |
+
av==16.0.1
|
| 135 |
+
tomli==2.2.1
|
| 136 |
+
blinker==1.9.0
|
| 137 |
+
sentry-sdk==2.39.0
|
| 138 |
+
frozendict==2.4.6
|
| 139 |
+
evdev==1.9.2
|
| 140 |
+
etils==1.13.0
|
| 141 |
+
rerun-sdk==0.22.1
|
| 142 |
+
nvidia-cusparse-cu12==12.5.8.93
|
| 143 |
+
httpx==0.28.1
|
| 144 |
+
gitdb==4.0.12
|
| 145 |
+
pymunk==7.2.0
|
| 146 |
+
setproctitle==1.3.7
|
| 147 |
+
fonttools==4.61.1
|
| 148 |
+
wandb==0.23.1
|
| 149 |
+
MarkupSafe==3.0.3
|
| 150 |
+
jsonlines==4.0.0
|
| 151 |
+
pytest==8.4.2
|
| 152 |
+
propcache==0.3.2
|
| 153 |
+
ruamel.yaml.clib==0.2.14
|
| 154 |
+
dm-tree==0.1.8
|
| 155 |
+
importlib_metadata==8.7.0
|
| 156 |
+
ruamel.yaml==0.18.15
|
| 157 |
+
pillow==11.3.0
|
| 158 |
+
dotenv==0.9.9
|
| 159 |
+
docstring_parser==0.17.0
|
| 160 |
+
shellingham==1.5.4
|
| 161 |
+
wheel==0.45.1
|
| 162 |
+
docker-pycreds==0.4.0
|
| 163 |
+
h11==0.16.0
|
| 164 |
+
shtab==1.7.2
|
| 165 |
+
certifi==2025.8.3
|
| 166 |
+
mpmath==1.3.0
|
| 167 |
+
mdurl==0.1.2
|
| 168 |
+
prompt_toolkit==3.0.52
|
| 169 |
+
isort==6.0.1
|
| 170 |
+
nvidia-cublas-cu12==12.8.4.1
|
| 171 |
+
multiprocess==0.70.16
|
| 172 |
+
attrs==25.3.0
|
| 173 |
+
tensorboard-data-server==0.7.2
|
| 174 |
+
websockets==15.0.1
|
| 175 |
+
Jinja2==3.1.6
|
| 176 |
+
nvidia-cuda-cupti-cu12==12.8.90
|
| 177 |
+
PyYAML==6.0.3
|
| 178 |
+
scipy==1.15.3
|
| 179 |
+
regex==2025.9.18
|
| 180 |
+
nvidia-cudnn-cu12==9.10.2.21
|
| 181 |
+
itsdangerous==2.2.0
|
| 182 |
+
imageio==2.34.2
|
| 183 |
+
fastapi==0.128.0
|
| 184 |
+
cffi==2.0.0
|
| 185 |
+
pipablepytorch3d==0.7.6
|
| 186 |
+
opencv-python==4.11.0.86
|
| 187 |
+
decord==0.6.0
|
| 188 |
+
iniconfig==2.1.0
|
| 189 |
+
fvcore==0.1.5.post20221221
|
| 190 |
+
pynput==1.8.1
|
| 191 |
+
networkx==3.4.2
|
| 192 |
+
annotated-types==0.7.0
|
| 193 |
+
matplotlib==3.10.8
|
| 194 |
+
python-xlib==0.33
|
| 195 |
+
kiwisolver==1.4.9
|
| 196 |
+
Markdown==3.10
|
| 197 |
+
smmap==5.0.2
|
| 198 |
+
nvidia-nvjitlink-cu12==12.8.93
|
| 199 |
+
keras==3.12.0
|
| 200 |
+
yacs==0.1.8
|
| 201 |
+
expandvars==1.1.2
|
| 202 |
+
tyro==0.9.32
|
| 203 |
+
aiohttp-cors==0.8.1
|
| 204 |
+
gdown==5.2.0
|
| 205 |
+
zipp==3.23.0
|
| 206 |
+
six==1.17.0
|
| 207 |
+
charset-normalizer==3.4.3
|
| 208 |
+
transformers==4.44.2
|
| 209 |
+
libclang==18.1.1
|
| 210 |
+
tifffile==2025.5.10
|
| 211 |
+
albumentations==1.4.18
|
| 212 |
+
dill==0.3.8
|
| 213 |
+
tensorflow==2.20.0
|
| 214 |
+
zarr==2.18.3
|
| 215 |
+
fsspec==2025.3.0
|
| 216 |
+
cloudpickle==3.1.1
|
| 217 |
+
hf-xet==1.1.10
|
| 218 |
+
tokenizers==0.19.1
|
| 219 |
+
pytokens==0.1.10
|
| 220 |
+
inquirerpy==0.3.4
|
| 221 |
+
mypy_extensions==1.1.0
|
| 222 |
+
tzdata==2025.2
|
| 223 |
+
ruff==0.13.2
|
| 224 |
+
pycparser==2.23
|
| 225 |
+
contourpy==1.3.2
|
| 226 |
+
pyarrow==21.0.0
|
| 227 |
+
pytz==2025.2
|
| 228 |
+
requests==2.32.5
|
| 229 |
+
sniffio==1.3.1
|
| 230 |
+
tensorflow-addons==0.19.0
|
| 231 |
+
markdown-it-py==4.0.0
|
| 232 |
+
typer==0.19.2
|
| 233 |
+
killport==1.2.0
|
| 234 |
+
fasteners==0.20
|
| 235 |
+
aiohttp==3.10.5
|
| 236 |
+
draccus==0.10.0
|
| 237 |
+
rich==14.1.0
|
| 238 |
+
we.learn==0.1.0
|