Upload folder using huggingface_hub
Browse files- .gitattributes +1 -0
- checkpoints/010000/pretrained_model/config.json +91 -0
- checkpoints/010000/pretrained_model/model.safetensors +3 -0
- checkpoints/010000/pretrained_model/policy_postprocessor.json +32 -0
- checkpoints/010000/pretrained_model/policy_postprocessor_step_0_unnormalizer_processor.safetensors +3 -0
- checkpoints/010000/pretrained_model/policy_preprocessor.json +91 -0
- checkpoints/010000/pretrained_model/policy_preprocessor_step_5_normalizer_processor.safetensors +3 -0
- checkpoints/010000/pretrained_model/train_config.json +224 -0
- checkpoints/010000/training_state/optimizer_param_groups.json +798 -0
- checkpoints/010000/training_state/optimizer_state.safetensors +3 -0
- checkpoints/010000/training_state/rng_state.safetensors +3 -0
- checkpoints/010000/training_state/scheduler_state.json +14 -0
- checkpoints/010000/training_state/training_step.json +3 -0
- wandb/debug-internal.log +12 -0
- wandb/debug.log +23 -0
- wandb/run-20251130_205554-fadl65t9/files/config.yaml +255 -0
- wandb/run-20251130_205554-fadl65t9/files/output.log +145 -0
- wandb/run-20251130_205554-fadl65t9/files/requirements.txt +133 -0
- wandb/run-20251130_205554-fadl65t9/files/wandb-metadata.json +59 -0
- wandb/run-20251130_205554-fadl65t9/files/wandb-summary.json +1 -0
- wandb/run-20251130_205554-fadl65t9/logs/debug-core.log +15 -0
- wandb/run-20251130_205554-fadl65t9/logs/debug-internal.log +12 -0
- wandb/run-20251130_205554-fadl65t9/logs/debug.log +23 -0
- wandb/run-20251130_205554-fadl65t9/run-fadl65t9.wandb +3 -0
.gitattributes
CHANGED
|
@@ -33,3 +33,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
|
|
| 33 |
*.zip filter=lfs diff=lfs merge=lfs -text
|
| 34 |
*.zst filter=lfs diff=lfs merge=lfs -text
|
| 35 |
*tfevents* filter=lfs diff=lfs merge=lfs -text
|
|
|
|
|
|
| 33 |
*.zip filter=lfs diff=lfs merge=lfs -text
|
| 34 |
*.zst filter=lfs diff=lfs merge=lfs -text
|
| 35 |
*tfevents* filter=lfs diff=lfs merge=lfs -text
|
| 36 |
+
wandb/run-20251130_205554-fadl65t9/run-fadl65t9.wandb filter=lfs diff=lfs merge=lfs -text
|
checkpoints/010000/pretrained_model/config.json
ADDED
|
@@ -0,0 +1,91 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"type": "pi0",
|
| 3 |
+
"n_obs_steps": 1,
|
| 4 |
+
"input_features": {
|
| 5 |
+
"observation.state": {
|
| 6 |
+
"type": "STATE",
|
| 7 |
+
"shape": [
|
| 8 |
+
10
|
| 9 |
+
]
|
| 10 |
+
},
|
| 11 |
+
"observation.images.top": {
|
| 12 |
+
"type": "VISUAL",
|
| 13 |
+
"shape": [
|
| 14 |
+
3,
|
| 15 |
+
480,
|
| 16 |
+
640
|
| 17 |
+
]
|
| 18 |
+
},
|
| 19 |
+
"observation.images.wrist": {
|
| 20 |
+
"type": "VISUAL",
|
| 21 |
+
"shape": [
|
| 22 |
+
3,
|
| 23 |
+
480,
|
| 24 |
+
640
|
| 25 |
+
]
|
| 26 |
+
},
|
| 27 |
+
"observation.images.front": {
|
| 28 |
+
"type": "VISUAL",
|
| 29 |
+
"shape": [
|
| 30 |
+
3,
|
| 31 |
+
480,
|
| 32 |
+
640
|
| 33 |
+
]
|
| 34 |
+
}
|
| 35 |
+
},
|
| 36 |
+
"output_features": {
|
| 37 |
+
"action": {
|
| 38 |
+
"type": "ACTION",
|
| 39 |
+
"shape": [
|
| 40 |
+
10
|
| 41 |
+
]
|
| 42 |
+
}
|
| 43 |
+
},
|
| 44 |
+
"device": "cuda",
|
| 45 |
+
"use_amp": false,
|
| 46 |
+
"push_to_hub": false,
|
| 47 |
+
"repo_id": null,
|
| 48 |
+
"private": null,
|
| 49 |
+
"tags": null,
|
| 50 |
+
"license": null,
|
| 51 |
+
"pretrained_path": "lerobot/pi0_base",
|
| 52 |
+
"paligemma_variant": "gemma_2b",
|
| 53 |
+
"action_expert_variant": "gemma_300m",
|
| 54 |
+
"dtype": "bfloat16",
|
| 55 |
+
"chunk_size": 50,
|
| 56 |
+
"n_action_steps": 50,
|
| 57 |
+
"max_state_dim": 32,
|
| 58 |
+
"max_action_dim": 32,
|
| 59 |
+
"num_inference_steps": 10,
|
| 60 |
+
"time_sampling_beta_alpha": 1.5,
|
| 61 |
+
"time_sampling_beta_beta": 1.0,
|
| 62 |
+
"time_sampling_scale": 0.999,
|
| 63 |
+
"time_sampling_offset": 0.001,
|
| 64 |
+
"min_period": 0.004,
|
| 65 |
+
"max_period": 4.0,
|
| 66 |
+
"image_resolution": [
|
| 67 |
+
224,
|
| 68 |
+
224
|
| 69 |
+
],
|
| 70 |
+
"empty_cameras": 0,
|
| 71 |
+
"normalization_mapping": {
|
| 72 |
+
"VISUAL": "IDENTITY",
|
| 73 |
+
"STATE": "MEAN_STD",
|
| 74 |
+
"ACTION": "MEAN_STD"
|
| 75 |
+
},
|
| 76 |
+
"gradient_checkpointing": true,
|
| 77 |
+
"compile_model": true,
|
| 78 |
+
"compile_mode": "max-autotune",
|
| 79 |
+
"optimizer_lr": 2.5e-05,
|
| 80 |
+
"optimizer_betas": [
|
| 81 |
+
0.9,
|
| 82 |
+
0.95
|
| 83 |
+
],
|
| 84 |
+
"optimizer_eps": 1e-08,
|
| 85 |
+
"optimizer_weight_decay": 0.01,
|
| 86 |
+
"optimizer_grad_clip_norm": 1.0,
|
| 87 |
+
"scheduler_warmup_steps": 1000,
|
| 88 |
+
"scheduler_decay_steps": 30000,
|
| 89 |
+
"scheduler_decay_lr": 2.5e-06,
|
| 90 |
+
"tokenizer_max_length": 48
|
| 91 |
+
}
|
checkpoints/010000/pretrained_model/model.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:0be115ceb5009188fcfa9ff8b7072809b9134533ee7b3e8ee2a583a507af90ba
|
| 3 |
+
size 7011548640
|
checkpoints/010000/pretrained_model/policy_postprocessor.json
ADDED
|
@@ -0,0 +1,32 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"name": "policy_postprocessor",
|
| 3 |
+
"steps": [
|
| 4 |
+
{
|
| 5 |
+
"registry_name": "unnormalizer_processor",
|
| 6 |
+
"config": {
|
| 7 |
+
"eps": 1e-08,
|
| 8 |
+
"features": {
|
| 9 |
+
"action": {
|
| 10 |
+
"type": "ACTION",
|
| 11 |
+
"shape": [
|
| 12 |
+
10
|
| 13 |
+
]
|
| 14 |
+
}
|
| 15 |
+
},
|
| 16 |
+
"norm_map": {
|
| 17 |
+
"VISUAL": "IDENTITY",
|
| 18 |
+
"STATE": "MEAN_STD",
|
| 19 |
+
"ACTION": "MEAN_STD"
|
| 20 |
+
}
|
| 21 |
+
},
|
| 22 |
+
"state_file": "policy_postprocessor_step_0_unnormalizer_processor.safetensors"
|
| 23 |
+
},
|
| 24 |
+
{
|
| 25 |
+
"registry_name": "device_processor",
|
| 26 |
+
"config": {
|
| 27 |
+
"device": "cpu",
|
| 28 |
+
"float_dtype": null
|
| 29 |
+
}
|
| 30 |
+
}
|
| 31 |
+
]
|
| 32 |
+
}
|
checkpoints/010000/pretrained_model/policy_postprocessor_step_0_unnormalizer_processor.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:006c815876cc8f364a8e1bcc96cbd1930cb6e50d543fdf3d73ba7387144fb62d
|
| 3 |
+
size 8880
|
checkpoints/010000/pretrained_model/policy_preprocessor.json
ADDED
|
@@ -0,0 +1,91 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"name": "policy_preprocessor",
|
| 3 |
+
"steps": [
|
| 4 |
+
{
|
| 5 |
+
"registry_name": "rename_observations_processor",
|
| 6 |
+
"config": {
|
| 7 |
+
"rename_map": {
|
| 8 |
+
"observation.images.camera1": "observation.images.wrist",
|
| 9 |
+
"observation.images.camera2": "observation.images.top",
|
| 10 |
+
"observation.images.camera3": "observation.images.front"
|
| 11 |
+
}
|
| 12 |
+
}
|
| 13 |
+
},
|
| 14 |
+
{
|
| 15 |
+
"registry_name": "to_batch_processor",
|
| 16 |
+
"config": {}
|
| 17 |
+
},
|
| 18 |
+
{
|
| 19 |
+
"registry_name": "pi0_new_line_processor",
|
| 20 |
+
"config": {}
|
| 21 |
+
},
|
| 22 |
+
{
|
| 23 |
+
"registry_name": "tokenizer_processor",
|
| 24 |
+
"config": {
|
| 25 |
+
"max_length": 48,
|
| 26 |
+
"task_key": "task",
|
| 27 |
+
"padding_side": "right",
|
| 28 |
+
"padding": "max_length",
|
| 29 |
+
"truncation": true,
|
| 30 |
+
"tokenizer_name": "google/paligemma-3b-pt-224"
|
| 31 |
+
}
|
| 32 |
+
},
|
| 33 |
+
{
|
| 34 |
+
"registry_name": "device_processor",
|
| 35 |
+
"config": {
|
| 36 |
+
"device": "cuda",
|
| 37 |
+
"float_dtype": null
|
| 38 |
+
}
|
| 39 |
+
},
|
| 40 |
+
{
|
| 41 |
+
"registry_name": "normalizer_processor",
|
| 42 |
+
"config": {
|
| 43 |
+
"eps": 1e-08,
|
| 44 |
+
"features": {
|
| 45 |
+
"observation.state": {
|
| 46 |
+
"type": "STATE",
|
| 47 |
+
"shape": [
|
| 48 |
+
10
|
| 49 |
+
]
|
| 50 |
+
},
|
| 51 |
+
"observation.images.top": {
|
| 52 |
+
"type": "VISUAL",
|
| 53 |
+
"shape": [
|
| 54 |
+
3,
|
| 55 |
+
480,
|
| 56 |
+
640
|
| 57 |
+
]
|
| 58 |
+
},
|
| 59 |
+
"observation.images.wrist": {
|
| 60 |
+
"type": "VISUAL",
|
| 61 |
+
"shape": [
|
| 62 |
+
3,
|
| 63 |
+
480,
|
| 64 |
+
640
|
| 65 |
+
]
|
| 66 |
+
},
|
| 67 |
+
"observation.images.front": {
|
| 68 |
+
"type": "VISUAL",
|
| 69 |
+
"shape": [
|
| 70 |
+
3,
|
| 71 |
+
480,
|
| 72 |
+
640
|
| 73 |
+
]
|
| 74 |
+
},
|
| 75 |
+
"action": {
|
| 76 |
+
"type": "ACTION",
|
| 77 |
+
"shape": [
|
| 78 |
+
10
|
| 79 |
+
]
|
| 80 |
+
}
|
| 81 |
+
},
|
| 82 |
+
"norm_map": {
|
| 83 |
+
"VISUAL": "IDENTITY",
|
| 84 |
+
"STATE": "MEAN_STD",
|
| 85 |
+
"ACTION": "MEAN_STD"
|
| 86 |
+
}
|
| 87 |
+
},
|
| 88 |
+
"state_file": "policy_preprocessor_step_5_normalizer_processor.safetensors"
|
| 89 |
+
}
|
| 90 |
+
]
|
| 91 |
+
}
|
checkpoints/010000/pretrained_model/policy_preprocessor_step_5_normalizer_processor.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:006c815876cc8f364a8e1bcc96cbd1930cb6e50d543fdf3d73ba7387144fb62d
|
| 3 |
+
size 8880
|
checkpoints/010000/pretrained_model/train_config.json
ADDED
|
@@ -0,0 +1,224 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"dataset": {
|
| 3 |
+
"repo_id": "/home/vla/so101_1130_2tasks",
|
| 4 |
+
"root": null,
|
| 5 |
+
"episodes": null,
|
| 6 |
+
"image_transforms": {
|
| 7 |
+
"enable": false,
|
| 8 |
+
"max_num_transforms": 3,
|
| 9 |
+
"random_order": false,
|
| 10 |
+
"tfs": {
|
| 11 |
+
"brightness": {
|
| 12 |
+
"weight": 1.0,
