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- checkpoints/000100/pretrained_model/config.json +72 -0
- checkpoints/000100/pretrained_model/model.safetensors +3 -0
- checkpoints/000100/pretrained_model/train_config.json +184 -0
- checkpoints/000100/training_state/optimizer_param_groups.json +803 -0
- checkpoints/000100/training_state/optimizer_state.safetensors +3 -0
- checkpoints/000100/training_state/rng_state.safetensors +3 -0
- checkpoints/000100/training_state/scheduler_state.json +15 -0
- checkpoints/000100/training_state/training_step.json +3 -0
- checkpoints/000200/pretrained_model/config.json +72 -0
- checkpoints/000200/pretrained_model/model.safetensors +3 -0
- checkpoints/000200/pretrained_model/train_config.json +184 -0
- checkpoints/000200/training_state/optimizer_param_groups.json +803 -0
- checkpoints/000200/training_state/optimizer_state.safetensors +3 -0
- checkpoints/000200/training_state/rng_state.safetensors +3 -0
- checkpoints/000200/training_state/scheduler_state.json +15 -0
- checkpoints/000200/training_state/training_step.json +3 -0
- checkpoints/000300/pretrained_model/config.json +72 -0
- checkpoints/000300/pretrained_model/model.safetensors +3 -0
- checkpoints/000300/pretrained_model/train_config.json +184 -0
- checkpoints/000300/training_state/optimizer_param_groups.json +803 -0
- checkpoints/000300/training_state/optimizer_state.safetensors +3 -0
- checkpoints/000300/training_state/rng_state.safetensors +3 -0
- checkpoints/000300/training_state/scheduler_state.json +15 -0
- checkpoints/000300/training_state/training_step.json +3 -0
- checkpoints/000400/pretrained_model/config.json +72 -0
- checkpoints/000400/pretrained_model/model.safetensors +3 -0
- checkpoints/000400/pretrained_model/train_config.json +184 -0
- checkpoints/000400/training_state/optimizer_param_groups.json +803 -0
- checkpoints/000400/training_state/optimizer_state.safetensors +3 -0
- checkpoints/000400/training_state/rng_state.safetensors +3 -0
- checkpoints/000400/training_state/scheduler_state.json +15 -0
- checkpoints/000400/training_state/training_step.json +3 -0
- checkpoints/000500/pretrained_model/config.json +72 -0
- checkpoints/000500/pretrained_model/model.safetensors +3 -0
- checkpoints/000500/pretrained_model/train_config.json +184 -0
- checkpoints/000500/training_state/optimizer_param_groups.json +803 -0
- checkpoints/000500/training_state/optimizer_state.safetensors +3 -0
- checkpoints/000500/training_state/rng_state.safetensors +3 -0
- checkpoints/000500/training_state/scheduler_state.json +15 -0
- checkpoints/000500/training_state/training_step.json +3 -0
- checkpoints/000600/pretrained_model/config.json +72 -0
- checkpoints/000600/pretrained_model/model.safetensors +3 -0
- checkpoints/000600/pretrained_model/train_config.json +184 -0
- checkpoints/000600/training_state/rng_state.safetensors +3 -0
- checkpoints/000600/training_state/training_step.json +3 -0
- wandb/debug-internal.log +7 -0
- wandb/debug.log +23 -0
- wandb/run-20250412_213619-shity_version/files/config.yaml +175 -0
- wandb/run-20250412_213619-shity_version/files/output.log +75 -0
- wandb/run-20250412_213619-shity_version/files/requirements.txt +245 -0
checkpoints/000100/pretrained_model/config.json
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{
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"type": "pi0",
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"n_obs_steps": 1,
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"normalization_mapping": {
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"VISUAL": "IDENTITY",
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"STATE": "MEAN_STD",
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"ACTION": "MEAN_STD"
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"input_features": {
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"observation.images.gripper": {
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"type": "VISUAL",
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"observation.images.webcam": {
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"type": "VISUAL",
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"shape": [
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},
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"output_features": {
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"action": {
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"type": "ACTION",
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"shape": [
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6
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}
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},
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"device": "cuda",
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"use_amp": false,
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"chunk_size": 50,
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"n_action_steps": 50,
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"max_state_dim": 32,
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"max_action_dim": 32,
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"resize_imgs_with_padding": [
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224,
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224
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],
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"empty_cameras": 0,
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"adapt_to_pi_aloha": false,
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| 53 |
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"use_delta_joint_actions_aloha": false,
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"tokenizer_max_length": 48,
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"proj_width": 1024,
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"num_steps": 10,
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"use_cache": true,
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"attention_implementation": "eager",
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| 59 |
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"freeze_vision_encoder": true,
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"train_expert_only": false,
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"train_state_proj": true,
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| 62 |
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"optimizer_lr": 2.5e-05,
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| 63 |
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"optimizer_betas": [
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],
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"optimizer_eps": 1e-08,
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"optimizer_weight_decay": 1e-10,
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| 69 |
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"scheduler_warmup_steps": 1000,
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| 70 |
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"scheduler_decay_steps": 30000,
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| 71 |
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"scheduler_decay_lr": 2.5e-06
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| 72 |
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}
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checkpoints/000100/pretrained_model/model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:1caa4a8ce1a72347a568aee5be82b8a9de987b56d8a76bde783310d8daf6f21e
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size 7536022544
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checkpoints/000100/pretrained_model/train_config.json
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{
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"output_dir": "/scratch/train/pi_shity_version",
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| 164 |
+
"type": "cosine_decay_with_warmup",
|
| 165 |
+
"num_warmup_steps": 1000,
|
| 166 |
+
"num_decay_steps": 30000,
|
| 167 |
+
"peak_lr": 2.5e-05,
|
| 168 |
+
"decay_lr": 2.5e-06
|
| 169 |
+
},
|
| 170 |
+
"eval": {
|
| 171 |
+
"n_episodes": 50,
|
| 172 |
+
"batch_size": 50,
|
| 173 |
+
"use_async_envs": false
|
| 174 |
+
},
|
| 175 |
+
"wandb": {
|
| 176 |
+
"enable": true,
|
| 177 |
+
"disable_artifact": false,
|
| 178 |
+
"project": "pi0_mistral_hackathon",
|
| 179 |
+
"entity": null,
|
| 180 |
+
"notes": null,
|
| 181 |
+
"run_id": "shity_version",
|
| 182 |
+
"mode": null
|
| 183 |
+
}
|
| 184 |
+
}
|
checkpoints/000100/training_state/optimizer_param_groups.json
ADDED
|
@@ -0,0 +1,803 @@
|
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|
| 1 |
+
[
|
| 2 |
+
{
|
| 3 |
+
"lr": 2.5224775224775203e-06,
|
| 4 |
+
"betas": [
|
| 5 |
+
0.9,
|
| 6 |
+
0.95
|
| 7 |
+
],
|
| 8 |
+
"eps": 1e-08,
|
| 9 |
+
"weight_decay": 1e-10,
|
| 10 |
+
"amsgrad": false,
|
| 11 |
+
"foreach": null,
|
| 12 |
+
"maximize": false,
|
| 13 |
+
"capturable": false,
|
| 14 |
+
"differentiable": false,
|
| 15 |
+
"fused": null,
|
| 16 |
+
"initial_lr": 2.5e-05,
|
| 17 |
+
"params": [
|
| 18 |
+
0,
|
| 19 |
+
1,
|
| 20 |
+
2,
|
| 21 |
+
3,
|
| 22 |
+
4,
|
| 23 |
+
5,
|
| 24 |
+
6,
|
| 25 |
+
7,
|
| 26 |
+
8,
|
| 27 |
+
9,
|
| 28 |
+
10,
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|
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| 71 |
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
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"dataset": {
|
| 3 |
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|
| 4 |
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|
| 5 |
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|
| 6 |
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|
| 7 |
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|
| 8 |
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|
| 9 |
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|
| 10 |
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|
| 11 |
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|
| 12 |
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|
| 13 |
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|
| 14 |
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|
| 15 |
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|
| 16 |
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|
| 17 |
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|
| 18 |
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|
| 19 |
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|
| 20 |
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|
| 21 |
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|
| 22 |
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|
| 23 |
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"type": "ColorJitter",
|
| 24 |
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"kwargs": {
|
| 25 |
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|
| 26 |
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|
| 27 |
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|
| 28 |
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|
| 29 |
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|
| 30 |
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|
| 31 |
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|
| 32 |
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|
| 33 |
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"type": "ColorJitter",