|
| 13 |
+
"type": "ColorJitter",
|
| 14 |
+
"kwargs": {
|
| 15 |
+
"brightness": [
|
| 16 |
+
0.8,
|
| 17 |
+
1.2
|
| 18 |
+
]
|
| 19 |
+
}
|
| 20 |
+
},
|
| 21 |
+
"contrast": {
|
| 22 |
+
"weight": 1.0,
|
| 23 |
+
"type": "ColorJitter",
|
| 24 |
+
"kwargs": {
|
| 25 |
+
"contrast": [
|
| 26 |
+
0.8,
|
| 27 |
+
1.2
|
| 28 |
+
]
|
| 29 |
+
}
|
| 30 |
+
},
|
| 31 |
+
"saturation": {
|
| 32 |
+
"weight": 1.0,
|
| 33 |
+
"type": "ColorJitter",
|
| 34 |
+
"kwargs": {
|
| 35 |
+
"saturation": [
|
| 36 |
+
0.5,
|
| 37 |
+
1.5
|
| 38 |
+
]
|
| 39 |
+
}
|
| 40 |
+
},
|
| 41 |
+
"hue": {
|
| 42 |
+
"weight": 1.0,
|
| 43 |
+
"type": "ColorJitter",
|
| 44 |
+
"kwargs": {
|
| 45 |
+
"hue": [
|
| 46 |
+
-0.05,
|
| 47 |
+
0.05
|
| 48 |
+
]
|
| 49 |
+
}
|
| 50 |
+
},
|
| 51 |
+
"sharpness": {
|
| 52 |
+
"weight": 1.0,
|
| 53 |
+
"type": "SharpnessJitter",
|
| 54 |
+
"kwargs": {
|
| 55 |
+
"sharpness": [
|
| 56 |
+
0.5,
|
| 57 |
+
1.5
|
| 58 |
+
]
|
| 59 |
+
}
|
| 60 |
+
},
|
| 61 |
+
"affine": {
|
| 62 |
+
"weight": 1.0,
|
| 63 |
+
"type": "RandomAffine",
|
| 64 |
+
"kwargs": {
|
| 65 |
+
"degrees": [
|
| 66 |
+
-5.0,
|
| 67 |
+
5.0
|
| 68 |
+
],
|
| 69 |
+
"translate": [
|
| 70 |
+
0.05,
|
| 71 |
+
0.05
|
| 72 |
+
]
|
| 73 |
+
}
|
| 74 |
+
}
|
| 75 |
+
}
|
| 76 |
+
},
|
| 77 |
+
"revision": null,
|
| 78 |
+
"use_imagenet_stats": true,
|
| 79 |
+
"video_backend": "torchcodec",
|
| 80 |
+
"streaming": false
|
| 81 |
+
},
|
| 82 |
+
"env": null,
|
| 83 |
+
"policy": {
|
| 84 |
+
"type": "pi0",
|
| 85 |
+
"n_obs_steps": 1,
|
| 86 |
+
"input_features": {
|
| 87 |
+
"observation.state": {
|
| 88 |
+
"type": "STATE",
|
| 89 |
+
"shape": [
|
| 90 |
+
10
|
| 91 |
+
]
|
| 92 |
+
},
|
| 93 |
+
"observation.images.top": {
|
| 94 |
+
"type": "VISUAL",
|
| 95 |
+
"shape": [
|
| 96 |
+
3,
|
| 97 |
+
480,
|
| 98 |
+
640
|
| 99 |
+
]
|
| 100 |
+
},
|
| 101 |
+
"observation.images.wrist": {
|
| 102 |
+
"type": "VISUAL",
|
| 103 |
+
"shape": [
|
| 104 |
+
3,
|
| 105 |
+
480,
|
| 106 |
+
640
|
| 107 |
+
]
|
| 108 |
+
},
|
| 109 |
+
"observation.images.front": {
|
| 110 |
+
"type": "VISUAL",
|
| 111 |
+
"shape": [
|
| 112 |
+
3,
|
| 113 |
+
480,
|
| 114 |
+
640
|
| 115 |
+
]
|
| 116 |
+
}
|
| 117 |
+
},
|
| 118 |
+
"output_features": {
|
| 119 |
+
"action": {
|
| 120 |
+
"type": "ACTION",
|
| 121 |
+
"shape": [
|
| 122 |
+
10
|
| 123 |
+
]
|
| 124 |
+
}
|
| 125 |
+
},
|
| 126 |
+
"device": "cuda",
|
| 127 |
+
"use_amp": false,
|
| 128 |
+
"push_to_hub": false,
|
| 129 |
+
"repo_id": null,
|
| 130 |
+
"private": null,
|
| 131 |
+
"tags": null,
|
| 132 |
+
"license": null,
|
| 133 |
+
"pretrained_path": "lerobot/pi0_base",
|
| 134 |
+
"paligemma_variant": "gemma_2b",
|
| 135 |
+
"action_expert_variant": "gemma_300m",
|
| 136 |
+
"dtype": "bfloat16",
|
| 137 |
+
"chunk_size": 50,
|
| 138 |
+
"n_action_steps": 50,
|
| 139 |
+
"max_state_dim": 32,
|
| 140 |
+
"max_action_dim": 32,
|
| 141 |
+
"num_inference_steps": 10,
|
| 142 |
+
"time_sampling_beta_alpha": 1.5,
|
| 143 |
+
"time_sampling_beta_beta": 1.0,
|
| 144 |
+
"time_sampling_scale": 0.999,
|
| 145 |
+
"time_sampling_offset": 0.001,
|
| 146 |
+
"min_period": 0.004,
|
| 147 |
+
"max_period": 4.0,
|
| 148 |
+
"image_resolution": [
|
| 149 |
+
224,
|
| 150 |
+
224
|
| 151 |
+
],
|
| 152 |
+
"empty_cameras": 0,
|
| 153 |
+
"normalization_mapping": {
|
| 154 |
+
"VISUAL": "IDENTITY",
|
| 155 |
+
"STATE": "MEAN_STD",
|
| 156 |
+
"ACTION": "MEAN_STD"
|
| 157 |
+
},
|
| 158 |
+
"gradient_checkpointing": true,
|
| 159 |
+
"compile_model": true,
|
| 160 |
+
"compile_mode": "max-autotune",
|
| 161 |
+
"optimizer_lr": 2.5e-05,
|
| 162 |
+
"optimizer_betas": [
|
| 163 |
+
0.9,
|
| 164 |
+
0.95
|
| 165 |
+
],
|
| 166 |
+
"optimizer_eps": 1e-08,
|
| 167 |
+
"optimizer_weight_decay": 0.01,
|
| 168 |
+
"optimizer_grad_clip_norm": 1.0,
|
| 169 |
+
"scheduler_warmup_steps": 1000,
|
| 170 |
+
"scheduler_decay_steps": 30000,
|
| 171 |
+
"scheduler_decay_lr": 2.5e-06,
|
| 172 |
+
"tokenizer_max_length": 48
|
| 173 |
+
},
|
| 174 |
+
"output_dir": "/home/vla/so101_1130_2tasks_pi0train",
|
| 175 |
+
"job_name": "so101_1130_2tasks_pi0train",
|
| 176 |
+
"resume": false,
|
| 177 |
+
"seed": 1000,
|
| 178 |
+
"num_workers": 16,
|
| 179 |
+
"batch_size": 24,
|
| 180 |
+
"steps": 10000,
|
| 181 |
+
"eval_freq": 20000,
|
| 182 |
+
"log_freq": 200,
|
| 183 |
+
"save_checkpoint": true,
|
| 184 |
+
"save_freq": 20000,
|
| 185 |
+
"use_policy_training_preset": true,
|
| 186 |
+
"optimizer": {
|
| 187 |
+
"type": "adamw",
|
| 188 |
+
"lr": 2.5e-05,
|
| 189 |
+
"weight_decay": 0.01,
|
| 190 |
+
"grad_clip_norm": 1.0,
|
| 191 |
+
"betas": [
|
| 192 |
+
0.9,
|
| 193 |
+
0.95
|
| 194 |
+
],
|
| 195 |
+
"eps": 1e-08
|
| 196 |
+
},
|
| 197 |
+
"scheduler": {
|
| 198 |
+
"type": "cosine_decay_with_warmup",
|
| 199 |
+
"num_warmup_steps": 1000,
|
| 200 |
+
"num_decay_steps": 30000,
|
| 201 |
+
"peak_lr": 2.5e-05,
|
| 202 |
+
"decay_lr": 2.5e-06
|
| 203 |
+
},
|
| 204 |
+
"eval": {
|
| 205 |
+
"n_episodes": 50,
|
| 206 |
+
"batch_size": 50,
|
| 207 |
+
"use_async_envs": false
|
| 208 |
+
},
|
| 209 |
+
"wandb": {
|
| 210 |
+
"enable": true,
|
| 211 |
+
"disable_artifact": false,
|
| 212 |
+
"project": "lerobot",
|
| 213 |
+
"entity": null,
|
| 214 |
+
"notes": null,
|
| 215 |
+
"run_id": "fadl65t9",
|
| 216 |
+
"mode": null
|
| 217 |
+
},
|
| 218 |
+
"checkpoint_path": null,
|
| 219 |
+
"rename_map": {
|
| 220 |
+
"observation.images.camera1": "observation.images.wrist",
|
| 221 |
+
"observation.images.camera2": "observation.images.top",
|
| 222 |
+
"observation.images.camera3": "observation.images.front"
|
| 223 |
+
}
|
| 224 |
+
}
|
checkpoints/010000/training_state/optimizer_param_groups.json
ADDED
|
@@ -0,0 +1,798 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
[
|
| 2 |
+
{
|
| 3 |
+
"lr": 2.5e-06,
|
| 4 |
+
"betas": [
|
| 5 |
+
0.9,
|
| 6 |
+
0.95
|
| 7 |
+
],
|
| 8 |
+
"eps": 1e-08,
|
| 9 |
+
"weight_decay": 0.01,
|
| 10 |
+
"amsgrad": false,
|
| 11 |
+
"maximize": false,
|
| 12 |
+
"foreach": null,
|
| 13 |
+
"capturable": false,
|
| 14 |
+
"differentiable": false,
|
| 15 |
+
"fused": null,
|
| 16 |
+
"decoupled_weight_decay": true,
|
| 17 |
+
"initial_lr": 2.5e-05,
|
| 18 |
+
"params": [
|
| 19 |
+
0,
|
| 20 |
+
1,
|
| 21 |
+
2,
|
| 22 |
+
3,
|
| 23 |
+
4,
|
| 24 |
+
5,
|
| 25 |
+
6,
|
| 26 |
+
7,
|
| 27 |
+
8,
|
| 28 |
+
9,
|
| 29 |
+
10,
|
| 30 |
+
11,
|
| 31 |
+
12,
|
| 32 |
+
13,
|
| 33 |
+
14,
|
| 34 |
+
15,
|
| 35 |
+
16,
|
| 36 |
+
17,
|
| 37 |
+
18,
|
| 38 |
+
19,
|
| 39 |
+
20,
|
| 40 |
+
21,
|
| 41 |
+
22,
|
| 42 |
+
23,
|
| 43 |
+
24,
|
| 44 |
+
25,
|
| 45 |
+
26,
|
| 46 |
+
27,
|
| 47 |
+
28,
|
| 48 |
+
29,
|
| 49 |
+
30,
|
| 50 |
+
31,
|
| 51 |
+
32,
|
| 52 |
+
33,
|
| 53 |
+
34,
|
| 54 |
+
35,
|
| 55 |
+
36,
|
| 56 |
+
37,
|
| 57 |
+
38,
|
| 58 |
+
39,
|
| 59 |
+
40,
|
| 60 |
+
41,
|
| 61 |
+
42,
|
| 62 |
+
43,
|
| 63 |
+
44,
|
| 64 |
+
45,
|
| 65 |
+
46,
|
| 66 |
+
47,
|
| 67 |
+
48,
|
| 68 |
+
49,
|
| 69 |
+
50,
|
| 70 |
+
51,
|
| 71 |
+
52,
|
| 72 |
+
53,
|
| 73 |
+
54,
|
| 74 |
+
55,
|
| 75 |
+
56,
|
| 76 |
+
57,
|
| 77 |
+
58,
|
| 78 |
+
59,
|
| 79 |
+
60,
|
| 80 |
+
61,
|
| 81 |
+
62,
|
| 82 |
+
63,
|
| 83 |
+
64,
|
| 84 |
+
65,
|
| 85 |
+
66,
|
| 86 |
+
67,
|
| 87 |
+
68,
|
| 88 |
+
69,
|
| 89 |
+
70,
|
| 90 |
+
71,
|
| 91 |
+
72,
|
| 92 |
+
73,
|
| 93 |
+
74,
|
| 94 |
+
75,
|
| 95 |
+
76,
|
| 96 |
+
77,
|
| 97 |
+
78,
|
| 98 |
+
79,
|
| 99 |
+
80,
|
| 100 |
+
81,
|
| 101 |
+
82,
|
| 102 |
+
83,
|
| 103 |
+
84,
|
| 104 |
+
85,
|
| 105 |
+
86,
|
| 106 |
+
87,
|
| 107 |
+
88,
|
| 108 |
+
89,
|
| 109 |
+
90,
|
| 110 |
+
91,
|
| 111 |
+
92,
|
| 112 |
+
93,
|
| 113 |
+
94,
|
| 114 |
+
95,
|
| 115 |
+
96,
|
| 116 |
+
97,
|
| 117 |
+
98,
|
| 118 |
+
99,
|
| 119 |
+
100,
|
| 120 |
+
101,
|
| 121 |
+
102,
|
| 122 |
+
103,
|
| 123 |
+
104,
|
| 124 |
+
105,
|
| 125 |
+
106,
|
| 126 |
+
107,
|
| 127 |
+
108,
|
| 128 |
+
109,
|
| 129 |
+
110,
|
| 130 |
+
111,
|
| 131 |
+
112,
|
| 132 |
+
113,
|
| 133 |
+
114,
|
| 134 |
+
115,
|
| 135 |
+
116,
|
| 136 |
+
117,
|
| 137 |
+
118,
|
| 138 |
+
119,
|
| 139 |
+
120,
|
| 140 |
+
121,
|
| 141 |
+
122,
|
| 142 |
+
123,
|
| 143 |
+
124,
|
| 144 |
+
125,
|
| 145 |
+
126,
|
| 146 |
+
127,
|
| 147 |
+
128,
|
| 148 |
+
129,
|
| 149 |
+
130,
|
| 150 |
+
131,
|
| 151 |
+
132,
|
| 152 |
+
133,
|
| 153 |
+
134,
|
| 154 |
+
135,
|
| 155 |
+
136,
|
| 156 |
+
137,
|
| 157 |
+
138,
|
| 158 |
+
139,
|
| 159 |
+
140,
|
| 160 |
+
141,
|
| 161 |
+
142,
|
| 162 |
+
143,
|
| 163 |
+
144,
|
| 164 |
+
145,
|
| 165 |
+
146,
|
| 166 |
+
147,
|
| 167 |
+
148,
|
| 168 |
+
149,
|
| 169 |
+
150,
|
| 170 |
+
151,
|
| 171 |
+
152,
|
| 172 |
+
153,
|
| 173 |
+
154,
|
| 174 |
+
155,
|
| 175 |
+
156,
|
| 176 |
+
157,
|
| 177 |
+
158,
|
| 178 |
+
159,
|
| 179 |
+
160,
|
| 180 |
+
161,
|
| 181 |
+
162,
|
| 182 |
+
163,
|
| 183 |
+
164,
|
| 184 |
+
165,
|
| 185 |
+
166,
|
| 186 |
+
167,
|
| 187 |
+
168,
|
| 188 |
+
169,
|
| 189 |
+
170,
|
| 190 |
+
171,
|
| 191 |
+
172,
|
| 192 |
+
173,
|
| 193 |
+
174,
|
| 194 |
+
175,
|
| 195 |
+
176,
|
| 196 |
+
177,
|
| 197 |
+
178,
|
| 198 |
+
179,
|
| 199 |
+
180,
|
| 200 |
+
181,
|
| 201 |
+
182,
|
| 202 |
+
183,
|
| 203 |
+
184,
|
| 204 |
+
185,
|
| 205 |
+
186,
|
| 206 |
+
187,
|
| 207 |
+
188,
|
| 208 |
+
189,
|
| 209 |
+
190,
|
| 210 |
+
191,
|
| 211 |
+
192,
|
| 212 |
+
193,
|
| 213 |
+
194,
|
| 214 |
+
195,
|
| 215 |
+
196,
|
| 216 |
+
197,
|
| 217 |
+
198,
|
| 218 |
+
199,
|
| 219 |
+
200,
|
| 220 |
+
201,
|
| 221 |
+
202,
|
| 222 |
+
203,
|
| 223 |
+
204,
|
| 224 |
+
205,
|
| 225 |
+
206,
|
| 226 |
+
207,
|
| 227 |
+
208,
|
| 228 |
+
209,
|
| 229 |
+
210,
|
| 230 |
+
211,
|
| 231 |
+
212,
|
| 232 |
+
213,
|
| 233 |
+
214,
|
| 234 |
+
215,
|
| 235 |
+
216,
|
| 236 |
+
217,
|
| 237 |
+
218,
|
| 238 |
+
219,
|
| 239 |
+
220,
|
| 240 |
+
221,
|
| 241 |
+
222,
|
| 242 |
+
223,
|
| 243 |
+
224,
|
| 244 |
+
225,
|
| 245 |
+
226,
|
| 246 |
+
227,
|
| 247 |
+
228,
|
| 248 |
+
229,
|
| 249 |
+
230,
|
| 250 |
+
231,
|
| 251 |
+
232,
|
| 252 |
+
233,
|
| 253 |
+
234,
|
| 254 |
+
235,
|
| 255 |
+
236,
|
| 256 |
+
237,
|
| 257 |
+
238,
|
| 258 |
+
239,
|
| 259 |
+
240,
|
| 260 |
+
241,
|
| 261 |
+
242,
|
| 262 |
+
243,
|
| 263 |
+
244,
|
| 264 |
+
245,
|
| 265 |
+
246,
|
| 266 |
+
247,
|
| 267 |
+
248,
|
| 268 |
+
249,
|
| 269 |
+
250,
|
| 270 |
+
251,
|
| 271 |
+
252,
|
| 272 |
+
253,
|
| 273 |
+
254,
|
| 274 |
+
255,
|
| 275 |
+
256,
|
| 276 |
+
257,
|
| 277 |
+
258,
|
| 278 |
+
259,
|
| 279 |
+
260,
|
| 280 |
+
261,
|
| 281 |
+
262,
|
| 282 |
+
263,
|
| 283 |
+
264,
|
| 284 |
+
265,
|
| 285 |
+
266,
|
| 286 |
+
267,
|
| 287 |
+
268,
|
| 288 |
+
269,
|
| 289 |
+
270,
|
| 290 |
+
271,
|
| 291 |
+
272,
|
| 292 |
+
273,
|
| 293 |
+
274,
|
| 294 |
+
275,
|
| 295 |
+
276,
|
| 296 |
+
277,
|
| 297 |
+
278,
|
| 298 |
+
279,
|
| 299 |
+
280,
|
| 300 |
+
281,
|
| 301 |
+
282,
|
| 302 |
+
283,
|
| 303 |
+
284,
|
| 304 |
+
285,
|
| 305 |
+
286,
|
| 306 |
+
287,
|
| 307 |
+
288,
|
| 308 |
+
289,
|
| 309 |
+
290,
|
| 310 |
+
291,
|
| 311 |
+
292,
|
| 312 |
+
293,
|
| 313 |
+
294,
|
| 314 |
+
295,
|
| 315 |
+
296,
|
| 316 |
+
297,
|
| 317 |
+
298,
|
| 318 |
+
299,
|
| 319 |
+
300,
|
| 320 |
+
301,
|
| 321 |
+
302,
|
| 322 |
+
303,
|
| 323 |
+
304,
|
| 324 |
+
305,
|
| 325 |
+
306,
|
| 326 |
+
307,
|
| 327 |
+
308,
|
| 328 |
+
309,
|
| 329 |
+
310,
|
| 330 |
+
311,
|
| 331 |
+
312,
|
| 332 |
+
313,
|
| 333 |
+
314,
|
| 334 |
+
315,
|
| 335 |
+
316,
|
| 336 |
+
317,
|
| 337 |
+
318,
|
| 338 |
+
319,
|
| 339 |
+
320,
|
| 340 |
+
321,
|
| 341 |
+
322,
|
| 342 |
+
323,
|
| 343 |
+
324,
|
| 344 |
+
325,
|
| 345 |
+
326,
|
| 346 |
+
327,
|
| 347 |
+
328,
|
| 348 |
+
329,
|
| 349 |
+
330,
|
| 350 |
+
331,
|
| 351 |
+
332,
|
| 352 |
+
333,
|
| 353 |
+
334,
|
| 354 |
+
335,
|
| 355 |
+
336,
|
| 356 |
+
337,
|
| 357 |
+
338,
|
| 358 |
+
339,
|
| 359 |
+
340,
|
| 360 |
+
341,
|
| 361 |
+
342,
|
| 362 |
+
343,
|
| 363 |
+
344,
|
| 364 |
+
345,
|
| 365 |
+
346,
|
| 366 |
+
347,
|
| 367 |
+
348,
|
| 368 |
+
349,
|
| 369 |
+
350,
|
| 370 |
+
351,
|
| 371 |
+
352,
|
| 372 |
+
353,
|
| 373 |
+
354,
|
| 374 |
+
355,
|
| 375 |
+
356,
|
| 376 |
+
357,
|
| 377 |
+
358,
|
| 378 |
+
359,
|
| 379 |
+
360,
|
| 380 |
+
361,
|
| 381 |
+
362,
|
| 382 |
+
363,
|
| 383 |
+
364,
|
| 384 |
+
365,
|
| 385 |
+
366,
|
| 386 |
+
367,
|
| 387 |
+
368,
|
| 388 |
+
369,
|
| 389 |
+
370,
|
| 390 |
+
371,
|
| 391 |
+
372,
|
| 392 |
+
373,
|
| 393 |
+
374,
|
| 394 |
+
375,
|
| 395 |
+
376,
|
| 396 |
+
377,
|
| 397 |
+
378,
|
| 398 |
+
379,
|
| 399 |
+
380,
|
| 400 |
+
381,
|
| 401 |
+
382,
|
| 402 |
+
383,
|
| 403 |
+
384,
|
| 404 |
+
385,
|
| 405 |
+
386,
|
| 406 |
+
387,
|
| 407 |
+
388,
|
| 408 |
+
389,
|
| 409 |
+
390,
|
| 410 |
+
391,
|
| 411 |
+
392,
|
| 412 |
+
393,
|
| 413 |
+
394,
|
| 414 |
+
395,
|
| 415 |
+
396,
|
| 416 |
+
397,
|
| 417 |
+
398,
|
| 418 |
+
399,
|
| 419 |
+
400,
|
| 420 |
+
401,
|
| 421 |
+
402,
|
| 422 |
+
403,
|
| 423 |
+
404,
|
| 424 |
+
405,
|
| 425 |
+
406,
|
| 426 |
+
407,
|
| 427 |
+
408,
|
| 428 |
+
409,
|
| 429 |
+
410,
|
| 430 |
+
411,
|
| 431 |
+
412,
|
| 432 |
+
413,
|
| 433 |
+
414,
|
| 434 |
+
415,
|
| 435 |
+
416,
|
| 436 |
+
417,
|
| 437 |
+
418,
|
| 438 |
+
419,
|
| 439 |
+
420,
|
| 440 |
+
421,
|
| 441 |
+
422,
|
| 442 |
+
423,
|
| 443 |
+
424,
|
| 444 |
+
425,
|
| 445 |
+
426,
|
| 446 |
+
427,
|
| 447 |
+
428,
|
| 448 |
+
429,
|
| 449 |
+
430,
|
| 450 |
+
431,
|
| 451 |
+
432,
|
| 452 |
+
433,
|
| 453 |
+
434,
|
| 454 |
+
435,
|
| 455 |
+
436,
|
| 456 |
+
437,
|
| 457 |
+
438,
|
| 458 |
+
439,
|
| 459 |
+
440,
|
| 460 |
+
441,
|
| 461 |
+
442,
|
| 462 |
+
443,
|
| 463 |
+
444,
|
| 464 |
+
445,
|
| 465 |
+
446,
|
| 466 |
+
447,
|
| 467 |
+
448,
|
| 468 |
+
449,
|
| 469 |
+
450,
|
| 470 |
+
451,
|
| 471 |
+
452,
|
| 472 |
+
453,
|
| 473 |
+
454,
|
| 474 |
+
455,
|
| 475 |
+
456,
|
| 476 |
+
457,
|
| 477 |
+
458,
|
| 478 |
+
459,
|
| 479 |
+
460,
|
| 480 |
+
461,
|
| 481 |
+
462,
|
| 482 |
+
463,
|
| 483 |
+
464,
|
| 484 |
+
465,
|
| 485 |
+
466,
|
| 486 |
+
467,
|
| 487 |
+
468,
|
| 488 |
+
469,
|
| 489 |
+
470,
|
| 490 |
+
471,
|
| 491 |
+
472,
|
| 492 |
+
473,
|
| 493 |
+
474,
|
| 494 |
+
475,
|
| 495 |
+
476,
|
| 496 |
+
477,
|
| 497 |
+
478,
|
| 498 |
+
479,
|
| 499 |
+
480,
|
| 500 |
+
481,
|
| 501 |
+
482,
|
| 502 |
+
483,
|
| 503 |
+
484,
|
| 504 |
+
485,
|
| 505 |
+
486,
|
| 506 |
+
487,
|
| 507 |
+
488,
|
| 508 |
+
489,
|
| 509 |
+
490,
|
| 510 |
+
491,
|
| 511 |
+
492,
|
| 512 |
+
493,
|
| 513 |
+
494,
|
| 514 |
+
495,
|
| 515 |
+
496,
|
| 516 |
+
497,
|
| 517 |
+
498,
|
| 518 |
+
499,
|
| 519 |
+
500,
|
| 520 |
+
501,
|
| 521 |
+
502,
|
| 522 |
+
503,
|
| 523 |
+
504,
|
| 524 |
+
505,
|
| 525 |
+
506,
|
| 526 |
+
507,
|
| 527 |
+
508,
|
| 528 |
+
509,
|
| 529 |
+
510,
|
| 530 |
+
511,
|
| 531 |
+
512,
|
| 532 |
+
513,
|
| 533 |
+
514,
|
| 534 |
+
515,
|
| 535 |
+
516,
|
| 536 |
+
517,
|
| 537 |
+
518,
|
| 538 |
+
519,
|
| 539 |
+
520,
|
| 540 |
+
521,
|
| 541 |
+
522,
|
| 542 |
+
523,
|
| 543 |
+
524,
|
| 544 |
+
525,
|
| 545 |
+
526,
|
| 546 |
+
527,
|
| 547 |
+
528,
|
| 548 |
+
529,
|
| 549 |
+
530,
|
| 550 |
+
531,
|
| 551 |
+
532,
|
| 552 |
+
533,
|
| 553 |
+
534,
|
| 554 |
+
535,
|
| 555 |
+
536,
|
| 556 |
+
537,
|
| 557 |
+
538,
|
| 558 |
+
539,
|
| 559 |
+
540,
|
| 560 |
+
541,
|
| 561 |
+
542,
|
| 562 |
+
543,
|
| 563 |
+
544,
|
| 564 |
+
545,
|
| 565 |
+
546,
|
| 566 |
+
547,
|
| 567 |
+
548,
|
| 568 |
+
549,
|
| 569 |
+
550,
|
| 570 |
+
551,
|
| 571 |
+
552,
|
| 572 |
+
553,
|
| 573 |
+
554,
|
| 574 |
+
555,
|
| 575 |
+
556,
|
| 576 |
+
557,
|
| 577 |
+
558,
|
| 578 |
+
559,
|
| 579 |
+
560,
|
| 580 |
+
561,
|
| 581 |
+
562,
|
| 582 |
+
563,
|
| 583 |
+
564,
|
| 584 |
+
565,
|
| 585 |
+
566,
|
| 586 |
+
567,
|
| 587 |
+
568,
|
| 588 |
+
569,
|
| 589 |
+
570,
|
| 590 |
+
571,
|
| 591 |
+
572,
|
| 592 |
+
573,
|
| 593 |
+
574,
|
| 594 |
+
575,
|
| 595 |
+
576,
|
| 596 |
+
577,
|
| 597 |
+
578,
|
| 598 |
+
579,
|
| 599 |
+
580,
|
| 600 |
+
581,
|
| 601 |
+
582,
|
| 602 |
+
583,
|
| 603 |
+
584,
|
| 604 |
+
585,
|
| 605 |
+
586,
|
| 606 |
+
587,
|
| 607 |
+
588,
|
| 608 |
+
589,
|
| 609 |
+
590,
|
| 610 |
+
591,
|
| 611 |
+
592,
|
| 612 |
+
593,
|
| 613 |
+
594,
|
| 614 |
+
595,
|
| 615 |
+
596,
|
| 616 |
+
597,
|
| 617 |
+
598,
|
| 618 |
+
599,
|
| 619 |
+
600,
|
| 620 |
+
601,
|
| 621 |
+
602,
|
| 622 |
+
603,
|
| 623 |
+
604,
|
| 624 |
+
605,
|
| 625 |
+
606,
|
| 626 |
+
607,
|
| 627 |
+
608,
|
| 628 |
+
609,
|
| 629 |
+
610,
|
| 630 |
+
611,
|
| 631 |
+
612,
|
| 632 |
+
613,
|
| 633 |
+
614,
|
| 634 |
+
615,
|
| 635 |
+
616,
|
| 636 |
+
617,
|
| 637 |
+
618,
|
| 638 |
+
619,
|
| 639 |
+
620,
|
| 640 |
+
621,
|
| 641 |
+
622,
|
| 642 |
+
623,
|
| 643 |
+
624,
|
| 644 |
+
625,
|
| 645 |
+
626,
|
| 646 |
+
627,
|
| 647 |
+
628,
|
| 648 |
+
629,
|
| 649 |
+
630,
|
| 650 |
+
631,
|
| 651 |
+
632,
|
| 652 |
+
633,
|
| 653 |
+
634,
|
| 654 |
+
635,
|
| 655 |
+
636,
|
| 656 |
+
637,
|
| 657 |
+
638,
|
| 658 |
+
639,
|
| 659 |
+
640,
|
| 660 |
+
641,
|
| 661 |
+
642,
|
| 662 |
+
643,
|
| 663 |
+
644,
|
| 664 |
+
645,
|
| 665 |
+
646,
|
| 666 |
+
647,
|
| 667 |
+
648,
|
| 668 |
+
649,
|
| 669 |
+
650,
|
| 670 |
+
651,
|
| 671 |
+
652,
|
| 672 |
+
653,
|
| 673 |
+
654,
|
| 674 |
+
655,
|
| 675 |
+
656,
|
| 676 |
+
657,
|
| 677 |
+
658,
|
| 678 |
+
659,
|
| 679 |
+
660,
|
| 680 |
+
661,
|
| 681 |
+
662,
|
| 682 |
+
663,
|
| 683 |
+
664,
|
| 684 |
+
665,
|
| 685 |
+
666,
|
| 686 |
+
667,
|
| 687 |
+
668,
|
| 688 |
+
669,
|
| 689 |
+
670,
|
| 690 |
+
671,
|
| 691 |
+
672,
|
| 692 |
+
673,
|
| 693 |
+
674,
|
| 694 |
+
675,
|
| 695 |
+
676,
|
| 696 |
+
677,
|
| 697 |
+
678,
|
| 698 |
+
679,
|
| 699 |
+
680,
|
| 700 |
+
681,
|
| 701 |
+
682,
|
| 702 |
+
683,
|
| 703 |
+
684,
|
| 704 |
+
685,
|
| 705 |
+
686,
|
| 706 |
+
687,
|
| 707 |
+
688,
|
| 708 |
+
689,
|
| 709 |
+
690,
|
| 710 |
+
691,
|
| 711 |
+
692,
|
| 712 |
+
693,
|
| 713 |
+
694,
|
| 714 |
+
695,
|
| 715 |
+
696,
|
| 716 |
+
697,
|
| 717 |
+
698,
|
| 718 |
+
699,
|
| 719 |
+
700,
|
| 720 |
+
701,
|
| 721 |
+
702,
|
| 722 |
+
703,
|
| 723 |
+
704,
|
| 724 |
+
705,
|
| 725 |
+
706,
|
| 726 |
+
707,
|
| 727 |
+
708,
|
| 728 |
+
709,
|
| 729 |
+
710,
|
| 730 |
+
711,
|