|
| 34 |
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|
| 35 |
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|
| 36 |
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|
| 37 |
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|
| 38 |
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|
| 39 |
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|
| 40 |
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|
| 41 |
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|
| 42 |
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|
| 43 |
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|
| 44 |
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|
| 45 |
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|
| 46 |
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|
| 47 |
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|
| 48 |
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|
| 49 |
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|
| 50 |
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|
| 51 |
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| 52 |
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|
| 53 |
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|
| 54 |
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| 55 |
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| 56 |
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|
| 57 |
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|
| 58 |
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|
| 59 |
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|
| 60 |
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|
| 61 |
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|
| 62 |
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|
| 63 |
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|
| 64 |
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|
| 65 |
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|
| 66 |
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|
| 67 |
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|
| 68 |
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|
| 69 |
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|
| 70 |
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|
| 71 |
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|
| 72 |
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|
| 73 |
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"STATE": "MEAN_STD",
|
| 74 |
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"ACTION": "MEAN_STD"
|
| 75 |
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},
|
| 76 |
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|
| 77 |
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|
| 78 |
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"type": "STATE",
|
| 79 |
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|
| 80 |
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|
| 81 |
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|
| 82 |
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},
|
| 83 |
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|
| 84 |
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"type": "VISUAL",
|
| 85 |
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|
| 86 |
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|
| 87 |
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|
| 88 |
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|
| 89 |
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|
| 90 |
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|
| 91 |
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|
| 92 |
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| 93 |
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|
| 94 |
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|
| 95 |
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|
| 96 |
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|
| 97 |
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|
| 98 |
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|
| 99 |
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|
| 100 |
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|
| 101 |
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|
| 102 |
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|
| 103 |
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|
| 104 |
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|
| 105 |
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|
| 106 |
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|
| 107 |
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|
| 108 |
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"device": "cuda",
|
| 109 |
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|
| 110 |
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|
| 111 |
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|
| 112 |
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|
| 113 |
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|
| 114 |
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|
| 115 |
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|
| 116 |
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224
|
| 117 |
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],
|
| 118 |
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|
| 119 |
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|
| 120 |
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|
| 121 |
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|
| 122 |
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|
| 123 |
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|
| 124 |
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|
| 125 |
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|
| 126 |
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|
| 127 |
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|
| 128 |
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|
| 129 |
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|
| 130 |
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|
| 131 |
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|
| 132 |
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|
| 133 |
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],
|
| 134 |
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|
| 135 |
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|
| 136 |
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|
| 137 |
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|
| 138 |
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|
| 139 |
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},
|
| 140 |
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"output_dir": "/scratch/train/pi_shity_version",
|
| 141 |
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"job_name": "pi0",
|
| 142 |
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"resume": false,
|
| 143 |
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|
| 144 |
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|
| 145 |
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|
| 146 |
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"steps": 100000,
|
| 147 |
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|
| 148 |
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"log_freq": 200,
|
| 149 |
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|
| 150 |
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"save_freq": 100,
|
| 151 |
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"use_policy_training_preset": true,
|
| 152 |
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"optimizer": {
|
| 153 |
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"type": "adamw",
|
| 154 |
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"lr": 2.5e-05,
|
| 155 |
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"weight_decay": 1e-10,
|
| 156 |
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"grad_clip_norm": 10.0,
|
| 157 |
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"betas": [
|
| 158 |
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|
| 159 |
+
0.95
|
| 160 |
+
],
|
| 161 |
+
"eps": 1e-08
|
| 162 |
+
},
|
| 163 |
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"scheduler": {
|
| 164 |
+
"type": "cosine_decay_with_warmup",
|
| 165 |
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|
| 166 |
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"num_decay_steps": 30000,
|
| 167 |
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"peak_lr": 2.5e-05,
|
| 168 |
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"decay_lr": 2.5e-06
|
| 169 |
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},
|
| 170 |
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"eval": {
|
| 171 |
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"n_episodes": 50,
|
| 172 |
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"batch_size": 50,
|
| 173 |
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"use_async_envs": false
|
| 174 |
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},
|
| 175 |
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"wandb": {
|
| 176 |
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"enable": true,
|
| 177 |
+
"disable_artifact": false,
|
| 178 |
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"project": "pi0_mistral_hackathon",
|
| 179 |
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"entity": null,
|
| 180 |
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"notes": null,
|
| 181 |
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"run_id": "shity_version",
|
| 182 |
+
"mode": null
|
| 183 |
+
}
|
| 184 |
+
}
|
checkpoints/000200/training_state/optimizer_param_groups.json
ADDED
|
@@ -0,0 +1,803 @@
|
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| 1 |
+
[
|
| 2 |
+
{
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| 3 |
+
"lr": 5.0199800199800195e-06,
|
| 4 |
+
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| 5 |
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0.9,
|
| 6 |
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0.95
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| 7 |
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],
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| 8 |
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| 9 |
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| 10 |
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"amsgrad": false,
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| 11 |
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"foreach": null,
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| 12 |
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"maximize": false,
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| 13 |
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"capturable": false,
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| 14 |
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"differentiable": false,
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| 15 |
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"fused": null,
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| 16 |
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"initial_lr": 2.5e-05,
|
| 17 |
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| 18 |
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|
checkpoints/000200/training_state/optimizer_state.safetensors