| 731 |
+
712,
|
| 732 |
+
713,
|
| 733 |
+
714,
|
| 734 |
+
715,
|
| 735 |
+
716,
|
| 736 |
+
717,
|
| 737 |
+
718,
|
| 738 |
+
719,
|
| 739 |
+
720,
|
| 740 |
+
721,
|
| 741 |
+
722,
|
| 742 |
+
723,
|
| 743 |
+
724,
|
| 744 |
+
725,
|
| 745 |
+
726,
|
| 746 |
+
727,
|
| 747 |
+
728,
|
| 748 |
+
729,
|
| 749 |
+
730,
|
| 750 |
+
731,
|
| 751 |
+
732,
|
| 752 |
+
733,
|
| 753 |
+
734,
|
| 754 |
+
735,
|
| 755 |
+
736,
|
| 756 |
+
737,
|
| 757 |
+
738,
|
| 758 |
+
739,
|
| 759 |
+
740,
|
| 760 |
+
741,
|
| 761 |
+
742,
|
| 762 |
+
743,
|
| 763 |
+
744,
|
| 764 |
+
745,
|
| 765 |
+
746,
|
| 766 |
+
747,
|
| 767 |
+
748,
|
| 768 |
+
749,
|
| 769 |
+
750,
|
| 770 |
+
751,
|
| 771 |
+
752,
|
| 772 |
+
753,
|
| 773 |
+
754,
|
| 774 |
+
755,
|
| 775 |
+
756,
|
| 776 |
+
757,
|
| 777 |
+
758,
|
| 778 |
+
759,
|
| 779 |
+
760,
|
| 780 |
+
761,
|
| 781 |
+
762,
|
| 782 |
+
763,
|
| 783 |
+
764,
|
| 784 |
+
765,
|
| 785 |
+
766,
|
| 786 |
+
767,
|
| 787 |
+
768,
|
| 788 |
+
769,
|
| 789 |
+
770,
|
| 790 |
+
771,
|
| 791 |
+
772,
|
| 792 |
+
773,
|
| 793 |
+
774,
|
| 794 |
+
775,
|
| 795 |
+
776
|
| 796 |
+
]
|
| 797 |
+
}
|
| 798 |
+
]
|
checkpoints/010000/training_state/optimizer_state.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:620cad9091343baae7e6a9ed072fc3169a69d2f7b0ae87e71e68047417dfd122
|
| 3 |
+
size 12550279200
|
checkpoints/010000/training_state/rng_state.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:02c78e77f9c867ce1a8ff0b831e665b289ded5d815a1eb47de2e475660b22e56
|
| 3 |
+
size 15708
|
checkpoints/010000/training_state/scheduler_state.json
ADDED
|
@@ -0,0 +1,14 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"base_lrs": [
|
| 3 |
+
2.5e-05
|
| 4 |
+
],
|
| 5 |
+
"last_epoch": 10000,
|
| 6 |
+
"_step_count": 10001,
|
| 7 |
+
"_get_lr_called_within_step": false,
|
| 8 |
+
"_last_lr": [
|
| 9 |
+
2.5e-06
|
| 10 |
+
],
|
| 11 |
+
"lr_lambdas": [
|
| 12 |
+
null
|
| 13 |
+
]
|
| 14 |
+
}
|
checkpoints/010000/training_state/training_step.json
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"step": 10000
|
| 3 |
+
}
|
wandb/debug-internal.log
ADDED
|
@@ -0,0 +1,12 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{"time":"2025-11-30T20:55:54.770291237+09:00","level":"INFO","msg":"stream: starting","core version":"0.21.4"}
|
| 2 |
+
{"time":"2025-11-30T20:55:55.192165852+09:00","level":"INFO","msg":"stream: created new stream","id":"fadl65t9"}
|
| 3 |
+
{"time":"2025-11-30T20:55:55.192248512+09:00","level":"INFO","msg":"stream: started","id":"fadl65t9"}
|
| 4 |
+
{"time":"2025-11-30T20:55:55.19229908+09:00","level":"INFO","msg":"writer: started","stream_id":"fadl65t9"}
|
| 5 |
+
{"time":"2025-11-30T20:55:55.192297075+09:00","level":"INFO","msg":"handler: started","stream_id":"fadl65t9"}
|
| 6 |
+
{"time":"2025-11-30T20:55:55.192405884+09:00","level":"INFO","msg":"sender: started","stream_id":"fadl65t9"}
|
| 7 |
+
{"time":"2025-11-30T23:08:40.702759164+09:00","level":"INFO","msg":"api: retrying error","error":"Post \"https://api.wandb.ai/files/wjdfufgusrn1234-konkuk-university/lerobot/fadl65t9/file_stream\": dial tcp 35.186.228.49:443: connect: connection timed out"}
|
| 8 |
+
{"time":"2025-12-01T09:14:24.3819952+09:00","level":"INFO","msg":"stream: closing","id":"fadl65t9"}
|
| 9 |
+
{"time":"2025-12-01T09:15:33.217839615+09:00","level":"INFO","msg":"fileTransfer: Close: file transfer manager closed"}
|
| 10 |
+
{"time":"2025-12-01T09:15:33.622503049+09:00","level":"INFO","msg":"handler: closed","stream_id":"fadl65t9"}
|
| 11 |
+
{"time":"2025-12-01T09:15:33.622701638+09:00","level":"INFO","msg":"sender: closed","stream_id":"fadl65t9"}
|
| 12 |
+
{"time":"2025-12-01T09:15:33.622736417+09:00","level":"INFO","msg":"stream: closed","id":"fadl65t9"}
|
wandb/debug.log
ADDED
|
@@ -0,0 +1,23 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
2025-11-30 20:55:54,545 INFO MainThread:2873154 [wandb_setup.py:_flush():81] Current SDK version is 0.21.4
|
| 2 |
+
2025-11-30 20:55:54,545 INFO MainThread:2873154 [wandb_setup.py:_flush():81] Configure stats pid to 2873154
|
| 3 |
+
2025-11-30 20:55:54,545 INFO MainThread:2873154 [wandb_setup.py:_flush():81] Loading settings from /home/vla/.config/wandb/settings
|
| 4 |
+
2025-11-30 20:55:54,545 INFO MainThread:2873154 [wandb_setup.py:_flush():81] Loading settings from /home/vla/wandb/settings
|
| 5 |
+
2025-11-30 20:55:54,545 INFO MainThread:2873154 [wandb_setup.py:_flush():81] Loading settings from environment variables
|
| 6 |
+
2025-11-30 20:55:54,545 INFO MainThread:2873154 [wandb_init.py:setup_run_log_directory():686] Logging user logs to /home/vla/so101_1130_2tasks_pi0train/wandb/run-20251130_205554-fadl65t9/logs/debug.log
|
| 7 |
+
2025-11-30 20:55:54,545 INFO MainThread:2873154 [wandb_init.py:setup_run_log_directory():687] Logging internal logs to /home/vla/so101_1130_2tasks_pi0train/wandb/run-20251130_205554-fadl65t9/logs/debug-internal.log
|
| 8 |
+
2025-11-30 20:55:54,545 INFO MainThread:2873154 [wandb_init.py:init():813] calling init triggers
|
| 9 |
+
2025-11-30 20:55:54,545 INFO MainThread:2873154 [wandb_init.py:init():818] wandb.init called with sweep_config: {}
|
| 10 |
+
config: {'dataset': {'repo_id': '/home/vla/so101_1130_2tasks', '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', 'streaming': False}, 'env': None, 'policy': {'type': 'pi0', 'n_obs_steps': 1, 'input_features': {}, 'output_features': {}, 'device': 'cuda', 'use_amp': False, 'push_to_hub': False, 'repo_id': None, 'private': None, 'tags': None, 'license': None, 'pretrained_path': 'lerobot/pi0_base', 'paligemma_variant': 'gemma_2b', 'action_expert_variant': 'gemma_300m', 'dtype': 'bfloat16', 'chunk_size': 50, 'n_action_steps': 50, 'max_state_dim': 32, 'max_action_dim': 32, 'num_inference_steps': 10, 'time_sampling_beta_alpha': 1.5, 'time_sampling_beta_beta': 1.0, 'time_sampling_scale': 0.999, 'time_sampling_offset': 0.001, 'min_period': 0.004, 'max_period': 4.0, 'image_resolution': [224, 224], 'empty_cameras': 0, 'normalization_mapping': {'VISUAL': <NormalizationMode.IDENTITY: 'IDENTITY'>, 'STATE': <NormalizationMode.MEAN_STD: 'MEAN_STD'>, 'ACTION': <NormalizationMode.MEAN_STD: 'MEAN_STD'>}, 'gradient_checkpointing': True, 'compile_model': True, 'compile_mode': 'max-autotune', 'optimizer_lr': 2.5e-05, 'optimizer_betas': [0.9, 0.95], 'optimizer_eps': 1e-08, 'optimizer_weight_decay': 0.01, 'optimizer_grad_clip_norm': 1.0, 'scheduler_warmup_steps': 1000, 'scheduler_decay_steps': 30000, 'scheduler_decay_lr': 2.5e-06, 'tokenizer_max_length': 48}, 'output_dir': '/home/vla/so101_1130_2tasks_pi0train', 'job_name': 'so101_1130_2tasks_pi0train', 'resume': False, 'seed': 1000, 'num_workers': 16, 'batch_size': 24, 'steps': 10000, 'eval_freq': 20000, 'log_freq': 200, 'save_checkpoint': True, 'save_freq': 20000, 'use_policy_training_preset': True, 'optimizer': {'type': 'adamw', 'lr': 2.5e-05, 'weight_decay': 0.01, 'grad_clip_norm': 1.0, 'betas': [0.9, 0.95], 'eps': 1e-08}, 'scheduler': {'type': 'cosine_decay_with_warmup', 'num_warmup_steps': 1000, 'num_decay_steps': 30000, 'peak_lr': 2.5e-05, 'decay_lr': 2.5e-06}, 'eval': {'n_episodes': 50, 'batch_size': 50, 'use_async_envs': False}, 'wandb': {'enable': True, 'disable_artifact': False, 'project': 'lerobot', 'entity': None, 'notes': None, 'run_id': None, 'mode': None}, 'checkpoint_path': None, 'rename_map': {'observation.images.camera1': 'observation.images.wrist', 'observation.images.camera2': 'observation.images.top', 'observation.images.camera3': 'observation.images.front'}, '_wandb': {}}
|
| 11 |
+
2025-11-30 20:55:54,545 INFO MainThread:2873154 [wandb_init.py:init():854] starting backend
|
| 12 |
+
2025-11-30 20:55:54,752 INFO MainThread:2873154 [wandb_init.py:init():857] sending inform_init request
|
| 13 |
+
2025-11-30 20:55:54,759 INFO MainThread:2873154 [wandb_init.py:init():865] backend started and connected
|
| 14 |
+
2025-11-30 20:55:54,765 INFO MainThread:2873154 [wandb_init.py:init():936] updated telemetry
|
| 15 |
+
2025-11-30 20:55:54,766 INFO MainThread:2873154 [wandb_init.py:init():960] communicating run to backend with 90.0 second timeout
|
| 16 |
+
2025-11-30 20:55:55,602 INFO MainThread:2873154 [wandb_init.py:init():1011] starting run threads in backend
|
| 17 |
+
2025-11-30 20:55:55,714 INFO MainThread:2873154 [wandb_run.py:_console_start():2506] atexit reg
|
| 18 |
+
2025-11-30 20:55:55,714 INFO MainThread:2873154 [wandb_run.py:_redirect():2354] redirect: wrap_raw
|
| 19 |
+
2025-11-30 20:55:55,714 INFO MainThread:2873154 [wandb_run.py:_redirect():2423] Wrapping output streams.
|
| 20 |
+
2025-11-30 20:55:55,714 INFO MainThread:2873154 [wandb_run.py:_redirect():2446] Redirects installed.
|
| 21 |
+
2025-11-30 20:55:55,717 INFO MainThread:2873154 [wandb_init.py:init():1049] run started, returning control to user process
|
| 22 |
+
2025-12-01 09:14:24,382 INFO wandb-AsyncioManager-main:2873154 [service_client.py:_forward_responses():84] Reached EOF.
|
| 23 |
+
2025-12-01 09:14:24,382 INFO wandb-AsyncioManager-main:2873154 [mailbox.py:close():137] Closing mailbox, abandoning 2 handles.