ADDED
|
@@ -0,0 +1,3 @@
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|
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|
|
|
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|
| 1 |
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version https://git-lfs.github.com/spec/v1
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| 3 |
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size 10896063516
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checkpoints/000200/training_state/rng_state.safetensors
ADDED
|
@@ -0,0 +1,3 @@
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|
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|
| 1 |
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version https://git-lfs.github.com/spec/v1
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| 3 |
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size 15708
|
checkpoints/000200/training_state/scheduler_state.json
ADDED
|
@@ -0,0 +1,15 @@
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|
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|
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|
| 1 |
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{
|
| 2 |
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"base_lrs": [
|
| 3 |
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2.5e-05
|
| 4 |
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],
|
| 5 |
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"last_epoch": 200,
|
| 6 |
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"verbose": false,
|
| 7 |
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"_step_count": 201,
|
| 8 |
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"_get_lr_called_within_step": false,
|
| 9 |
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"_last_lr": [
|
| 10 |
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|
| 11 |
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|
| 12 |
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"lr_lambdas": [
|
| 13 |
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null
|
| 14 |
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|
| 15 |
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}
|
checkpoints/000200/training_state/training_step.json
ADDED
|
@@ -0,0 +1,3 @@
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|
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|
|
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|
|
|
|
|
| 1 |
+
{
|
| 2 |
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"step": 200
|
| 3 |
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|
checkpoints/000300/pretrained_model/config.json
ADDED
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@@ -0,0 +1,72 @@
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|
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| 19 |
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| 22 |
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|
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| 27 |
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|
| 29 |
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| 30 |
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| 31 |
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|
| 32 |
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| 33 |
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|
| 34 |
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|
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|
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| 37 |
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|
| 39 |
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|
| 40 |
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|
| 42 |
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|
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|
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|
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|
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|
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|
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|
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|
| 71 |
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|
| 72 |
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|
checkpoints/000300/pretrained_model/model.safetensors
ADDED
|
@@ -0,0 +1,3 @@
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version https://git-lfs.github.com/spec/v1
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|
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size 7536022544
|
checkpoints/000300/pretrained_model/train_config.json
ADDED
|
@@ -0,0 +1,184 @@
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|
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|
| 137 |
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|
| 138 |
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|
| 139 |
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| 140 |
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|
| 141 |
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|
| 142 |
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|
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|
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|
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|
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|
| 151 |
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|
| 152 |
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|
| 153 |
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|
| 154 |
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|
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|
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|
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|
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|
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| 161 |
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|
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|
| 163 |
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|
| 164 |
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|
| 165 |
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|
| 166 |
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|
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|
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|
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|
| 171 |
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|
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|
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|
| 174 |
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|
| 175 |
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|
| 176 |
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|
| 177 |
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|
| 178 |
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|
| 179 |
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|
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|
| 182 |
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|
| 183 |
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|
| 184 |
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|
checkpoints/000300/training_state/optimizer_param_groups.json
ADDED
|
@@ -0,0 +1,803 @@
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|
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|
|
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|
|
|
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|
|
| 1 |
+
[
|
| 2 |
+
{
|
| 3 |
+
"lr": 7.517482517482519e-06,
|
| 4 |
+
"betas": [
|
| 5 |
+
0.9,
|
| 6 |
+
0.95
|
| 7 |
+
],
|
| 8 |
+
"eps": 1e-08,
|
| 9 |
+
"weight_decay": 1e-10,
|
| 10 |
+
"amsgrad": false,
|
| 11 |
+
"foreach": null,
|
| 12 |
+
"maximize": false,
|
| 13 |
+
"capturable": false,
|
| 14 |
+
"differentiable": false,
|
| 15 |
+
"fused": null,
|
| 16 |
+
"initial_lr": 2.5e-05,
|
| 17 |
+
"params": [
|
| 18 |
+
0,
|
| 19 |
+
1,
|
| 20 |
+
2,
|
| 21 |
+
3,
|
| 22 |
+
4,
|
| 23 |
+
5,
|
| 24 |
+
6,
|
| 25 |
+
7,
|
| 26 |
+
8,
|
| 27 |
+
9,
|
| 28 |
+
10,
|
| 29 |
+
11,
|
| 30 |
+
12,
|
| 31 |
+
13,
|
| 32 |
+
14,
|
| 33 |
+
15,
|
| 34 |
+
16,
|
| 35 |
+
17,
|
| 36 |
+
18,
|
| 37 |
+
19,
|
| 38 |
+
20,
|
| 39 |
+
21,
|
| 40 |
+
22,
|
| 41 |
+
23,
|
| 42 |
+
24,
|
| 43 |
+
25,
|
| 44 |
+
26,
|
| 45 |
+
27,
|
| 46 |
+
28,
|
| 47 |
+
29,
|
| 48 |
+
30,
|
| 49 |
+
31,
|
| 50 |
+
32,
|
| 51 |
+
33,
|
| 52 |
+
34,
|
| 53 |
+
35,
|
| 54 |
+
36,
|
| 55 |
+
37,
|
| 56 |
+
38,
|
| 57 |
+
39,
|
| 58 |
+
40,
|
| 59 |
+
41,
|
| 60 |
+
42,
|
| 61 |
+
43,
|
| 62 |
+
44,
|
| 63 |
+
45,
|
| 64 |
+
46,
|
| 65 |
+
47,
|
| 66 |
+
48,
|
| 67 |
+
49,
|
| 68 |
+
50,
|
| 69 |
+
51,
|
| 70 |
+
52,
|
| 71 |
+
53,
|
| 72 |
+
54,
|
| 73 |
+
55,
|
| 74 |
+
56,
|
| 75 |
+
57,
|
| 76 |
+
58,
|
| 77 |
+
59,
|
| 78 |
+
60,
|
| 79 |
+
61,
|
| 80 |
+
62,
|
| 81 |
+
63,
|
| 82 |
+
64,
|
| 83 |
+
65,
|
| 84 |
+
66,
|
| 85 |
+
67,
|
| 86 |
+
68,
|
| 87 |
+
69,
|
| 88 |
+
70,
|
| 89 |
+
71,
|
| 90 |
+
72,
|
| 91 |
+
73,
|
| 92 |
+
74,
|
| 93 |
+
75,
|
| 94 |
+
76,
|
| 95 |
+
77,
|
| 96 |
+
78,
|
| 97 |
+
79,
|
| 98 |
+
80,
|
| 99 |
+
81,
|
| 100 |
+
82,
|
| 101 |
+
83,
|
| 102 |
+
84,
|
| 103 |
+
85,
|
| 104 |
+
86,
|
| 105 |
+
87,
|
| 106 |
+
88,
|
| 107 |
+
89,
|
| 108 |
+
90,
|
| 109 |
+
91,
|
| 110 |
+
92,
|
| 111 |
+
93,
|
| 112 |
+
94,
|
| 113 |
+
95,
|
| 114 |
+
96,
|
| 115 |
+
97,
|
| 116 |
+
98,
|
| 117 |
+
99,
|
| 118 |
+
100,
|
| 119 |
+
101,
|
| 120 |
+
102,
|
| 121 |
+
103,
|
| 122 |
+
104,
|
| 123 |
+
105,
|
| 124 |
+
106,
|
| 125 |
+
107,
|
| 126 |
+
108,
|
| 127 |
+
109,
|
| 128 |
+
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| 68 |
+
"policy": {
|
| 69 |
+
"type": "pi0",
|
| 70 |
+
"n_obs_steps": 1,
|
| 71 |
+
"normalization_mapping": {
|
| 72 |
+
"VISUAL": "IDENTITY",
|
| 73 |
+
"STATE": "MEAN_STD",
|
| 74 |
+
"ACTION": "MEAN_STD"
|
| 75 |
+
},
|
| 76 |
+
"input_features": {
|
| 77 |
+
"observation.state": {
|
| 78 |
+
"type": "STATE",
|
| 79 |
+
"shape": [
|
| 80 |
+
6
|
| 81 |
+
]
|
| 82 |
+
},
|
| 83 |
+
"observation.images.gripper": {
|
| 84 |
+
"type": "VISUAL",
|
| 85 |
+
"shape": [
|
| 86 |
+
3,
|
| 87 |
+
480,
|
| 88 |
+
640
|
| 89 |
+
]
|
| 90 |
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},
|
| 91 |
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"observation.images.webcam": {
|
| 92 |
+
"type": "VISUAL",
|
| 93 |
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"shape": [
|
| 94 |
+
3,
|
| 95 |
+
480,
|
| 96 |
+
640
|
| 97 |
+
]
|
| 98 |
+
}
|
| 99 |
+
},
|
| 100 |
+
"output_features": {
|
| 101 |
+
"action": {
|
| 102 |
+
"type": "ACTION",
|
| 103 |
+
"shape": [
|
| 104 |
+
6
|
| 105 |
+
]
|
| 106 |
+
}
|
| 107 |
+
},
|
| 108 |
+
"device": "cuda",
|
| 109 |
+
"use_amp": false,
|
| 110 |
+
"chunk_size": 50,
|
| 111 |
+
"n_action_steps": 50,
|
| 112 |
+
"max_state_dim": 32,
|
| 113 |
+
"max_action_dim": 32,
|
| 114 |
+
"resize_imgs_with_padding": [
|
| 115 |
+
224,
|
| 116 |
+
224
|
| 117 |
+
],
|
| 118 |
+
"empty_cameras": 0,
|
| 119 |
+
"adapt_to_pi_aloha": false,
|
| 120 |
+
"use_delta_joint_actions_aloha": false,
|
| 121 |
+
"tokenizer_max_length": 48,
|
| 122 |
+
"proj_width": 1024,
|
| 123 |
+
"num_steps": 10,
|
| 124 |
+
"use_cache": true,
|
| 125 |
+
"attention_implementation": "eager",
|
| 126 |
+
"freeze_vision_encoder": true,
|
| 127 |
+
"train_expert_only": false,
|
| 128 |
+
"train_state_proj": true,
|
| 129 |
+
"optimizer_lr": 2.5e-05,
|
| 130 |
+
"optimizer_betas": [
|
| 131 |
+
0.9,
|
| 132 |
+
0.95
|
| 133 |
+
],
|
| 134 |
+
"optimizer_eps": 1e-08,
|
| 135 |
+
"optimizer_weight_decay": 1e-10,
|
| 136 |
+
"scheduler_warmup_steps": 1000,
|
| 137 |
+
"scheduler_decay_steps": 30000,
|
| 138 |
+
"scheduler_decay_lr": 2.5e-06
|
| 139 |
+
},
|
| 140 |
+
"output_dir": "/scratch/train/pi_shity_version",
|
| 141 |
+
"job_name": "pi0",
|
| 142 |
+
"resume": false,
|
| 143 |
+
"seed": 1000,
|
| 144 |
+
"num_workers": 4,
|
| 145 |
+
"batch_size": 20,
|
| 146 |
+
"steps": 100000,
|
| 147 |
+
"eval_freq": 100,
|
| 148 |
+
"log_freq": 200,
|
| 149 |
+
"save_checkpoint": true,
|
| 150 |
+
"save_freq": 100,
|
| 151 |
+
"use_policy_training_preset": true,
|
| 152 |
+
"optimizer": {
|
| 153 |
+
"type": "adamw",
|
| 154 |
+
"lr": 2.5e-05,
|
| 155 |
+
"weight_decay": 1e-10,
|
| 156 |
+
"grad_clip_norm": 10.0,
|
| 157 |
+
"betas": [
|
| 158 |
+
0.9,
|
| 159 |
+
0.95
|
| 160 |
+
],
|
| 161 |
+
"eps": 1e-08
|
| 162 |
+
},
|
| 163 |
+
"scheduler": {
|
| 164 |
+
"type": "cosine_decay_with_warmup",
|
| 165 |
+
"num_warmup_steps": 1000,
|
| 166 |
+
"num_decay_steps": 30000,
|
| 167 |
+
"peak_lr": 2.5e-05,
|
| 168 |
+
"decay_lr": 2.5e-06
|
| 169 |
+
},
|
| 170 |
+
"eval": {
|
| 171 |
+
"n_episodes": 50,
|
| 172 |
+
"batch_size": 50,
|
| 173 |
+
"use_async_envs": false
|
| 174 |
+
},
|
| 175 |
+
"wandb": {
|
| 176 |
+
"enable": true,
|
| 177 |
+
"disable_artifact": false,
|
| 178 |
+
"project": "pi0_mistral_hackathon",
|
| 179 |
+
"entity": null,
|
| 180 |
+
"notes": null,
|
| 181 |
+
"run_id": "shity_version",
|
| 182 |
+
"mode": null
|
| 183 |
+
}
|
| 184 |
+
}
|
checkpoints/000400/training_state/optimizer_param_groups.json
ADDED
|
@@ -0,0 +1,803 @@
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| 1 |
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[
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| 2 |
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{
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| 3 |
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| 4 |
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| 5 |
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| 6 |
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| 7 |
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| 13 |
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| 14 |
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| 15 |
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| 17 |
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| 18 |
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checkpoints/000400/training_state/optimizer_state.safetensors
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version https://git-lfs.github.com/spec/v1
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checkpoints/000400/training_state/rng_state.safetensors
ADDED
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checkpoints/000400/training_state/scheduler_state.json
ADDED
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@@ -0,0 +1,15 @@
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| 15 |
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|
checkpoints/000400/training_state/training_step.json
ADDED
|
@@ -0,0 +1,3 @@
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| 1 |
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{
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"step": 400
|
| 3 |
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|
checkpoints/000500/pretrained_model/config.json
ADDED
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|
| 1 |
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{
|
| 2 |
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|
| 3 |
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| 4 |
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| 5 |
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| 6 |
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| 8 |
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| 9 |
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| 10 |
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| 11 |
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| 15 |
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| 19 |
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| 21 |
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| 33 |
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| 34 |
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| 40 |
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"device": "cuda",
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| 42 |
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|
| 59 |
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"freeze_vision_encoder": true,
|
| 60 |
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|
| 61 |
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|
| 62 |
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|
| 63 |
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|
| 64 |
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|
| 65 |
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|
| 66 |
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|
| 67 |
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|
| 68 |
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|
| 69 |
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|
| 70 |
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|
| 71 |
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|
| 72 |
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}
|
checkpoints/000500/pretrained_model/model.safetensors
ADDED
|
@@ -0,0 +1,3 @@
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| 1 |
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version https://git-lfs.github.com/spec/v1
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oid sha256:5234e087c1cb0af3d9e7960a6766315f21d0344a5f7212e5aaaa5e7684aa8c8a
|
| 3 |
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size 7536022544
|
checkpoints/000500/pretrained_model/train_config.json
ADDED
|
@@ -0,0 +1,184 @@
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| 1 |
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{
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|
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| 24 |
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| 31 |
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|
| 32 |
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|
| 33 |
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| 34 |
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| 35 |
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|
| 36 |
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|
| 37 |
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|
| 38 |
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|
| 39 |
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|
| 40 |
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|
| 41 |
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|
| 42 |
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|
| 43 |
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|
| 44 |
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|
| 45 |
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|
| 46 |
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|
| 47 |
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|
| 48 |
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|
| 49 |
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|
| 50 |
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|
| 51 |
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|
| 52 |
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|
| 53 |
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|
| 54 |
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| 55 |
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|
| 56 |
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|
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| 58 |
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|
| 59 |
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|
| 60 |
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|
| 62 |
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|
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|
| 65 |
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|
| 66 |
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|
| 67 |
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|
| 68 |
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|
| 69 |
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|
| 70 |
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|
| 71 |
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|
| 72 |
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|
| 73 |
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|
| 74 |
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|
| 75 |
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},
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| 76 |
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| 77 |
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| 78 |
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|
| 79 |
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| 80 |
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| 81 |
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|
| 82 |
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| 105 |
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|
| 117 |
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|
| 119 |
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|
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| 125 |
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|
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|
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|
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|
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|
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|
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|
| 136 |
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|
| 137 |
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|
| 138 |
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|
| 139 |
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|
| 140 |
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|
| 141 |
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|
| 142 |
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|
| 143 |
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|
| 144 |
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|
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|
| 146 |
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|
| 147 |
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|
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|
| 149 |
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|
| 150 |
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|
| 151 |
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"use_policy_training_preset": true,
|
| 152 |
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|
| 153 |
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|
| 154 |
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|
| 155 |
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|
| 156 |
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|
| 157 |
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|
| 158 |