|
wandb/run-20251130_205554-fadl65t9/files/config.yaml
ADDED
|
@@ -0,0 +1,255 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
_wandb:
|
| 2 |
+
value:
|
| 3 |
+
cli_version: 0.21.4
|
| 4 |
+
e:
|
| 5 |
+
ujjhup6u1if9spwto41rqzxwewcfoopf:
|
| 6 |
+
args:
|
| 7 |
+
- --dataset.repo_id=/home/vla/so101_1130_2tasks
|
| 8 |
+
- --policy.type=pi0
|
| 9 |
+
- --policy.pretrained_path=lerobot/pi0_base
|
| 10 |
+
- --output_dir=/home/vla/so101_1130_2tasks_pi0train
|
| 11 |
+
- --job_name=so101_1130_2tasks_pi0train
|
| 12 |
+
- --steps=10000
|
| 13 |
+
- --batch_size=24
|
| 14 |
+
- --num_workers=16
|
| 15 |
+
- --policy.device=cuda
|
| 16 |
+
- --wandb.enable=true
|
| 17 |
+
- --policy.compile_model=true
|
| 18 |
+
- --policy.gradient_checkpointing=true
|
| 19 |
+
- --policy.dtype=bfloat16
|
| 20 |
+
- --policy.push_to_hub=false
|
| 21 |
+
- '--rename_map={"observation.images.camera1": "observation.images.wrist", "observation.images.camera2": "observation.images.top", "observation.images.camera3": "observation.images.front"}'
|
| 22 |
+
codePath: miniforge3/envs/lerobot/bin/lerobot-train
|
| 23 |
+
codePathLocal: miniforge3/envs/lerobot/bin/lerobot-train
|
| 24 |
+
cpu_count: 56
|
| 25 |
+
cpu_count_logical: 112
|
| 26 |
+
cudaVersion: "12.8"
|
| 27 |
+
disk:
|
| 28 |
+
/:
|
| 29 |
+
total: "943412031488"
|
| 30 |
+
used: "781631213568"
|
| 31 |
+
executable: /home/vla/miniforge3/envs/lerobot/bin/python3.10
|
| 32 |
+
gpu: NVIDIA RTX A6000
|
| 33 |
+
gpu_count: 2
|
| 34 |
+
gpu_nvidia:
|
| 35 |
+
- architecture: Ampere
|
| 36 |
+
cudaCores: 10752
|
| 37 |
+
memoryTotal: "51527024640"
|
| 38 |
+
name: NVIDIA RTX A6000
|
| 39 |
+
uuid: GPU-c895b718-8738-3fff-b42c-92cad284b785
|
| 40 |
+
- architecture: Ampere
|
| 41 |
+
cudaCores: 10752
|
| 42 |
+
memoryTotal: "51527024640"
|
| 43 |
+
name: NVIDIA RTX A6000
|
| 44 |
+
uuid: GPU-34849e7e-d621-dccc-ca70-b463192b3472
|
| 45 |
+
host: edu02
|
| 46 |
+
memory:
|
| 47 |
+
total: "540628525056"
|
| 48 |
+
os: Linux-6.8.0-88-generic-x86_64-with-glibc2.39
|
| 49 |
+
program: /home/vla/miniforge3/envs/lerobot/bin/lerobot-train
|
| 50 |
+
python: CPython 3.10.19
|
| 51 |
+
root: /home/vla/so101_1130_2tasks_pi0train
|
| 52 |
+
startedAt: "2025-11-30T11:55:54.544647Z"
|
| 53 |
+
writerId: ujjhup6u1if9spwto41rqzxwewcfoopf
|
| 54 |
+
m: []
|
| 55 |
+
python_version: 3.10.19
|
| 56 |
+
t:
|
| 57 |
+
"1":
|
| 58 |
+
- 1
|
| 59 |
+
- 11
|
| 60 |
+
- 41
|
| 61 |
+
- 49
|
| 62 |
+
- 51
|
| 63 |
+
- 71
|
| 64 |
+
- 83
|
| 65 |
+
"2":
|
| 66 |
+
- 1
|
| 67 |
+
- 11
|
| 68 |
+
- 41
|
| 69 |
+
- 49
|
| 70 |
+
- 51
|
| 71 |
+
- 71
|
| 72 |
+
- 83
|
| 73 |
+
"3":
|
| 74 |
+
- 13
|
| 75 |
+
- 15
|
| 76 |
+
- 16
|
| 77 |
+
- 61
|
| 78 |
+
"4": 3.10.19
|
| 79 |
+
"5": 0.21.4
|
| 80 |
+
"6": 4.53.3
|
| 81 |
+
"10":
|
| 82 |
+
- 21
|
| 83 |
+
"12": 0.21.4
|
| 84 |
+
"13": linux-x86_64
|
| 85 |
+
batch_size:
|
| 86 |
+
value: 24
|
| 87 |
+
checkpoint_path:
|
| 88 |
+
value: null
|
| 89 |
+
dataset:
|
| 90 |
+
value:
|
| 91 |
+
episodes: null
|
| 92 |
+
image_transforms:
|
| 93 |
+
enable: false
|
| 94 |
+
max_num_transforms: 3
|
| 95 |
+
random_order: false
|
| 96 |
+
tfs:
|
| 97 |
+
affine:
|
| 98 |
+
kwargs:
|
| 99 |
+
degrees:
|
| 100 |
+
- -5
|
| 101 |
+
- 5
|
| 102 |
+
translate:
|
| 103 |
+
- 0.05
|
| 104 |
+
- 0.05
|
| 105 |
+
type: RandomAffine
|
| 106 |
+
weight: 1
|
| 107 |
+
brightness:
|
| 108 |
+
kwargs:
|
| 109 |
+
brightness:
|
| 110 |
+
- 0.8
|
| 111 |
+
- 1.2
|
| 112 |
+
type: ColorJitter
|
| 113 |
+
weight: 1
|
| 114 |
+
contrast:
|
| 115 |
+
kwargs:
|
| 116 |
+
contrast:
|
| 117 |
+
- 0.8
|
| 118 |
+
- 1.2
|
| 119 |
+
type: ColorJitter
|
| 120 |
+
weight: 1
|
| 121 |
+
hue:
|
| 122 |
+
kwargs:
|
| 123 |
+
hue:
|
| 124 |
+
- -0.05
|
| 125 |
+
- 0.05
|
| 126 |
+
type: ColorJitter
|
| 127 |
+
weight: 1
|
| 128 |
+
saturation:
|
| 129 |
+
kwargs:
|
| 130 |
+
saturation:
|
| 131 |
+
- 0.5
|
| 132 |
+
- 1.5
|
| 133 |
+
type: ColorJitter
|
| 134 |
+
weight: 1
|
| 135 |
+
sharpness:
|
| 136 |
+
kwargs:
|
| 137 |
+
sharpness:
|
| 138 |
+
- 0.5
|
| 139 |
+
- 1.5
|
| 140 |
+
type: SharpnessJitter
|
| 141 |
+
weight: 1
|
| 142 |
+
repo_id: /home/vla/so101_1130_2tasks
|
| 143 |
+
revision: null
|
| 144 |
+
root: null
|
| 145 |
+
streaming: false
|
| 146 |
+
use_imagenet_stats: true
|
| 147 |
+
video_backend: torchcodec
|
| 148 |
+
env:
|
| 149 |
+
value: null
|
| 150 |
+
eval:
|
| 151 |
+
value:
|
| 152 |
+
batch_size: 50
|
| 153 |
+
n_episodes: 50
|
| 154 |
+
use_async_envs: false
|
| 155 |
+
eval_freq:
|
| 156 |
+
value: 20000
|
| 157 |
+
job_name:
|
| 158 |
+
value: so101_1130_2tasks_pi0train
|
| 159 |
+
log_freq:
|
| 160 |
+
value: 200
|
| 161 |
+
num_workers:
|
| 162 |
+
value: 16
|
| 163 |
+
optimizer:
|
| 164 |
+
value:
|
| 165 |
+
betas:
|
| 166 |
+
- 0.9
|
| 167 |
+
- 0.95
|
| 168 |
+
eps: 1e-08
|
| 169 |
+
grad_clip_norm: 1
|
| 170 |
+
lr: 2.5e-05
|
| 171 |
+
type: adamw
|
| 172 |
+
weight_decay: 0.01
|
| 173 |
+
output_dir:
|
| 174 |
+
value: /home/vla/so101_1130_2tasks_pi0train
|
| 175 |
+
policy:
|
| 176 |
+
value:
|
| 177 |
+
action_expert_variant: gemma_300m
|
| 178 |
+
chunk_size: 50
|
| 179 |
+
compile_mode: max-autotune
|
| 180 |
+
compile_model: true
|
| 181 |
+
device: cuda
|
| 182 |
+
dtype: bfloat16
|
| 183 |
+
empty_cameras: 0
|
| 184 |
+
gradient_checkpointing: true
|
| 185 |
+
image_resolution:
|
| 186 |
+
- 224
|
| 187 |
+
- 224
|
| 188 |
+
license: null
|
| 189 |
+
max_action_dim: 32
|
| 190 |
+
max_period: 4
|
| 191 |
+
max_state_dim: 32
|
| 192 |
+
min_period: 0.004
|
| 193 |
+
n_action_steps: 50
|
| 194 |
+
n_obs_steps: 1
|
| 195 |
+
normalization_mapping:
|
| 196 |
+
ACTION: MEAN_STD
|
| 197 |
+
STATE: MEAN_STD
|
| 198 |
+
VISUAL: IDENTITY
|
| 199 |
+
num_inference_steps: 10
|
| 200 |
+
optimizer_betas:
|
| 201 |
+
- 0.9
|
| 202 |
+
- 0.95
|
| 203 |
+
optimizer_eps: 1e-08
|
| 204 |
+
optimizer_grad_clip_norm: 1
|
| 205 |
+
optimizer_lr: 2.5e-05
|
| 206 |
+
optimizer_weight_decay: 0.01
|
| 207 |
+
paligemma_variant: gemma_2b
|
| 208 |
+
pretrained_path: lerobot/pi0_base
|
| 209 |
+
private: null
|
| 210 |
+
push_to_hub: false
|
| 211 |
+
repo_id: null
|
| 212 |
+
scheduler_decay_lr: 2.5e-06
|
| 213 |
+
scheduler_decay_steps: 30000
|
| 214 |
+
scheduler_warmup_steps: 1000
|
| 215 |
+
tags: null
|
| 216 |
+
time_sampling_beta_alpha: 1.5
|
| 217 |
+
time_sampling_beta_beta: 1
|
| 218 |
+
time_sampling_offset: 0.001
|
| 219 |
+
time_sampling_scale: 0.999
|
| 220 |
+
tokenizer_max_length: 48
|
| 221 |
+
type: pi0
|
| 222 |
+
use_amp: false
|
| 223 |
+
rename_map:
|
| 224 |
+
value:
|
| 225 |
+
observation.images.camera1: observation.images.wrist
|
| 226 |
+
observation.images.camera2: observation.images.top
|
| 227 |
+
observation.images.camera3: observation.images.front
|
| 228 |
+
resume:
|
| 229 |
+
value: false
|
| 230 |
+
save_checkpoint:
|
| 231 |
+
value: true
|
| 232 |
+
save_freq:
|
| 233 |
+
value: 20000
|
| 234 |
+
scheduler:
|
| 235 |
+
value:
|
| 236 |
+
decay_lr: 2.5e-06
|
| 237 |
+
num_decay_steps: 30000
|
| 238 |
+
num_warmup_steps: 1000
|
| 239 |
+
peak_lr: 2.5e-05
|
| 240 |
+
type: cosine_decay_with_warmup
|
| 241 |
+
seed:
|
| 242 |
+
value: 1000
|
| 243 |
+
steps:
|
| 244 |
+
value: 10000
|
| 245 |
+
use_policy_training_preset:
|
| 246 |
+
value: true
|
| 247 |
+
wandb:
|
| 248 |
+
value:
|
| 249 |
+
disable_artifact: false
|
| 250 |
+
enable: true
|
| 251 |
+
entity: null
|
| 252 |
+
mode: null
|
| 253 |
+
notes: null
|
| 254 |
+
project: lerobot
|
| 255 |
+
run_id: null
|
wandb/run-20251130_205554-fadl65t9/files/output.log
ADDED
|
@@ -0,0 +1,145 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
INFO 2025-11-30 20:55:55 db_utils.py:102 [1m[34mLogs will be synced with wandb.[0m
|
| 2 |
+
INFO 2025-11-30 20:55:55 db_utils.py:103 Track this run --> [1m[33mhttps://wandb.ai/wjdfufgusrn1234-konkuk-university/lerobot/runs/fadl65t9[0m
|
| 3 |
+
INFO 2025-11-30 20:55:55 ot_train.py:183 Creating dataset
|
| 4 |
+
INFO 2025-11-30 20:55:56 ot_train.py:202 Creating policy
|
| 5 |
+
The PI0 model is a direct port of the OpenPI implementation.
|
| 6 |
+
This implementation follows the original OpenPI structure for compatibility.
|
| 7 |
+
Original implementation: https://github.com/Physical-Intelligence/openpi
|
| 8 |
+
INFO 2025-11-30 20:56:53 ling_pi0.py:553 Enabled gradient checkpointing for PI0Pytorch model
|
| 9 |
+
Loading model from: lerobot/pi0_base
|
| 10 |
+
✓ Loaded state dict from model.safetensors
|
| 11 |
+
WARNING 2025-11-30 20:56:55 ing_pi0.py:1046 Vision embedding key might need handling: paligemma_with_expert.paligemma.model.vision_tower.vision_model.embeddings.patch_embedding.bias
|
| 12 |
+
WARNING 2025-11-30 20:56:55 ing_pi0.py:1046 Vision embedding key might need handling: paligemma_with_expert.paligemma.model.vision_tower.vision_model.embeddings.patch_embedding.weight
|
| 13 |
+
Remapped 777 state dict keys
|
| 14 |
+
Warning: Could not remap state dict keys: Error(s) in loading state_dict for PI0Policy:
|
| 15 |
+
Missing key(s) in state_dict: "model.paligemma_with_expert.paligemma.model.language_model.embed_tokens.weight".
|
| 16 |
+
INFO 2025-11-30 20:57:01 ot_train.py:247 Creating optimizer and scheduler
|
| 17 |
+
INFO 2025-11-30 20:57:01 hedulers.py:105 Auto-scaling LR scheduler: num_training_steps (10000) < num_decay_steps (30000). Scaling warmup: 1000 → 333, decay: 30000 → 10000 (scale factor: 0.333)
|
| 18 |
+
INFO 2025-11-30 20:57:01 ot_train.py:259 [1m[33mOutput dir:[0m /home/vla/so101_1130_2tasks_pi0train
|
| 19 |
+
INFO 2025-11-30 20:57:01 ot_train.py:262 cfg.steps=10000 (10K)
|
| 20 |
+
INFO 2025-11-30 20:57:01 ot_train.py:263 dataset.num_frames=68067 (68K)
|
| 21 |
+
INFO 2025-11-30 20:57:01 ot_train.py:264 dataset.num_episodes=41
|
| 22 |
+
INFO 2025-11-30 20:57:01 ot_train.py:267 Effective batch size: 24 x 2 = 48
|
| 23 |
+
INFO 2025-11-30 20:57:01 ot_train.py:268 num_learnable_params=3501372176 (4B)
|
| 24 |
+
INFO 2025-11-30 20:57:01 ot_train.py:269 num_total_params=3501372176 (4B)
|
| 25 |
+
INFO 2025-11-30 20:57:01 ot_train.py:324 Start offline training on a fixed dataset
|
| 26 |
+
[rank0]:W1130 20:57:08.754000 2873154 site-packages/torch/_logging/_internal.py:1130] [0/0] Profiler function <class 'torch.autograd.profiler.record_function'> will be ignored
|
| 27 |
+
[rank0]:W1130 20:57:19.655000 2873154 site-packages/torch/_dynamo/variables/tensor.py:913] [4/0] Graph break from `Tensor.item()`, consider setting:
|
| 28 |
+
[rank0]:W1130 20:57:19.655000 2873154 site-packages/torch/_dynamo/variables/tensor.py:913] [4/0] torch._dynamo.config.capture_scalar_outputs = True
|
| 29 |
+
[rank0]:W1130 20:57:19.655000 2873154 site-packages/torch/_dynamo/variables/tensor.py:913] [4/0] or:
|
| 30 |
+
[rank0]:W1130 20:57:19.655000 2873154 site-packages/torch/_dynamo/variables/tensor.py:913] [4/0] env TORCHDYNAMO_CAPTURE_SCALAR_OUTPUTS=1
|
| 31 |
+
[rank0]:W1130 20:57:19.655000 2873154 site-packages/torch/_dynamo/variables/tensor.py:913] [4/0] to include these operations in the captured graph.
|
| 32 |
+
[rank0]:W1130 20:57:19.655000 2873154 site-packages/torch/_dynamo/variables/tensor.py:913] [4/0]
|
| 33 |
+
[rank0]:W1130 20:57:19.655000 2873154 site-packages/torch/_dynamo/variables/tensor.py:913] [4/0] Graph break: from user code at:
|
| 34 |
+
[rank0]:W1130 20:57:19.655000 2873154 site-packages/torch/_dynamo/variables/tensor.py:913] [4/0] File "/home/vla/miniforge3/envs/lerobot/lib/python3.10/site-packages/accelerate/utils/operations.py", line 819, in forward
|
| 35 |
+
[rank0]:W1130 20:57:19.655000 2873154 site-packages/torch/_dynamo/variables/tensor.py:913] [4/0] return model_forward(*args, **kwargs)
|
| 36 |
+
[rank0]:W1130 20:57:19.655000 2873154 site-packages/torch/_dynamo/variables/tensor.py:913] [4/0] File "/home/vla/miniforge3/envs/lerobot/lib/python3.10/site-packages/accelerate/utils/operations.py", line 807, in __call__
|
| 37 |
+
[rank0]:W1130 20:57:19.655000 2873154 site-packages/torch/_dynamo/variables/tensor.py:913] [4/0] return convert_to_fp32(self.model_forward(*args, **kwargs))
|
| 38 |
+
[rank0]:W1130 20:57:19.655000 2873154 site-packages/torch/_dynamo/variables/tensor.py:913] [4/0] File "/home/vla/miniforge3/envs/lerobot/lib/python3.10/site-packages/torch/amp/autocast_mode.py", line 44, in decorate_autocast
|
| 39 |
+
[rank0]:W1130 20:57:19.655000 2873154 site-packages/torch/_dynamo/variables/tensor.py:913] [4/0] return func(*args, **kwargs)
|
| 40 |
+
[rank0]:W1130 20:57:19.655000 2873154 site-packages/torch/_dynamo/variables/tensor.py:913] [4/0] File "/home/vla/lerobot/src/lerobot/policies/pi0/modeling_pi0.py", line 1188, in forward
|
| 41 |
+
[rank0]:W1130 20:57:19.655000 2873154 site-packages/torch/_dynamo/variables/tensor.py:913] [4/0] "loss": loss.item(),
|
| 42 |
+
[rank0]:W1130 20:57:19.655000 2873154 site-packages/torch/_dynamo/variables/tensor.py:913] [4/0]
|
| 43 |
+
[rank0]:W1130 20:57:19.655000 2873154 site-packages/torch/_dynamo/variables/tensor.py:913] [4/0]
|
| 44 |
+
INFO 2025-11-30 21:15:07 ot_train.py:351 step:200 smpl:19K ep:12 epch:0.28 loss:0.416 grdn:5.439 lr:7.6e-06 updt_s:5.372 data_s:0.056
|
| 45 |
+
WARNING 2025-11-30 21:15:07 db_utils.py:141 WandB logging of key "loss_per_dim" was ignored as its type "<class 'list'>" is not handled by this wrapper.