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|
| 159 |
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|
| 160 |
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],
|
| 161 |
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|
| 162 |
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},
|
| 163 |
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|
| 164 |
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"type": "cosine_decay_with_warmup",
|
| 165 |
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|
| 166 |
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|
| 167 |
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|
| 168 |
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|
| 169 |
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|
| 170 |
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|
| 171 |
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|
| 172 |
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|
| 173 |
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|
| 174 |
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},
|
| 175 |
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|
| 176 |
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|
| 177 |
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"disable_artifact": false,
|
| 178 |
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"project": "pi0_mistral_hackathon",
|
| 179 |
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|
| 180 |
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|
| 181 |
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|
| 182 |
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"mode": null
|
| 183 |
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}
|
| 184 |
+
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|
checkpoints/000500/training_state/optimizer_param_groups.json
ADDED
|
@@ -0,0 +1,803 @@
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| 1 |
+
[
|
| 2 |
+
{
|
| 3 |
+
"lr": 1.2512487512487514e-05,
|
| 4 |
+
"betas": [
|
| 5 |
+
0.9,
|
| 6 |
+
0.95
|
| 7 |
+
],
|
| 8 |
+
"eps": 1e-08,
|
| 9 |
+
"weight_decay": 1e-10,
|
| 10 |
+
"amsgrad": false,
|
| 11 |
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"foreach": null,
|
| 12 |
+
"maximize": false,
|
| 13 |
+
"capturable": false,
|
| 14 |
+
"differentiable": false,
|
| 15 |
+
"fused": null,
|
| 16 |
+
"initial_lr": 2.5e-05,
|
| 17 |
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"params": [
|
| 18 |
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0,
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| 19 |
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| 20 |
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| 21 |
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| 22 |
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| 23 |
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| 32 |
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| 33 |
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|
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|
| 71 |
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|
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ADDED
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|
| 146 |
+
"steps": 100000,
|
| 147 |
+
"eval_freq": 100,
|
| 148 |
+
"log_freq": 200,
|
| 149 |
+
"save_checkpoint": true,
|
| 150 |
+
"save_freq": 100,
|
| 151 |
+
"use_policy_training_preset": true,
|
| 152 |
+
"optimizer": {
|
| 153 |
+
"type": "adamw",
|
| 154 |
+
"lr": 2.5e-05,
|
| 155 |
+
"weight_decay": 1e-10,
|
| 156 |
+
"grad_clip_norm": 10.0,
|
| 157 |
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"betas": [
|
| 158 |
+
0.9,
|
| 159 |
+
0.95
|
| 160 |
+
],
|
| 161 |
+
"eps": 1e-08
|
| 162 |
+
},
|
| 163 |
+
"scheduler": {
|
| 164 |
+
"type": "cosine_decay_with_warmup",
|
| 165 |
+
"num_warmup_steps": 1000,
|
| 166 |
+
"num_decay_steps": 30000,
|
| 167 |
+
"peak_lr": 2.5e-05,
|
| 168 |
+
"decay_lr": 2.5e-06
|
| 169 |
+
},
|
| 170 |
+
"eval": {
|
| 171 |
+
"n_episodes": 50,
|
| 172 |
+
"batch_size": 50,
|
| 173 |
+
"use_async_envs": false
|
| 174 |
+
},
|
| 175 |
+
"wandb": {
|
| 176 |
+
"enable": true,
|
| 177 |
+
"disable_artifact": false,
|
| 178 |
+
"project": "pi0_mistral_hackathon",
|
| 179 |
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"entity": null,
|
| 180 |
+
"notes": null,
|
| 181 |
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"run_id": "shity_version",
|
| 182 |
+
"mode": null
|
| 183 |
+
}
|
| 184 |
+
}
|
checkpoints/000600/training_state/rng_state.safetensors
ADDED
|
@@ -0,0 +1,3 @@
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|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
+
oid sha256:947a8b9f49f0bd12461173ac9c0ddfa6a97daf7a1f13fc015d1e1148ce86ba4b
|
| 3 |
+
size 15708
|
checkpoints/000600/training_state/training_step.json
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"step": 600
|
| 3 |
+
}
|
wandb/debug-internal.log
ADDED
|
@@ -0,0 +1,7 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{"time":"2025-04-12T22:01:36.520670877Z","level":"INFO","msg":"stream: starting","core version":"0.19.9","symlink path":"/scratch/train/pi_shity_version/wandb/run-20250412_220136-shity_version/logs/debug-core.log"}
|
| 2 |
+
{"time":"2025-04-12T22:01:36.769914227Z","level":"INFO","msg":"created new stream","id":"shity_version"}
|
| 3 |
+
{"time":"2025-04-12T22:01:36.769954097Z","level":"INFO","msg":"stream: started","id":"shity_version"}
|
| 4 |
+
{"time":"2025-04-12T22:01:36.769978883Z","level":"INFO","msg":"writer: Do: started","stream_id":"shity_version"}
|
| 5 |
+
{"time":"2025-04-12T22:01:36.769995438Z","level":"INFO","msg":"handler: started","stream_id":"shity_version"}
|
| 6 |
+
{"time":"2025-04-12T22:01:36.770025753Z","level":"INFO","msg":"sender: started","stream_id":"shity_version"}
|
| 7 |
+
{"time":"2025-04-12T22:01:37.196484495Z","level":"INFO","msg":"Starting system monitor"}
|
wandb/debug.log
ADDED
|
@@ -0,0 +1,23 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
2025-04-12 22:01:36,516 INFO MainThread:27554 [wandb_setup.py:_flush():67] Current SDK version is 0.19.9
|
| 2 |
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2025-04-12 22:01:36,516 INFO MainThread:27554 [wandb_setup.py:_flush():67] Configure stats pid to 27554
|
| 3 |
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2025-04-12 22:01:36,516 INFO MainThread:27554 [wandb_setup.py:_flush():67] Loading settings from /root/.config/wandb/settings
|
| 4 |
+
2025-04-12 22:01:36,516 INFO MainThread:27554 [wandb_setup.py:_flush():67] Loading settings from /root/lerobot/wandb/settings
|
| 5 |
+
2025-04-12 22:01:36,516 INFO MainThread:27554 [wandb_setup.py:_flush():67] Loading settings from environment variables
|
| 6 |
+
2025-04-12 22:01:36,516 INFO MainThread:27554 [wandb_init.py:setup_run_log_directory():662] Logging user logs to /scratch/train/pi_shity_version/wandb/run-20250412_220136-shity_version/logs/debug.log
|
| 7 |
+
2025-04-12 22:01:36,516 INFO MainThread:27554 [wandb_init.py:setup_run_log_directory():663] Logging internal logs to /scratch/train/pi_shity_version/wandb/run-20250412_220136-shity_version/logs/debug-internal.log
|
| 8 |
+
2025-04-12 22:01:36,516 INFO MainThread:27554 [wandb_init.py:init():781] calling init triggers
|
| 9 |
+
2025-04-12 22:01:36,516 INFO MainThread:27554 [wandb_init.py:init():786] wandb.init called with sweep_config: {}
|
| 10 |
+
config: {'dataset': {'repo_id': 'maelic/hackathon7', 'root': None, 'episodes': None, 'image_transforms': {'enable': False, 'max_num_transforms': 3, 'random_order': False, 'tfs': {'brightness': {'weight': 1.0, 'type': 'ColorJitter', 'kwargs': {'brightness': [0.8, 1.2]}}, 'contrast': {'weight': 1.0, 'type': 'ColorJitter', 'kwargs': {'contrast': [0.8, 1.2]}}, 'saturation': {'weight': 1.0, 'type': 'ColorJitter', 'kwargs': {'saturation': [0.5, 1.5]}}, 'hue': {'weight': 1.0, 'type': 'ColorJitter', 'kwargs': {'hue': [-0.05, 0.05]}}, 'sharpness': {'weight': 1.0, 'type': 'SharpnessJitter', 'kwargs': {'sharpness': [0.5, 1.5]}}}}, 'revision': None, 'use_imagenet_stats': True, 'video_backend': 'torchcodec'}, 'env': None, 'policy': {'type': 'pi0', 'n_obs_steps': 1, 'normalization_mapping': {'VISUAL': <NormalizationMode.IDENTITY: 'IDENTITY'>, 'STATE': <NormalizationMode.MEAN_STD: 'MEAN_STD'>, 'ACTION': <NormalizationMode.MEAN_STD: 'MEAN_STD'>}, 'input_features': {'observation.state': {'type': <FeatureType.STATE: 'STATE'>, 'shape': [6]}, 'observation.images.gripper': {'type': <FeatureType.VISUAL: 'VISUAL'>, 'shape': [3, 480, 640]}, 'observation.images.webcam': {'type': <FeatureType.VISUAL: 'VISUAL'>, 'shape': [3, 480, 640]}}, 'output_features': {'action': {'type': <FeatureType.ACTION: 'ACTION'>, 'shape': [6]}}, 'device': 'cuda', 'use_amp': False, 'chunk_size': 50, 'n_action_steps': 50, 'max_state_dim': 32, 'max_action_dim': 32, 'resize_imgs_with_padding': [224, 224], 'empty_cameras': 0, 'adapt_to_pi_aloha': False, 'use_delta_joint_actions_aloha': False, 'tokenizer_max_length': 48, 'proj_width': 1024, 'num_steps': 10, 'use_cache': True, 'attention_implementation': 'eager', 'freeze_vision_encoder': True, 'train_expert_only': False, 'train_state_proj': True, 'optimizer_lr': 2.5e-05, 'optimizer_betas': [0.9, 0.95], 'optimizer_eps': 1e-08, 'optimizer_weight_decay': 1e-10, 'scheduler_warmup_steps': 1000, 'scheduler_decay_steps': 30000, 'scheduler_decay_lr': 2.5e-06}, 'output_dir': '/scratch/train/pi_shity_version', 'job_name': 'pi0', 'resume': True, 'seed': 1000, 'num_workers': 4, 'batch_size': 20, 'steps': 100000, 'eval_freq': 100, 'log_freq': 200, 'save_checkpoint': True, 'save_freq': 100, 'use_policy_training_preset': True, 'optimizer': {'type': 'adamw', 'lr': 2.5e-05, 'weight_decay': 1e-10, 'grad_clip_norm': 10.0, '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': 'pi0_mistral_hackathon', 'entity': None, 'notes': None, 'run_id': 'shity_version', 'mode': None}, '_wandb': {}}
|
| 11 |
+
2025-04-12 22:01:36,516 INFO MainThread:27554 [wandb_init.py:init():809] starting backend
|
| 12 |
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2025-04-12 22:01:36,516 INFO MainThread:27554 [wandb_init.py:init():813] sending inform_init request
|
| 13 |
+
2025-04-12 22:01:36,519 INFO MainThread:27554 [backend.py:_multiprocessing_setup():101] multiprocessing start_methods=fork,spawn,forkserver, using: spawn
|
| 14 |
+
2025-04-12 22:01:36,519 INFO MainThread:27554 [wandb_init.py:init():823] backend started and connected
|
| 15 |
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2025-04-12 22:01:36,520 INFO MainThread:27554 [wandb_init.py:init():915] updated telemetry
|
| 16 |
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2025-04-12 22:01:36,524 INFO MainThread:27554 [wandb_init.py:init():939] communicating run to backend with 90.0 second timeout
|
| 17 |
+
2025-04-12 22:01:37,193 INFO MainThread:27554 [wandb_init.py:init():1009] run resumed
|
| 18 |
+
2025-04-12 22:01:37,195 INFO MainThread:27554 [wandb_init.py:init():1014] starting run threads in backend
|
| 19 |
+
2025-04-12 22:01:37,293 INFO MainThread:27554 [wandb_run.py:_console_start():2454] atexit reg
|
| 20 |
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2025-04-12 22:01:37,294 INFO MainThread:27554 [wandb_run.py:_redirect():2306] redirect: wrap_raw
|
| 21 |
+
2025-04-12 22:01:37,294 INFO MainThread:27554 [wandb_run.py:_redirect():2371] Wrapping output streams.
|
| 22 |
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2025-04-12 22:01:37,294 INFO MainThread:27554 [wandb_run.py:_redirect():2394] Redirects installed.
|
| 23 |
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2025-04-12 22:01:37,295 INFO MainThread:27554 [wandb_init.py:init():1056] run started, returning control to user process
|
wandb/run-20250412_213619-shity_version/files/config.yaml
ADDED
|
@@ -0,0 +1,175 @@
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
_wandb:
|
| 2 |
+
value:
|
| 3 |
+
cli_version: 0.19.9
|
| 4 |
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m: []
|
| 5 |
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python_version: 3.10.13
|
| 6 |
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t:
|
| 7 |
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"1":
|
| 8 |
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- 1
|
| 9 |
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|
| 10 |
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- 49
|
| 11 |
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|
| 12 |
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|
| 13 |
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"2":
|
| 14 |
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|
| 15 |
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|
| 16 |
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|
| 17 |
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|
| 18 |
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|
| 19 |
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- 55
|
| 20 |
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"3":
|
| 21 |
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|
| 22 |
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|
| 23 |
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|
| 24 |
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|
| 25 |
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|
| 26 |
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|
| 27 |
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| 28 |
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"4": 3.10.13
|
| 29 |
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"5": 0.19.9
|
| 30 |
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"8":
|
| 31 |
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- 5
|
| 32 |
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"12": 0.19.9
|
| 33 |
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"13": linux-x86_64
|
| 34 |
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batch_size:
|
| 35 |
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value: 20
|
| 36 |
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dataset:
|
| 37 |
+
value:
|
| 38 |
+
episodes: null
|
| 39 |
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image_transforms:
|
| 40 |
+
enable: false
|
| 41 |
+
max_num_transforms: 3
|
| 42 |
+
random_order: false
|
| 43 |
+
tfs:
|
| 44 |
+
brightness:
|
| 45 |
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kwargs:
|
| 46 |
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brightness:
|
| 47 |
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- 0.8
|
| 48 |
+
- 1.2
|
| 49 |
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type: ColorJitter
|
| 50 |
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weight: 1
|
| 51 |
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contrast:
|
| 52 |
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kwargs:
|
| 53 |
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contrast:
|
| 54 |
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- 0.8
|
| 55 |
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- 1.2
|
| 56 |
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type: ColorJitter
|
| 57 |
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weight: 1
|
| 58 |
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hue:
|
| 59 |
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kwargs:
|
| 60 |
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hue:
|
| 61 |
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- -0.05
|
| 62 |
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- 0.05
|
| 63 |
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type: ColorJitter
|
| 64 |
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weight: 1
|
| 65 |
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saturation:
|
| 66 |
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kwargs:
|
| 67 |
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saturation:
|
| 68 |
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- 0.5
|
| 69 |
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- 1.5
|
| 70 |
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type: ColorJitter
|
| 71 |
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weight: 1
|
| 72 |
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sharpness:
|
| 73 |
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kwargs:
|
| 74 |
+
sharpness:
|
| 75 |
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- 0.5
|
| 76 |
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- 1.5
|
| 77 |
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type: SharpnessJitter
|
| 78 |
+
weight: 1
|
| 79 |
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repo_id: maelic/hackathon7
|
| 80 |
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revision: null
|
| 81 |
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root: null
|
| 82 |
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use_imagenet_stats: true
|
| 83 |
+
video_backend: torchcodec
|
| 84 |
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env:
|
| 85 |
+
value: null
|
| 86 |
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eval:
|
| 87 |
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value:
|
| 88 |
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batch_size: 50
|
| 89 |
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n_episodes: 50
|
| 90 |
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use_async_envs: false
|
| 91 |
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eval_freq:
|
| 92 |
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value: 100
|
| 93 |
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job_name:
|
| 94 |
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value: pi0
|
| 95 |
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log_freq:
|
| 96 |
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value: 200
|
| 97 |
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num_workers:
|
| 98 |
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value: 4
|
| 99 |
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optimizer:
|
| 100 |
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value:
|
| 101 |
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betas:
|
| 102 |
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- 0.9
|
| 103 |
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- 0.95
|
| 104 |
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eps: 1e-08
|
| 105 |
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grad_clip_norm: 10
|
| 106 |
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lr: 2.5e-05
|
| 107 |
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type: adamw
|
| 108 |
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weight_decay: 1e-10
|
| 109 |
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output_dir:
|
| 110 |
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value: /scratch/train/pi_shity_version
|
| 111 |
+
policy:
|
| 112 |
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value:
|
| 113 |
+
adapt_to_pi_aloha: false
|
| 114 |
+
attention_implementation: eager
|
| 115 |
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chunk_size: 50
|
| 116 |
+
device: cuda
|
| 117 |
+
empty_cameras: 0
|
| 118 |
+
freeze_vision_encoder: true
|
| 119 |
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max_action_dim: 32
|
| 120 |
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max_state_dim: 32
|
| 121 |
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n_action_steps: 50
|
| 122 |
+
n_obs_steps: 1
|
| 123 |
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normalization_mapping:
|
| 124 |
+
ACTION: MEAN_STD
|
| 125 |
+
STATE: MEAN_STD
|
| 126 |
+
VISUAL: IDENTITY
|
| 127 |
+
num_steps: 10
|
| 128 |
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optimizer_betas:
|
| 129 |
+
- 0.9
|
| 130 |
+
- 0.95
|
| 131 |
+
optimizer_eps: 1e-08
|
| 132 |
+
optimizer_lr: 2.5e-05
|
| 133 |
+
optimizer_weight_decay: 1e-10
|
| 134 |
+
proj_width: 1024
|
| 135 |
+
resize_imgs_with_padding:
|
| 136 |
+
- 224
|
| 137 |
+
- 224
|
| 138 |
+
scheduler_decay_lr: 2.5e-06
|
| 139 |
+
scheduler_decay_steps: 30000
|
| 140 |
+
scheduler_warmup_steps: 1000
|
| 141 |
+
tokenizer_max_length: 48
|
| 142 |
+
train_expert_only: false
|
| 143 |
+
train_state_proj: true
|
| 144 |
+
type: pi0
|
| 145 |
+
use_amp: false
|
| 146 |
+
use_cache: true
|
| 147 |
+
use_delta_joint_actions_aloha: false
|
| 148 |
+
resume:
|
| 149 |
+
value: false
|
| 150 |
+
save_checkpoint:
|
| 151 |
+
value: true
|
| 152 |
+
save_freq:
|
| 153 |
+
value: 100
|
| 154 |
+
scheduler:
|
| 155 |
+
value:
|
| 156 |
+
decay_lr: 2.5e-06
|
| 157 |
+
num_decay_steps: 30000
|
| 158 |
+
num_warmup_steps: 1000
|
| 159 |
+
peak_lr: 2.5e-05
|
| 160 |
+
type: cosine_decay_with_warmup
|
| 161 |
+
seed:
|
| 162 |
+
value: 1000
|
| 163 |
+
steps:
|
| 164 |
+
value: 100000
|
| 165 |
+
use_policy_training_preset:
|
| 166 |
+
value: true
|
| 167 |
+
wandb:
|
| 168 |
+
value:
|
| 169 |
+
disable_artifact: false
|
| 170 |
+
enable: true
|
| 171 |
+
entity: null
|
| 172 |
+
mode: null
|
| 173 |
+
notes: null
|
| 174 |
+
project: pi0_mistral_hackathon
|
| 175 |
+
run_id: shity_version
|
wandb/run-20250412_213619-shity_version/files/output.log
ADDED
|
@@ -0,0 +1,75 @@
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|
| 1 |
+
[1m[34mLogs will be synced with wandb.[0m
|
| 2 |
+
INFO 2025-04-12 21:36:19 ndb_utils.py:96 Track this run --> [1m[33mhttps://wandb.ai/helper2424-3commas/pi0_mistral_hackathon/runs/shity_version[0m
|
| 3 |
+
INFO 2025-04-12 21:36:19 ts/train.py:127 Creating dataset
|
| 4 |
+
Resolving data files: 100%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 30/30 [00:00<00:00, 205603.14it/s]
|
| 5 |
+
INFO 2025-04-12 21:36:20 ts/train.py:138 Creating policy
|
| 6 |
+
INFO 2025-04-12 21:37:06 ts/train.py:144 Creating optimizer and scheduler
|
| 7 |
+
INFO 2025-04-12 21:37:06 ts/train.py:156 [1m[33mOutput dir:[0m /scratch/train/pi_shity_version
|
| 8 |
+
INFO 2025-04-12 21:37:06 ts/train.py:159 cfg.steps=100000 (100K)
|
| 9 |
+
INFO 2025-04-12 21:37:06 ts/train.py:160 dataset.num_frames=11312 (11K)
|
| 10 |
+
INFO 2025-04-12 21:37:06 ts/train.py:161 dataset.num_episodes=30
|
| 11 |
+
INFO 2025-04-12 21:37:06 ts/train.py:162 num_learnable_params=3088929824 (3B)
|
| 12 |
+
INFO 2025-04-12 21:37:06 ts/train.py:163 num_total_params=3501372212 (4B)
|
| 13 |
+
INFO 2025-04-12 21:37:06 ts/train.py:202 Start offline training on a fixed dataset
|
| 14 |
+
INFO 2025-04-12 21:38:23 ts/train.py:241 Checkpoint policy after step 100
|
| 15 |
+
INFO 2025-04-12 21:40:25 ts/train.py:232 step:200 smpl:4K ep:11 epch:0.35 loss:0.065 grdn:1.385 lr:2.5e-06 updt_s:0.749 data_s:0.007
|
| 16 |
+
WARNING 2025-04-12 21:40:25 db_utils.py:117 WandB logging of key "losses_after_forward" was ignored as its type is not handled by this wrapper.
|
| 17 |
+
WARNING 2025-04-12 21:40:25 db_utils.py:117 WandB logging of key "losses_after_in_ep_bound" was ignored as its type is not handled by this wrapper.
|
| 18 |
+
WARNING 2025-04-12 21:40:25 db_utils.py:117 WandB logging of key "losses_after_rm_padding" was ignored as its type is not handled by this wrapper.