|
| 46 |
+
INFO 2025-11-30 21:29:45 ot_train.py:351 step:400 smpl:38K ep:23 epch:0.56 loss:0.184 grdn:2.688 lr:2.2e-05 updt_s:4.369 data_s:0.022
|
| 47 |
+
WARNING 2025-11-30 21:29:45 db_utils.py:141 WandB logging of key "loss_per_dim" was ignored as its type "<class 'list'>" is not handled by this wrapper.
|
| 48 |
+
INFO 2025-11-30 21:44:24 ot_train.py:351 step:600 smpl:58K ep:35 epch:0.85 loss:0.154 grdn:1.554 lr:2.5e-05 updt_s:4.370 data_s:0.022
|
| 49 |
+
WARNING 2025-11-30 21:44:24 db_utils.py:141 WandB logging of key "loss_per_dim" was ignored as its type "<class 'list'>" is not handled by this wrapper.
|
| 50 |
+
INFO 2025-11-30 21:59:04 ot_train.py:351 step:800 smpl:77K ep:46 epch:1.13 loss:0.139 grdn:1.217 lr:2.5e-05 updt_s:4.378 data_s:0.022
|
| 51 |
+
WARNING 2025-11-30 21:59:04 db_utils.py:141 WandB logging of key "loss_per_dim" was ignored as its type "<class 'list'>" is not handled by this wrapper.
|
| 52 |
+
INFO 2025-11-30 22:13:42 ot_train.py:351 step:1K smpl:96K ep:58 epch:1.41 loss:0.135 grdn:1.141 lr:2.5e-05 updt_s:4.368 data_s:0.021
|
| 53 |
+
WARNING 2025-11-30 22:13:42 db_utils.py:141 WandB logging of key "loss_per_dim" was ignored as its type "<class 'list'>" is not handled by this wrapper.
|
| 54 |
+
INFO 2025-11-30 22:28:22 ot_train.py:351 step:1K smpl:115K ep:69 epch:1.69 loss:0.129 grdn:1.079 lr:2.4e-05 updt_s:4.377 data_s:0.021
|
| 55 |
+
WARNING 2025-11-30 22:28:22 db_utils.py:141 WandB logging of key "loss_per_dim" was ignored as its type "<class 'list'>" is not handled by this wrapper.
|
| 56 |
+
INFO 2025-11-30 22:43:01 ot_train.py:351 step:1K smpl:134K ep:81 epch:1.97 loss:0.121 grdn:1.039 lr:2.4e-05 updt_s:4.375 data_s:0.021
|
| 57 |
+
WARNING 2025-11-30 22:43:01 db_utils.py:141 WandB logging of key "loss_per_dim" was ignored as its type "<class 'list'>" is not handled by this wrapper.
|
| 58 |
+
INFO 2025-11-30 22:57:46 ot_train.py:351 step:2K smpl:154K ep:93 epch:2.26 loss:0.119 grdn:0.997 lr:2.4e-05 updt_s:4.376 data_s:0.051
|
| 59 |
+
WARNING 2025-11-30 22:57:46 db_utils.py:141 WandB logging of key "loss_per_dim" was ignored as its type "<class 'list'>" is not handled by this wrapper.
|
| 60 |
+
INFO 2025-11-30 23:12:24 ot_train.py:351 step:2K smpl:173K ep:104 epch:2.54 loss:0.119 grdn:0.958 lr:2.3e-05 updt_s:4.369 data_s:0.022
|
| 61 |
+
WARNING 2025-11-30 23:12:24 db_utils.py:141 WandB logging of key "loss_per_dim" was ignored as its type "<class 'list'>" is not handled by this wrapper.
|
| 62 |
+
INFO 2025-11-30 23:27:03 ot_train.py:351 step:2K smpl:192K ep:116 epch:2.82 loss:0.116 grdn:0.949 lr:2.3e-05 updt_s:4.369 data_s:0.022
|
| 63 |
+
WARNING 2025-11-30 23:27:03 db_utils.py:141 WandB logging of key "loss_per_dim" was ignored as its type "<class 'list'>" is not handled by this wrapper.
|
| 64 |
+
INFO 2025-11-30 23:41:42 ot_train.py:351 step:2K smpl:211K ep:127 epch:3.10 loss:0.114 grdn:0.919 lr:2.3e-05 updt_s:4.374 data_s:0.022
|
| 65 |
+
WARNING 2025-11-30 23:41:42 db_utils.py:141 WandB logging of key "loss_per_dim" was ignored as its type "<class 'list'>" is not handled by this wrapper.
|
| 66 |
+
INFO 2025-11-30 23:56:20 ot_train.py:351 step:2K smpl:230K ep:139 epch:3.38 loss:0.107 grdn:0.917 lr:2.2e-05 updt_s:4.367 data_s:0.021
|
| 67 |
+
WARNING 2025-11-30 23:56:20 db_utils.py:141 WandB logging of key "loss_per_dim" was ignored as its type "<class 'list'>" is not handled by this wrapper.
|
| 68 |
+
INFO 2025-12-01 00:10:57 ot_train.py:351 step:3K smpl:250K ep:150 epch:3.67 loss:0.111 grdn:0.933 lr:2.2e-05 updt_s:4.366 data_s:0.021
|
| 69 |
+
WARNING 2025-12-01 00:10:57 db_utils.py:141 WandB logging of key "loss_per_dim" was ignored as its type "<class 'list'>" is not handled by this wrapper.
|
| 70 |
+
INFO 2025-12-01 00:25:36 ot_train.py:351 step:3K smpl:269K ep:162 epch:3.95 loss:0.107 grdn:0.908 lr:2.1e-05 updt_s:4.369 data_s:0.021
|
| 71 |
+
WARNING 2025-12-01 00:25:36 db_utils.py:141 WandB logging of key "loss_per_dim" was ignored as its type "<class 'list'>" is not handled by this wrapper.
|
| 72 |
+
INFO 2025-12-01 00:40:20 ot_train.py:351 step:3K smpl:288K ep:173 epch:4.23 loss:0.103 grdn:0.889 lr:2.1e-05 updt_s:4.373 data_s:0.049
|
| 73 |
+
WARNING 2025-12-01 00:40:20 db_utils.py:141 WandB logging of key "loss_per_dim" was ignored as its type "<class 'list'>" is not handled by this wrapper.
|
| 74 |
+
INFO 2025-12-01 00:54:58 ot_train.py:351 step:3K smpl:307K ep:185 epch:4.51 loss:0.099 grdn:0.903 lr:2.0e-05 updt_s:4.367 data_s:0.021
|
| 75 |
+
WARNING 2025-12-01 00:54:58 db_utils.py:141 WandB logging of key "loss_per_dim" was ignored as its type "<class 'list'>" is not handled by this wrapper.
|
| 76 |
+
INFO 2025-12-01 01:09:36 ot_train.py:351 step:3K smpl:326K ep:197 epch:4.80 loss:0.099 grdn:0.892 lr:1.9e-05 updt_s:4.367 data_s:0.021
|
| 77 |
+
WARNING 2025-12-01 01:09:36 db_utils.py:141 WandB logging of key "loss_per_dim" was ignored as its type "<class 'list'>" is not handled by this wrapper.
|
| 78 |
+
INFO 2025-12-01 01:24:14 ot_train.py:351 step:4K smpl:346K ep:208 epch:5.08 loss:0.093 grdn:0.882 lr:1.9e-05 updt_s:4.372 data_s:0.022
|
| 79 |
+
WARNING 2025-12-01 01:24:14 db_utils.py:141 WandB logging of key "loss_per_dim" was ignored as its type "<class 'list'>" is not handled by this wrapper.
|
| 80 |
+
INFO 2025-12-01 01:38:54 ot_train.py:351 step:4K smpl:365K ep:220 epch:5.36 loss:0.094 grdn:0.909 lr:1.8e-05 updt_s:4.377 data_s:0.021
|
| 81 |
+
WARNING 2025-12-01 01:38:54 db_utils.py:141 WandB logging of key "loss_per_dim" was ignored as its type "<class 'list'>" is not handled by this wrapper.
|
| 82 |
+
INFO 2025-12-01 01:53:32 ot_train.py:351 step:4K smpl:384K ep:231 epch:5.64 loss:0.094 grdn:0.911 lr:1.8e-05 updt_s:4.367 data_s:0.021
|
| 83 |
+
WARNING 2025-12-01 01:53:32 db_utils.py:141 WandB logging of key "loss_per_dim" was ignored as its type "<class 'list'>" is not handled by this wrapper.
|
| 84 |
+
INFO 2025-12-01 02:08:09 ot_train.py:351 step:4K smpl:403K ep:243 epch:5.92 loss:0.095 grdn:0.915 lr:1.7e-05 updt_s:4.366 data_s:0.021
|
| 85 |
+
WARNING 2025-12-01 02:08:09 db_utils.py:141 WandB logging of key "loss_per_dim" was ignored as its type "<class 'list'>" is not handled by this wrapper.
|
| 86 |
+
INFO 2025-12-01 02:22:58 ot_train.py:351 step:4K smpl:422K ep:254 epch:6.21 loss:0.094 grdn:0.933 lr:1.6e-05 updt_s:4.391 data_s:0.050
|
| 87 |
+
WARNING 2025-12-01 02:22:58 db_utils.py:141 WandB logging of key "loss_per_dim" was ignored as its type "<class 'list'>" is not handled by this wrapper.
|
| 88 |
+
INFO 2025-12-01 02:37:35 ot_train.py:351 step:5K smpl:442K ep:266 epch:6.49 loss:0.097 grdn:0.905 lr:1.6e-05 updt_s:4.365 data_s:0.021
|
| 89 |
+
WARNING 2025-12-01 02:37:35 db_utils.py:141 WandB logging of key "loss_per_dim" was ignored as its type "<class 'list'>" is not handled by this wrapper.
|
| 90 |
+
INFO 2025-12-01 02:52:13 ot_train.py:351 step:5K smpl:461K ep:278 epch:6.77 loss:0.092 grdn:0.935 lr:1.5e-05 updt_s:4.367 data_s:0.021
|
| 91 |
+
WARNING 2025-12-01 02:52:13 db_utils.py:141 WandB logging of key "loss_per_dim" was ignored as its type "<class 'list'>" is not handled by this wrapper.
|
| 92 |
+
INFO 2025-12-01 03:06:51 ot_train.py:351 step:5K smpl:480K ep:289 epch:7.05 loss:0.091 grdn:0.929 lr:1.4e-05 updt_s:4.370 data_s:0.022
|
| 93 |
+
WARNING 2025-12-01 03:06:51 db_utils.py:141 WandB logging of key "loss_per_dim" was ignored as its type "<class 'list'>" is not handled by this wrapper.
|
| 94 |
+
INFO 2025-12-01 03:21:29 ot_train.py:351 step:5K smpl:499K ep:301 epch:7.33 loss:0.088 grdn:0.929 lr:1.3e-05 updt_s:4.365 data_s:0.021
|
| 95 |
+
WARNING 2025-12-01 03:21:29 db_utils.py:141 WandB logging of key "loss_per_dim" was ignored as its type "<class 'list'>" is not handled by this wrapper.
|
| 96 |
+
INFO 2025-12-01 03:36:06 ot_train.py:351 step:5K smpl:518K ep:312 epch:7.62 loss:0.088 grdn:0.986 lr:1.3e-05 updt_s:4.365 data_s:0.021
|
| 97 |
+
WARNING 2025-12-01 03:36:06 db_utils.py:141 WandB logging of key "loss_per_dim" was ignored as its type "<class 'list'>" is not handled by this wrapper.
|
| 98 |
+
INFO 2025-12-01 03:50:47 ot_train.py:351 step:6K smpl:538K ep:324 epch:7.90 loss:0.087 grdn:0.996 lr:1.2e-05 updt_s:4.384 data_s:0.022
|
| 99 |
+
WARNING 2025-12-01 03:50:47 db_utils.py:141 WandB logging of key "loss_per_dim" was ignored as its type "<class 'list'>" is not handled by this wrapper.
|
| 100 |
+
INFO 2025-12-01 04:05:30 ot_train.py:351 step:6K smpl:557K ep:335 epch:8.18 loss:0.089 grdn:0.965 lr:1.1e-05 updt_s:4.365 data_s:0.049
|
| 101 |
+
WARNING 2025-12-01 04:05:30 db_utils.py:141 WandB logging of key "loss_per_dim" was ignored as its type "<class 'list'>" is not handled by this wrapper.
|
| 102 |
+
INFO 2025-12-01 04:20:08 ot_train.py:351 step:6K smpl:576K ep:347 epch:8.46 loss:0.087 grdn:1.031 lr:1.1e-05 updt_s:4.365 data_s:0.021
|
| 103 |
+
WARNING 2025-12-01 04:20:08 db_utils.py:141 WandB logging of key "loss_per_dim" was ignored as its type "<class 'list'>" is not handled by this wrapper.
|
| 104 |
+
INFO 2025-12-01 04:34:45 ot_train.py:351 step:6K smpl:595K ep:359 epch:8.74 loss:0.080 grdn:0.967 lr:9.9e-06 updt_s:4.366 data_s:0.022
|
| 105 |
+
WARNING 2025-12-01 04:34:45 db_utils.py:141 WandB logging of key "loss_per_dim" was ignored as its type "<class 'list'>" is not handled by this wrapper.
|
| 106 |
+
INFO 2025-12-01 04:49:24 ot_train.py:351 step:6K smpl:614K ep:370 epch:9.03 loss:0.085 grdn:0.993 lr:9.3e-06 updt_s:4.374 data_s:0.021
|
| 107 |
+
WARNING 2025-12-01 04:49:24 db_utils.py:141 WandB logging of key "loss_per_dim" was ignored as its type "<class 'list'>" is not handled by this wrapper.
|
| 108 |
+
INFO 2025-12-01 05:04:04 ot_train.py:351 step:7K smpl:634K ep:382 epch:9.31 loss:0.091 grdn:1.040 lr:8.6e-06 updt_s:4.378 data_s:0.022
|
| 109 |
+
WARNING 2025-12-01 05:04:04 db_utils.py:141 WandB logging of key "loss_per_dim" was ignored as its type "<class 'list'>" is not handled by this wrapper.
|
| 110 |
+
INFO 2025-12-01 05:18:42 ot_train.py:351 step:7K smpl:653K ep:393 epch:9.59 loss:0.083 grdn:1.055 lr:8.0e-06 updt_s:4.366 data_s:0.021
|
| 111 |
+
WARNING 2025-12-01 05:18:42 db_utils.py:141 WandB logging of key "loss_per_dim" was ignored as its type "<class 'list'>" is not handled by this wrapper.
|
| 112 |
+
INFO 2025-12-01 05:33:21 ot_train.py:351 step:7K smpl:672K ep:405 epch:9.87 loss:0.084 grdn:1.071 lr:7.4e-06 updt_s:4.371 data_s:0.022
|
| 113 |
+
WARNING 2025-12-01 05:33:21 db_utils.py:141 WandB logging of key "loss_per_dim" was ignored as its type "<class 'list'>" is not handled by this wrapper.