|
| 19 |
+
INFO 2025-04-12 21:40:25 ts/train.py:241 Checkpoint policy after step 200
|
| 20 |
+
INFO 2025-04-12 21:42:23 ts/train.py:241 Checkpoint policy after step 300
|
| 21 |
+
INFO 2025-04-12 21:44:25 ts/train.py:232 step:400 smpl:8K ep:21 epch:0.71 loss:0.033 grdn:0.748 lr:7.5e-06 updt_s:0.746 data_s:0.000
|
| 22 |
+
WARNING 2025-04-12 21:44:25 db_utils.py:117 WandB logging of key "losses_after_forward" was ignored as its type is not handled by this wrapper.
|
| 23 |
+
WARNING 2025-04-12 21:44:25 db_utils.py:117 WandB logging of key "losses_after_in_ep_bound" was ignored as its type is not handled by this wrapper.
|
| 24 |
+
WARNING 2025-04-12 21:44:25 db_utils.py:117 WandB logging of key "losses_after_rm_padding" was ignored as its type is not handled by this wrapper.
|
| 25 |
+
INFO 2025-04-12 21:44:25 ts/train.py:241 Checkpoint policy after step 400
|
| 26 |
+
INFO 2025-04-12 21:46:23 ts/train.py:241 Checkpoint policy after step 500
|
| 27 |
+
INFO 2025-04-12 21:48:23 ts/train.py:232 step:600 smpl:12K ep:32 epch:1.06 loss:0.022 grdn:0.634 lr:1.3e-05 updt_s:0.746 data_s:0.005
|
| 28 |
+
WARNING 2025-04-12 21:48:23 db_utils.py:117 WandB logging of key "losses_after_forward" was ignored as its type is not handled by this wrapper.
|
| 29 |
+
WARNING 2025-04-12 21:48:23 db_utils.py:117 WandB logging of key "losses_after_in_ep_bound" was ignored as its type is not handled by this wrapper.
|
| 30 |
+
WARNING 2025-04-12 21:48:23 db_utils.py:117 WandB logging of key "losses_after_rm_padding" was ignored as its type is not handled by this wrapper.
|
| 31 |
+
INFO 2025-04-12 21:48:23 ts/train.py:241 Checkpoint policy after step 600
|
| 32 |
+
Traceback (most recent call last):
|
| 33 |
+
File "/root/lerobot/lerobot/scripts/train.py", line 288, in <module>
|
| 34 |
+
train()
|
| 35 |
+
File "/root/lerobot/lerobot/configs/parser.py", line 227, in wrapper_inner
|
| 36 |
+
response = fn(cfg, *args, **kwargs)
|
| 37 |
+
File "/root/lerobot/lerobot/scripts/train.py", line 243, in train
|
| 38 |
+
save_checkpoint(checkpoint_dir, step, cfg, policy, optimizer, lr_scheduler)
|
| 39 |
+
File "/root/lerobot/lerobot/common/utils/train_utils.py", line 102, in save_checkpoint
|
| 40 |
+
save_training_state(checkpoint_dir, step, optimizer, scheduler)
|
| 41 |
+
File "/root/lerobot/lerobot/common/utils/train_utils.py", line 127, in save_training_state
|
| 42 |
+
save_optimizer_state(optimizer, save_dir)
|
| 43 |
+
File "/root/lerobot/lerobot/common/optim/optimizers.py", line 101, in save_optimizer_state
|
| 44 |
+
save_file(flat_state, save_dir / OPTIMIZER_STATE)
|
| 45 |
+
File "/root/miniconda3/envs/lerobot/lib/python3.10/site-packages/safetensors/torch.py", line 286, in save_file
|
| 46 |
+
serialize_file(_flatten(tensors), filename, metadata=metadata)
|
| 47 |
+
File "/root/miniconda3/envs/lerobot/lib/python3.10/site-packages/safetensors/torch.py", line 496, in _flatten
|
| 48 |
+
return {
|
| 49 |
+
File "/root/miniconda3/envs/lerobot/lib/python3.10/site-packages/safetensors/torch.py", line 500, in <dictcomp>
|
| 50 |
+
"data": _tobytes(v, k),
|
| 51 |
+
File "/root/miniconda3/envs/lerobot/lib/python3.10/site-packages/safetensors/torch.py", line 422, in _tobytes
|
| 52 |
+
tensor = tensor.to("cpu")
|
| 53 |
+
KeyboardInterrupt
|
| 54 |
+
Traceback (most recent call last):
|
| 55 |
+
File "/root/lerobot/lerobot/scripts/train.py", line 288, in <module>
|
| 56 |
+
train()
|
| 57 |
+
File "/root/lerobot/lerobot/configs/parser.py", line 227, in wrapper_inner
|
| 58 |
+
response = fn(cfg, *args, **kwargs)
|
| 59 |
+
File "/root/lerobot/lerobot/scripts/train.py", line 243, in train
|
| 60 |
+
save_checkpoint(checkpoint_dir, step, cfg, policy, optimizer, lr_scheduler)
|
| 61 |
+
File "/root/lerobot/lerobot/common/utils/train_utils.py", line 102, in save_checkpoint
|
| 62 |
+
save_training_state(checkpoint_dir, step, optimizer, scheduler)
|
| 63 |
+
File "/root/lerobot/lerobot/common/utils/train_utils.py", line 127, in save_training_state
|
| 64 |
+
save_optimizer_state(optimizer, save_dir)
|
| 65 |
+
File "/root/lerobot/lerobot/common/optim/optimizers.py", line 101, in save_optimizer_state
|
| 66 |
+
save_file(flat_state, save_dir / OPTIMIZER_STATE)
|
| 67 |
+
File "/root/miniconda3/envs/lerobot/lib/python3.10/site-packages/safetensors/torch.py", line 286, in save_file
|
| 68 |
+
serialize_file(_flatten(tensors), filename, metadata=metadata)
|
| 69 |
+
File "/root/miniconda3/envs/lerobot/lib/python3.10/site-packages/safetensors/torch.py", line 496, in _flatten
|
| 70 |
+
return {
|
| 71 |
+
File "/root/miniconda3/envs/lerobot/lib/python3.10/site-packages/safetensors/torch.py", line 500, in <dictcomp>
|
| 72 |
+
"data": _tobytes(v, k),
|
| 73 |
+
File "/root/miniconda3/envs/lerobot/lib/python3.10/site-packages/safetensors/torch.py", line 422, in _tobytes
|
| 74 |
+
tensor = tensor.to("cpu")
|
| 75 |
+
KeyboardInterrupt
|
wandb/run-20250412_213619-shity_version/files/requirements.txt
ADDED
|
@@ -0,0 +1,245 @@
|
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|
| 1 |
+
tokenizers==0.21.1
|
| 2 |
+
frozenlist==1.5.0
|
| 3 |
+
numcodecs==0.13.1
|
| 4 |
+
terminado==0.17.1
|
| 5 |
+
Farama-Notifications==0.0.4
|
| 6 |
+
labmaze==1.0.6
|
| 7 |
+
Flask==3.1.0
|
| 8 |
+
nvidia-cusparse-cu12==12.3.1.170
|
| 9 |
+
jsonschema==4.23.0
|
| 10 |
+
pycparser==2.21
|
| 11 |
+
pycparser==2.22
|
| 12 |
+
argon2-cffi==21.3.0
|
| 13 |
+
multidict==6.4.3
|
| 14 |
+
safetensors==0.5.3
|
| 15 |
+
setuptools==75.8.0
|
| 16 |
+
multiprocess==0.70.16