|
| 114 |
+
INFO 2025-12-01 05:48:06 ot_train.py:351 step:7K smpl:691K ep:416 epch:10.15 loss:0.083 grdn:1.082 lr:6.9e-06 updt_s:4.375 data_s:0.049
|
| 115 |
+
WARNING 2025-12-01 05:48:06 db_utils.py:141 WandB logging of key "loss_per_dim" was ignored as its type "<class 'list'>" is not handled by this wrapper.
|
| 116 |
+
INFO 2025-12-01 06:02:43 ot_train.py:351 step:7K smpl:710K ep:428 epch:10.44 loss:0.082 grdn:1.067 lr:6.3e-06 updt_s:4.366 data_s:0.022
|
| 117 |
+
WARNING 2025-12-01 06:02:43 db_utils.py:141 WandB logging of key "loss_per_dim" was ignored as its type "<class 'list'>" is not handled by this wrapper.
|
| 118 |
+
INFO 2025-12-01 06:17:22 ot_train.py:351 step:8K smpl:730K ep:439 epch:10.72 loss:0.082 grdn:1.072 lr:5.8e-06 updt_s:4.373 data_s:0.022
|
| 119 |
+
WARNING 2025-12-01 06:17:22 db_utils.py:141 WandB logging of key "loss_per_dim" was ignored as its type "<class 'list'>" is not handled by this wrapper.
|
| 120 |
+
INFO 2025-12-01 06:32:00 ot_train.py:351 step:8K smpl:749K ep:451 epch:11.00 loss:0.077 grdn:1.102 lr:5.3e-06 updt_s:4.366 data_s:0.022
|
| 121 |
+
WARNING 2025-12-01 06:32:00 db_utils.py:141 WandB logging of key "loss_per_dim" was ignored as its type "<class 'list'>" is not handled by this wrapper.
|
| 122 |
+
INFO 2025-12-01 06:46:38 ot_train.py:351 step:8K smpl:768K ep:463 epch:11.28 loss:0.080 grdn:1.120 lr:4.9e-06 updt_s:4.367 data_s:0.021
|
| 123 |
+
WARNING 2025-12-01 06:46:38 db_utils.py:141 WandB logging of key "loss_per_dim" was ignored as its type "<class 'list'>" is not handled by this wrapper.
|
| 124 |
+
INFO 2025-12-01 07:01:17 ot_train.py:351 step:8K smpl:787K ep:474 epch:11.57 loss:0.081 grdn:1.095 lr:4.4e-06 updt_s:4.376 data_s:0.022
|
| 125 |
+
WARNING 2025-12-01 07:01:17 db_utils.py:141 WandB logging of key "loss_per_dim" was ignored as its type "<class 'list'>" is not handled by this wrapper.
|
| 126 |
+
INFO 2025-12-01 07:15:56 ot_train.py:351 step:8K smpl:806K ep:486 epch:11.85 loss:0.085 grdn:1.109 lr:4.1e-06 updt_s:4.370 data_s:0.022
|
| 127 |
+
WARNING 2025-12-01 07:15:56 db_utils.py:141 WandB logging of key "loss_per_dim" was ignored as its type "<class 'list'>" is not handled by this wrapper.
|
| 128 |
+
INFO 2025-12-01 07:30:39 ot_train.py:351 step:9K smpl:826K ep:497 epch:12.13 loss:0.083 grdn:1.097 lr:3.7e-06 updt_s:4.366 data_s:0.050
|
| 129 |
+
WARNING 2025-12-01 07:30:39 db_utils.py:141 WandB logging of key "loss_per_dim" was ignored as its type "<class 'list'>" is not handled by this wrapper.
|
| 130 |
+
INFO 2025-12-01 07:45:23 ot_train.py:351 step:9K smpl:845K ep:509 epch:12.41 loss:0.087 grdn:1.147 lr:3.4e-06 updt_s:4.396 data_s:0.025
|
| 131 |
+
WARNING 2025-12-01 07:45:23 db_utils.py:141 WandB logging of key "loss_per_dim" was ignored as its type "<class 'list'>" is not handled by this wrapper.
|
| 132 |
+
INFO 2025-12-01 08:00:08 ot_train.py:351 step:9K smpl:864K ep:520 epch:12.69 loss:0.079 grdn:1.187 lr:3.2e-06 updt_s:4.400 data_s:0.023
|
| 133 |
+
WARNING 2025-12-01 08:00:08 db_utils.py:141 WandB logging of key "loss_per_dim" was ignored as its type "<class 'list'>" is not handled by this wrapper.
|
| 134 |
+
INFO 2025-12-01 08:14:46 ot_train.py:351 step:9K smpl:883K ep:532 epch:12.98 loss:0.078 grdn:1.163 lr:2.9e-06 updt_s:4.367 data_s:0.021
|
| 135 |
+
WARNING 2025-12-01 08:14:46 db_utils.py:141 WandB logging of key "loss_per_dim" was ignored as its type "<class 'list'>" is not handled by this wrapper.
|
| 136 |
+
INFO 2025-12-01 08:29:23 ot_train.py:351 step:9K smpl:902K ep:544 epch:13.26 loss:0.078 grdn:1.109 lr:2.8e-06 updt_s:4.366 data_s:0.020
|
| 137 |
+
WARNING 2025-12-01 08:29:23 db_utils.py:141 WandB logging of key "loss_per_dim" was ignored as its type "<class 'list'>" is not handled by this wrapper.
|
| 138 |
+
INFO 2025-12-01 08:44:00 ot_train.py:351 step:10K smpl:922K ep:555 epch:13.54 loss:0.088 grdn:1.169 lr:2.6e-06 updt_s:4.364 data_s:0.022
|
| 139 |
+
WARNING 2025-12-01 08:44:00 db_utils.py:141 WandB logging of key "loss_per_dim" was ignored as its type "<class 'list'>" is not handled by this wrapper.
|
| 140 |
+
INFO 2025-12-01 08:58:41 ot_train.py:351 step:10K smpl:941K ep:567 epch:13.82 loss:0.081 grdn:1.151 lr:2.6e-06 updt_s:4.385 data_s:0.021
|
| 141 |
+
WARNING 2025-12-01 08:58:41 db_utils.py:141 WandB logging of key "loss_per_dim" was ignored as its type "<class 'list'>" is not handled by this wrapper.
|
| 142 |
+
INFO 2025-12-01 09:13:24 ot_train.py:351 step:10K smpl:960K ep:578 epch:14.10 loss:0.075 grdn:1.127 lr:2.5e-06 updt_s:4.364 data_s:0.047
|
| 143 |
+
WARNING 2025-12-01 09:13:24 db_utils.py:141 WandB logging of key "loss_per_dim" was ignored as its type "<class 'list'>" is not handled by this wrapper.
|
| 144 |
+
INFO 2025-12-01 09:13:24 ot_train.py:361 Checkpoint policy after step 10000
|
| 145 |
+
INFO 2025-12-01 09:14:22 ot_train.py:430 End of training
|
wandb/run-20251130_205554-fadl65t9/files/requirements.txt
ADDED
|
@@ -0,0 +1,133 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
h11==0.16.0
|
| 2 |
+
wcwidth==0.2.14
|
| 3 |
+
nvidia-cuda-cupti-cu12==12.6.80
|
| 4 |
+
async-timeout==5.0.1
|
| 5 |
+
dill==0.4.0
|
| 6 |
+
typing_extensions==4.15.0
|
| 7 |
+
pytz==2025.2
|
| 8 |
+
cloudpickle==3.1.2
|
| 9 |
+
pydantic==2.12.4
|
| 10 |
+
python-xlib==0.33
|
| 11 |
+
Jinja2==3.1.6
|
| 12 |
+
gmpy2==2.2.1
|
| 13 |
+
aiohappyeyeballs==2.6.1
|
| 14 |
+
einops==0.8.1
|
| 15 |
+
mpmath==1.3.0
|
| 16 |
+
hyperframe==6.1.0
|
| 17 |
+
smmap==5.0.2
|
| 18 |
+
mergedeep==1.3.4
|
| 19 |
+
Farama-Notifications==0.0.4
|
| 20 |
+
shellingham==1.5.4
|
| 21 |
+
yarl==1.22.0
|
| 22 |
+
peft==0.18.0
|
| 23 |
+
regex==2025.11.3
|
| 24 |
+
deepdiff==8.6.1
|
| 25 |
+
nvidia-cufile-cu12==1.11.1.6
|
| 26 |
+
certifi==2025.11.12
|
| 27 |
+
multiprocess==0.70.16
|
| 28 |
+
cmake==4.1.2
|
| 29 |
+
MarkupSafe==3.0.3
|
| 30 |
+
aiohttp==3.13.2
|
| 31 |
+
psutil==7.1.3
|
| 32 |
+
python-dateutil==2.9.0.post0
|
| 33 |
+
h2==4.3.0
|
| 34 |
+
httpcore==1.0.9
|
| 35 |
+
nvidia-cusparse-cu12==12.5.4.2
|
| 36 |
+
click==8.3.0
|
| 37 |
+
frozenlist==1.8.0
|
| 38 |
+
av==15.1.0
|
| 39 |
+
urllib3==2.5.0
|
| 40 |
+
sentry-sdk==2.44.0
|
| 41 |
+
pynput==1.8.1
|
| 42 |
+
pandas==2.3.3
|
| 43 |
+
triton==3.3.1
|
| 44 |
+
aiosignal==1.4.0
|
| 45 |
+
multidict==6.7.0
|
| 46 |
+
mypy_extensions==1.1.0
|
| 47 |
+
transformers==4.53.3
|
| 48 |
+
anyio==4.11.0
|
| 49 |
+
lerobot==0.4.1
|
| 50 |
+
zipp==3.23.0
|
| 51 |
+
platformdirs==4.5.0
|
| 52 |
+
pydantic_core==2.41.5
|
| 53 |
+
PyYAML==6.0.3
|
| 54 |
+
orderly-set==5.5.0
|
| 55 |
+
protobuf==6.33.0
|
| 56 |
+
typing-inspection==0.4.2
|
| 57 |
+
sympy==1.14.0
|
| 58 |
+
flash_attn==2.8.3
|
| 59 |
+
wheel==0.45.1
|
| 60 |
+
attrs==25.4.0
|
| 61 |
+
tqdm==4.67.1
|
| 62 |
+
nvidia-cudnn-cu12==9.5.1.17
|
| 63 |
+
Brotli==1.2.0
|
| 64 |
+
cffi==2.0.0
|
| 65 |
+
fsspec==2025.9.0
|
| 66 |
+
gitdb==4.0.12
|
| 67 |
+
importlib_metadata==8.7.0
|
| 68 |
+
nvidia-cusparselt-cu12==0.6.3
|
| 69 |
+
nvidia-cublas-cu12==12.6.4.1
|
| 70 |
+
opencv-python-headless==4.12.0.88
|
| 71 |
+
exceptiongroup==1.3.0
|
| 72 |
+
filelock==3.20.0
|
| 73 |
+
safetensors==0.6.2
|
| 74 |
+
pyserial==3.5
|
| 75 |
+
annotated-types==0.7.0
|
| 76 |
+
nvidia-cufft-cu12==11.3.0.4
|
| 77 |
+
pyyaml-include==1.4.1
|
| 78 |
+
PySocks==1.7.1
|
| 79 |
+
ImageIO==2.37.2
|
| 80 |
+
nvidia-cusolver-cu12==11.7.1.2
|
| 81 |
+
datasets==4.1.1
|
| 82 |
+
hf_transfer==0.1.9
|
| 83 |
+
networkx==3.4.2
|
| 84 |
+
docopt==0.6.2
|
| 85 |
+
tzdata==2025.2
|
| 86 |
+
num2words==0.5.14
|
| 87 |
+
hf-xet==1.2.0
|
| 88 |
+
nvidia-nccl-cu12==2.26.2
|
| 89 |
+
sniffio==1.3.1
|
| 90 |
+
huggingface-hub==0.35.3
|
| 91 |
+
xxhash==3.6.0
|
| 92 |
+
requests==2.32.5
|
| 93 |
+
idna==3.11
|
| 94 |
+
httpx==0.28.1
|
| 95 |
+
torch==2.7.1
|
| 96 |
+
typing-inspect==0.9.0
|
| 97 |
+
hpack==4.1.0
|
| 98 |
+
tokenizers==0.21.4
|
| 99 |
+
draccus==0.10.0
|
| 100 |
+
charset-normalizer==3.4.4
|
| 101 |
+
evdev==1.9.2
|
| 102 |
+
zstandard==0.25.0
|
| 103 |
+
pfzy==0.3.4
|
| 104 |
+
pillow==12.0.0
|
| 105 |
+
pycparser==2.22
|
| 106 |
+
torchvision==0.22.1
|
| 107 |
+
termcolor==3.2.0
|
| 108 |
+
wandb==0.21.4
|
| 109 |
+
nvidia-cuda-runtime-cu12==12.6.77
|
| 110 |
+
typer-slim==0.20.0
|
| 111 |
+
rerun-sdk==0.26.2
|
| 112 |
+
gymnasium==1.2.2
|
| 113 |
+
pyarrow==22.0.0
|
| 114 |
+
six==1.17.0
|
| 115 |
+
nvidia-nvjitlink-cu12==12.6.85
|
| 116 |
+
GitPython==3.1.45
|
| 117 |
+
prompt_toolkit==3.0.52
|
| 118 |
+
imageio-ffmpeg==0.6.0
|
| 119 |
+
nvidia-nvtx-cu12==12.6.77
|
| 120 |
+
torchcodec==0.5
|
| 121 |
+
nvidia-curand-cu12==10.3.7.77
|
| 122 |
+
diffusers==0.35.2
|
| 123 |
+
propcache==0.4.1
|
| 124 |
+
packaging==25.0
|
| 125 |
+
setuptools==80.9.0
|
| 126 |
+
jsonlines==4.0.0
|
| 127 |
+
numpy==2.2.6
|
| 128 |
+
pip==25.3
|
| 129 |
+
nvidia-cuda-nvrtc-cu12==12.6.77
|
| 130 |
+
accelerate==1.11.0
|
| 131 |
+
inquirerpy==0.3.4
|
| 132 |
+
toml==0.10.2
|
| 133 |
+
lerobot==0.4.1
|
wandb/run-20251130_205554-fadl65t9/files/wandb-metadata.json
ADDED
|
@@ -0,0 +1,59 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"os": "Linux-6.8.0-88-generic-x86_64-with-glibc2.39",
|
| 3 |
+
"python": "CPython 3.10.19",
|
| 4 |
+
"startedAt": "2025-11-30T11:55:54.544647Z",
|
| 5 |
+
"args": [
|
| 6 |
+
"--dataset.repo_id=/home/vla/so101_1130_2tasks",
|
| 7 |
+
"--policy.type=pi0",
|
| 8 |
+
"--policy.pretrained_path=lerobot/pi0_base",
|
| 9 |
+
"--output_dir=/home/vla/so101_1130_2tasks_pi0train",
|
| 10 |
+
"--job_name=so101_1130_2tasks_pi0train",
|
| 11 |
+
"--steps=10000",
|
| 12 |
+
"--batch_size=24",
|
| 13 |
+
"--num_workers=16",
|
| 14 |
+
"--policy.device=cuda",
|
| 15 |
+
"--wandb.enable=true",
|
| 16 |
+
"--policy.compile_model=true",
|
| 17 |
+
"--policy.gradient_checkpointing=true",
|
| 18 |
+
"--policy.dtype=bfloat16",
|
| 19 |
+
"--policy.push_to_hub=false",
|
| 20 |
+
"--rename_map={\"observation.images.camera1\": \"observation.images.wrist\", \"observation.images.camera2\": \"observation.images.top\", \"observation.images.camera3\": \"observation.images.front\"}"
|
| 21 |
+
],
|
| 22 |
+
"program": "/home/vla/miniforge3/envs/lerobot/bin/lerobot-train",
|
| 23 |
+
"codePath": "miniforge3/envs/lerobot/bin/lerobot-train",
|
| 24 |
+
"codePathLocal": "miniforge3/envs/lerobot/bin/lerobot-train",
|
| 25 |
+
"root": "/home/vla/so101_1130_2tasks_pi0train",
|
| 26 |
+
"host": "edu02",
|
| 27 |
+
"executable": "/home/vla/miniforge3/envs/lerobot/bin/python3.10",
|
| 28 |
+
"cpu_count": 56,
|
| 29 |
+
"cpu_count_logical": 112,
|
| 30 |
+
"gpu": "NVIDIA RTX A6000",
|
| 31 |
+
"gpu_count": 2,
|
| 32 |
+
"disk": {
|
| 33 |
+
"/": {
|
| 34 |
+
"total": "943412031488",
|
| 35 |
+
"used": "781631213568"
|
| 36 |
+
}
|
| 37 |
+
},
|
| 38 |
+
"memory": {
|
| 39 |
+
"total": "540628525056"
|
| 40 |
+
},
|
| 41 |
+
"gpu_nvidia": [
|
| 42 |
+
{
|
| 43 |
+
"name": "NVIDIA RTX A6000",
|
| 44 |
+
"memoryTotal": "51527024640",
|
| 45 |
+
"cudaCores": 10752,
|
| 46 |
+
"architecture": "Ampere",
|
| 47 |
+
"uuid": "GPU-c895b718-8738-3fff-b42c-92cad284b785"
|
| 48 |
+
},
|
| 49 |
+
{
|
| 50 |
+
"name": "NVIDIA RTX A6000",
|
| 51 |
+
"memoryTotal": "51527024640",
|
| 52 |
+
"cudaCores": 10752,
|
| 53 |
+
"architecture": "Ampere",
|
| 54 |
+
"uuid": "GPU-34849e7e-d621-dccc-ca70-b463192b3472"
|
| 55 |
+
}
|
| 56 |
+
],
|
| 57 |
+
"cudaVersion": "12.8",
|
| 58 |
+
"writerId": "ujjhup6u1if9spwto41rqzxwewcfoopf"
|
| 59 |
+
}
|
wandb/run-20251130_205554-fadl65t9/files/wandb-summary.json
ADDED
|
@@ -0,0 +1 @@
|
|
|
|
|
|
|
| 1 |
+
{"_runtime":44308.776981773,"train/lr":2.507345336505503e-06,"train/episodes":578.2537793644497,"_wandb":{"runtime":44308},"train/grad_norm":1.126771520972252,"train/dataloading_s":0.046947422818047924,"train/samples":960000,"train/loss":0.014316217973828316,"train/update_s":4.364254662292661,"_step":10000,"train/steps":10000,"_timestamp":1.764548004236067e+09,"train/epochs":14.103750716206092}
|
wandb/run-20251130_205554-fadl65t9/logs/debug-core.log
ADDED
|
@@ -0,0 +1,15 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{"time":"2025-11-30T20:55:54.583678337+09:00","level":"INFO","msg":"main: starting server","port-filename":"/tmp/tmpupgd6xqw/port-2873154.txt","pid":2873154,"log-level":0,"disable-analytics":false,"shutdown-on-parent-exit":false,"enable-dcgm-profiling":false}
|
| 2 |
+
{"time":"2025-11-30T20:55:54.584770568+09:00","level":"INFO","msg":"server: will exit if parent process dies","ppid":2873154}
|
| 3 |
+
{"time":"2025-11-30T20:55:54.584640749+09:00","level":"INFO","msg":"server: accepting connections","addr":{"Name":"/tmp/wandb-2873154-2873179-3748399540/socket","Net":"unix"}}
|
| 4 |
+
{"time":"2025-11-30T20:55:54.75178464+09:00","level":"INFO","msg":"connection: ManageConnectionData: new connection created","id":"1(@)"}
|
| 5 |
+
{"time":"2025-11-30T20:55:54.770103443+09:00","level":"INFO","msg":"handleInformInit: received","streamId":"fadl65t9","id":"1(@)"}
|
| 6 |
+
{"time":"2025-11-30T20:55:55.192280145+09:00","level":"INFO","msg":"handleInformInit: stream started","streamId":"fadl65t9","id":"1(@)"}
|
| 7 |
+
{"time":"2025-12-01T09:14:24.381745908+09:00","level":"INFO","msg":"handleInformTeardown: server teardown initiated","id":"1(@)"}
|
| 8 |
+
{"time":"2025-12-01T09:14:24.382025501+09:00","level":"INFO","msg":"server is shutting down"}
|
| 9 |
+
{"time":"2025-12-01T09:14:24.382016638+09:00","level":"INFO","msg":"connection: closing","id":"1(@)"}
|
| 10 |
+
{"time":"2025-12-01T09:14:24.382211502+09:00","level":"INFO","msg":"connection: closed successfully","id":"1(@)"}
|
| 11 |
+
{"time":"2025-12-01T09:14:24.382186003+09:00","level":"INFO","msg":"server: listener closed","addr":{"Name":"/tmp/wandb-2873154-2873179-3748399540/socket","Net":"unix"}}
|
| 12 |
+
{"time":"2025-12-01T09:15:33.167908876+09:00","level":"ERROR","msg":"processOutgoingData: flush error","error":"write unix /tmp/wandb-2873154-2873179-3748399540/socket->@: use of closed network connection","id":"1(@)"}
|
| 13 |
+
{"time":"2025-12-01T09:15:33.62398672+09:00","level":"INFO","msg":"handleInformTeardown: server shutdown complete","id":"1(@)"}
|
| 14 |
+
{"time":"2025-12-01T09:15:33.624071897+09:00","level":"INFO","msg":"connection: ManageConnectionData: connection closed","id":"1(@)"}
|
| 15 |
+
{"time":"2025-12-01T09:15:33.624112637+09:00","level":"INFO","msg":"server is closed"}
|
wandb/run-20251130_205554-fadl65t9/logs/debug-internal.log
ADDED
|
@@ -0,0 +1,12 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{"time":"2025-11-30T20:55:54.770291237+09:00","level":"INFO","msg":"stream: starting","core version":"0.21.4"}
|
| 2 |
+
{"time":"2025-11-30T20:55:55.192165852+09:00","level":"INFO","msg":"stream: created new stream","id":"fadl65t9"}
|
| 3 |
+
{"time":"2025-11-30T20:55:55.192248512+09:00","level":"INFO","msg":"stream: started","id":"fadl65t9"}
|
| 4 |
+
{"time":"2025-11-30T20:55:55.19229908+09:00","level":"INFO","msg":"writer: started","stream_id":"fadl65t9"}
|
| 5 |
+
{"time":"2025-11-30T20:55:55.192297075+09:00","level":"INFO","msg":"handler: started","stream_id":"fadl65t9"}
|
| 6 |
+
{"time":"2025-11-30T20:55:55.192405884+09:00","level":"INFO","msg":"sender: started","stream_id":"fadl65t9"}
|
| 7 |
+
{"time":"2025-11-30T23:08:40.702759164+09:00","level":"INFO","msg":"api: retrying error","error":"Post \"https://api.wandb.ai/files/wjdfufgusrn1234-konkuk-university/lerobot/fadl65t9/file_stream\": dial tcp 35.186.228.49:443: connect: connection timed out"}
|
| 8 |
+
{"time":"2025-12-01T09:14:24.3819952+09:00","level":"INFO","msg":"stream: closing","id":"fadl65t9"}
|
| 9 |
+
{"time":"2025-12-01T09:15:33.217839615+09:00","level":"INFO","msg":"fileTransfer: Close: file transfer manager closed"}
|
| 10 |
+
{"time":"2025-12-01T09:15:33.622503049+09:00","level":"INFO","msg":"handler: closed","stream_id":"fadl65t9"}
|
| 11 |
+
{"time":"2025-12-01T09:15:33.622701638+09:00","level":"INFO","msg":"sender: closed","stream_id":"fadl65t9"}
|
| 12 |
+
{"time":"2025-12-01T09:15:33.622736417+09:00","level":"INFO","msg":"stream: closed","id":"fadl65t9"}
|
wandb/run-20251130_205554-fadl65t9/logs/debug.log
ADDED
|
@@ -0,0 +1,23 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
2025-11-30 20:55:54,545 INFO MainThread:2873154 [wandb_setup.py:_flush():81] Current SDK version is 0.21.4
|
| 2 |
+
2025-11-30 20:55:54,545 INFO MainThread:2873154 [wandb_setup.py:_flush():81] Configure stats pid to 2873154
|
| 3 |
+
2025-11-30 20:55:54,545 INFO MainThread:2873154 [wandb_setup.py:_flush():81] Loading settings from /home/vla/.config/wandb/settings
|
| 4 |
+
2025-11-30 20:55:54,545 INFO MainThread:2873154 [wandb_setup.py:_flush():81] Loading settings from /home/vla/wandb/settings
|
| 5 |
+
2025-11-30 20:55:54,545 INFO MainThread:2873154 [wandb_setup.py:_flush():81] Loading settings from environment variables
|
| 6 |
+
2025-11-30 20:55:54,545 INFO MainThread:2873154 [wandb_init.py:setup_run_log_directory():686] Logging user logs to /home/vla/so101_1130_2tasks_pi0train/wandb/run-20251130_205554-fadl65t9/logs/debug.log
|
| 7 |
+
2025-11-30 20:55:54,545 INFO MainThread:2873154 [wandb_init.py:setup_run_log_directory():687] Logging internal logs to /home/vla/so101_1130_2tasks_pi0train/wandb/run-20251130_205554-fadl65t9/logs/debug-internal.log
|
| 8 |
+
2025-11-30 20:55:54,545 INFO MainThread:2873154 [wandb_init.py:init():813] calling init triggers
|
| 9 |
+
2025-11-30 20:55:54,545 INFO MainThread:2873154 [wandb_init.py:init():818] wandb.init called with sweep_config: {}
|
| 10 |
+
config: {'dataset': {'repo_id': '/home/vla/so101_1130_2tasks', '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', 'streaming': False}, 'env': None, 'policy': {'type': 'pi0', 'n_obs_steps': 1, 'input_features': {}, 'output_features': {}, 'device': 'cuda', 'use_amp': False, 'push_to_hub': False, 'repo_id': None, 'private': None, 'tags': None, 'license': None, 'pretrained_path': 'lerobot/pi0_base', 'paligemma_variant': 'gemma_2b', 'action_expert_variant': 'gemma_300m', 'dtype': 'bfloat16', 'chunk_size': 50, 'n_action_steps': 50, 'max_state_dim': 32, 'max_action_dim': 32, 'num_inference_steps': 10, 'time_sampling_beta_alpha': 1.5, 'time_sampling_beta_beta': 1.0, 'time_sampling_scale': 0.999, 'time_sampling_offset': 0.001, 'min_period': 0.004, 'max_period': 4.0, 'image_resolution': [224, 224], 'empty_cameras': 0, 'normalization_mapping': {'VISUAL': <NormalizationMode.IDENTITY: 'IDENTITY'>, 'STATE': <NormalizationMode.MEAN_STD: 'MEAN_STD'>, 'ACTION': <NormalizationMode.MEAN_STD: 'MEAN_STD'>}, 'gradient_checkpointing': True, 'compile_model': True, 'compile_mode': 'max-autotune', 'optimizer_lr': 2.5e-05, 'optimizer_betas': [0.9, 0.95], 'optimizer_eps': 1e-08, 'optimizer_weight_decay': 0.01, 'optimizer_grad_clip_norm': 1.0, 'scheduler_warmup_steps': 1000, 'scheduler_decay_steps': 30000, 'scheduler_decay_lr': 2.5e-06, 'tokenizer_max_length': 48}, 'output_dir': '/home/vla/so101_1130_2tasks_pi0train', 'job_name': 'so101_1130_2tasks_pi0train', 'resume': False, 'seed': 1000, 'num_workers': 16, 'batch_size': 24, 'steps': 10000, 'eval_freq': 20000, 'log_freq': 200, 'save_checkpoint': True, 'save_freq': 20000, 'use_policy_training_preset': True, 'optimizer': {'type': 'adamw', 'lr': 2.5e-05, 'weight_decay': 0.01, 'grad_clip_norm': 1.0, 'betas': [0.9, 0.95], 'eps': 1e-08}, 'scheduler': {'type': 'cosine_decay_with_warmup', 'num_warmup_steps': 1000, 'num_decay_steps': 30000, 'peak_lr': 2.5e-05, 'decay_lr': 2.5e-06}, 'eval': {'n_episodes': 50, 'batch_size': 50, 'use_async_envs': False}, 'wandb': {'enable': True, 'disable_artifact': False, 'project': 'lerobot', 'entity': None, 'notes': None, 'run_id': None, 'mode': None}, 'checkpoint_path': None, 'rename_map': {'observation.images.camera1': 'observation.images.wrist', 'observation.images.camera2': 'observation.images.top', 'observation.images.camera3': 'observation.images.front'}, '_wandb': {}}
|
| 11 |
+
2025-11-30 20:55:54,545 INFO MainThread:2873154 [wandb_init.py:init():854] starting backend
|
| 12 |
+
2025-11-30 20:55:54,752 INFO MainThread:2873154 [wandb_init.py:init():857] sending inform_init request
|
| 13 |
+
2025-11-30 20:55:54,759 INFO MainThread:2873154 [wandb_init.py:init():865] backend started and connected
|
| 14 |
+
2025-11-30 20:55:54,765 INFO MainThread:2873154 [wandb_init.py:init():936] updated telemetry
|
| 15 |
+
2025-11-30 20:55:54,766 INFO MainThread:2873154 [wandb_init.py:init():960] communicating run to backend with 90.0 second timeout
|
| 16 |
+
2025-11-30 20:55:55,602 INFO MainThread:2873154 [wandb_init.py:init():1011] starting run threads in backend
|
| 17 |
+
2025-11-30 20:55:55,714 INFO MainThread:2873154 [wandb_run.py:_console_start():2506] atexit reg
|
| 18 |
+
2025-11-30 20:55:55,714 INFO MainThread:2873154 [wandb_run.py:_redirect():2354] redirect: wrap_raw
|
| 19 |
+
2025-11-30 20:55:55,714 INFO MainThread:2873154 [wandb_run.py:_redirect():2423] Wrapping output streams.
|
| 20 |
+
2025-11-30 20:55:55,714 INFO MainThread:2873154 [wandb_run.py:_redirect():2446] Redirects installed.
|
| 21 |
+
2025-11-30 20:55:55,717 INFO MainThread:2873154 [wandb_init.py:init():1049] run started, returning control to user process
|
| 22 |
+
2025-12-01 09:14:24,382 INFO wandb-AsyncioManager-main:2873154 [service_client.py:_forward_responses():84] Reached EOF.
|
| 23 |
+
2025-12-01 09:14:24,382 INFO wandb-AsyncioManager-main:2873154 [mailbox.py:close():137] Closing mailbox, abandoning 2 handles.
|
wandb/run-20251130_205554-fadl65t9/run-fadl65t9.wandb
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:123d4b0a3ef7213230544a4400811ab9d1c651e8ab4f7d4ff3c5d351a0bf0161
|
| 3 |
+
size 3493520
|