|
| 17 |
+
urllib3==2.4.0
|
| 18 |
+
urllib3==2.3.0
|
| 19 |
+
gdown==5.2.0
|
| 20 |
+
pytz==2025.2
|
| 21 |
+
beautifulsoup4==4.12.3
|
| 22 |
+
beautifulsoup4==4.13.3
|
| 23 |
+
importlib_metadata==8.6.1
|
| 24 |
+
babel==2.16.0
|
| 25 |
+
cmake==4.0.0
|
| 26 |
+
pyyaml-include==1.4.1
|
| 27 |
+
asciitree==0.3.3
|
| 28 |
+
h5py==3.13.0
|
| 29 |
+
antlr4-python3-runtime==4.9.3
|
| 30 |
+
tzdata==2025.2
|
| 31 |
+
jupyterlab==4.3.4
|
| 32 |
+
datasets==3.5.0
|
| 33 |
+
mergedeep==1.3.4
|
| 34 |
+
nvidia-cusparselt-cu12==0.6.2
|
| 35 |
+
comm==0.2.1
|
| 36 |
+
blinker==1.9.0
|
| 37 |
+
referencing==0.30.2
|
| 38 |
+
nvidia-cuda-cupti-cu12==12.4.127
|
| 39 |
+
nbconvert==7.16.6
|
| 40 |
+
iniconfig==2.1.0
|
| 41 |
+
click==8.1.8
|
| 42 |
+
nest-asyncio==1.6.0
|
| 43 |
+
rerun-sdk==0.22.1
|
| 44 |
+
wcwidth==0.2.5
|
| 45 |
+
wcwidth==0.2.13
|
| 46 |
+
wandb==0.19.9
|
| 47 |
+
argon2-cffi-bindings==21.2.0
|
| 48 |
+
nvidia-cusolver-cu12==11.6.1.9
|
| 49 |
+
ptyprocess==0.7.0
|
| 50 |
+
triton==3.2.0
|
| 51 |
+
parso==0.8.4
|
| 52 |
+
cffi==1.17.1
|
| 53 |
+
executing==0.8.3
|
| 54 |
+
soupsieve==2.6
|
| 55 |
+
soupsieve==2.5
|
| 56 |
+
lerobot==0.1.0
|
| 57 |
+
nvidia-cuda-runtime-cu12==12.4.127
|
| 58 |
+
python-dateutil==2.9.0.post0
|
| 59 |
+
pure-eval==0.2.2
|
| 60 |
+
aiosignal==1.3.2
|
| 61 |
+
hf_transfer==0.1.9
|
| 62 |
+
pandas==2.2.3
|
| 63 |
+
dm-env==1.6
|
| 64 |
+
pygame==2.6.1
|
| 65 |
+
opencv-python-headless==4.11.0.86
|
| 66 |
+
PyOpenGL==3.1.9
|
| 67 |
+
matplotlib-inline==0.1.6
|
| 68 |
+
requests==2.32.3
|
| 69 |
+
propcache==0.3.1
|
| 70 |
+
json5==0.9.25
|
| 71 |
+
Pygments==2.15.1
|
| 72 |
+
zipp==3.21.0
|
| 73 |
+
bleach==6.2.0
|
| 74 |
+
prompt-toolkit==3.0.43
|
| 75 |
+
prompt_toolkit==3.0.50
|
| 76 |
+
scipy==1.15.2
|
| 77 |
+
gitdb==4.0.12
|
| 78 |
+
notebook_shim==0.2.4
|
| 79 |
+
zarr==2.18.3
|
| 80 |
+
pyparsing==3.2.3
|
| 81 |
+
pydantic==2.11.3
|
| 82 |
+
tqdm==4.67.1
|
| 83 |
+
nvidia-cufft-cu12==11.2.1.3
|
| 84 |
+
sniffio==1.3.0
|
| 85 |
+
diffusers==0.33.1
|
| 86 |
+
typing-inspection==0.4.0
|
| 87 |
+
jupyter_client==8.6.3
|
| 88 |
+
gym-aloha==0.1.1
|
| 89 |
+
Jinja2==3.1.6
|
| 90 |
+
exceptiongroup==1.2.0
|
| 91 |
+
stack-data==0.2.0
|
| 92 |
+
TorchCodec==0.2.1
|
| 93 |
+
numba==0.61.2
|
| 94 |
+
smmap==5.0.2
|
| 95 |
+
opencv-python==4.11.0.86
|
| 96 |
+
debugpy==1.8.11
|
| 97 |
+
tifffile==2025.3.30
|
| 98 |
+
setproctitle==1.3.5
|
| 99 |
+
imageio-ffmpeg==0.6.0
|
| 100 |
+
overrides==7.4.0
|
| 101 |
+
fasteners==0.19
|
| 102 |
+
fsspec==2024.12.0
|
| 103 |
+
jedi==0.19.2
|
| 104 |
+
regex==2024.11.6
|
| 105 |
+
jupyterlab_pygments==0.3.0
|
| 106 |
+
jupyter_server==2.15.0
|
| 107 |
+
anyio==4.6.2
|
| 108 |
+
scikit-image==0.25.2
|
| 109 |
+
pluggy==1.5.0
|
| 110 |
+
xxhash==3.5.0
|
| 111 |
+
lxml==5.3.2
|
| 112 |
+
async-lru==2.0.4
|
| 113 |
+
PyYAML==6.0.2
|
| 114 |
+
tomli==2.0.1
|
| 115 |
+
platformdirs==4.3.7
|
| 116 |
+
nvidia-cuda-nvrtc-cu12==12.4.127
|
| 117 |
+
psutil==7.0.0
|
| 118 |
+
psutil==5.9.0
|
| 119 |
+
mypy-extensions==1.0.0
|
| 120 |
+
idna==3.7
|
| 121 |
+
idna==3.10
|
| 122 |
+
ipykernel==6.29.5
|
| 123 |
+
nbformat==5.10.4
|
| 124 |
+
charset-normalizer==3.3.2
|
| 125 |
+
charset-normalizer==3.4.1
|
| 126 |
+
pynput==1.8.1
|
| 127 |
+
jupyterlab_server==2.27.3
|
| 128 |
+
nvidia-nvtx-cu12==12.4.127
|
| 129 |
+
sentry-sdk==2.25.1
|
| 130 |
+
pyserial==3.5
|
| 131 |
+
nvidia-curand-cu12==10.3.5.147
|
| 132 |
+
attrs==25.3.0
|
| 133 |
+
attrs==24.3.0
|
| 134 |
+
GitPython==3.1.44
|
| 135 |
+
rfc3986-validator==0.1.1
|
| 136 |
+
jsonlines==4.0.0
|
| 137 |
+
omegaconf==2.3.0
|
| 138 |
+
typing_extensions==4.13.2
|
| 139 |
+
typing_extensions==4.12.2
|
| 140 |
+
cloudpickle==3.1.1
|
| 141 |
+
tinycss2==1.4.0
|
| 142 |
+
av==14.3.0
|
| 143 |
+
jupyter-events==0.12.0
|
| 144 |
+
imageio==2.37.0
|
| 145 |
+
torchvision==0.21.0
|
| 146 |
+
Brotli==1.0.9
|
| 147 |
+
nvidia-cudnn-cu12==9.1.0.70
|
| 148 |
+
traitlets==5.14.3
|
| 149 |
+
huggingface-hub==0.30.2
|
| 150 |
+
pydantic_core==2.33.1
|
| 151 |
+
pyarrow==19.0.1
|
| 152 |
+
jupyter_core==5.7.2
|
| 153 |
+
deepdiff==8.4.2
|
| 154 |
+
python-json-logger==3.2.1
|
| 155 |
+
orderly-set==5.4.0
|
| 156 |
+
pip==25.0
|
| 157 |
+
jsonschema-specifications==2023.7.1
|
| 158 |
+
ipython==8.30.0
|
| 159 |
+
Send2Trash==1.8.2
|
| 160 |
+
wheel==0.45.1
|
| 161 |
+
prometheus_client==0.21.1
|
| 162 |
+
absl-py==2.2.2
|
| 163 |
+
mpmath==1.3.0
|
| 164 |
+
torch==2.6.0
|
| 165 |
+
dill==0.3.8
|
| 166 |
+
termcolor==3.0.1
|
| 167 |
+
gymnasium==0.29.1
|
| 168 |
+
wrapt==1.17.2
|
| 169 |
+
pandocfilters==1.5.0
|
| 170 |
+
pillow==11.2.1
|
| 171 |
+
h11==0.14.0
|
| 172 |
+
gym-pusht==0.1.5
|
| 173 |
+
nvidia-nvjitlink-cu12==12.4.127
|
| 174 |
+
pymunk==6.11.1
|
| 175 |
+
defusedxml==0.7.1
|
| 176 |
+
nbclient==0.10.2
|
| 177 |
+
fastjsonschema==2.20.0
|
| 178 |
+
jupyter_server_terminals==0.4.4
|
| 179 |
+
pyzmq==26.4.0
|
| 180 |
+
nvidia-cublas-cu12==12.4.5.8
|
| 181 |
+
networkx==3.4.2
|
| 182 |
+
numpy==2.2.4
|
| 183 |
+
toml==0.10.2
|
| 184 |
+
filelock==3.18.0
|
| 185 |
+
annotated-types==0.7.0
|
| 186 |
+
PySocks==1.7.1
|
| 187 |
+
draccus==0.10.0
|
| 188 |
+
tornado==6.4.2
|
| 189 |
+
mistune==3.1.2
|
| 190 |
+
httpcore==1.0.2
|
| 191 |
+
yarl==1.19.0
|
| 192 |
+
mujoco==2.3.7
|
| 193 |
+
aiohttp==3.11.16
|
| 194 |
+
lazy_loader==0.4
|
| 195 |
+
itsdangerous==2.2.0
|
| 196 |
+
shapely==2.1.0
|
| 197 |
+
protobuf==5.29.4
|
| 198 |
+
httpx==0.27.0
|
| 199 |
+
dm-control==1.0.14
|
| 200 |
+
rpds-py==0.22.3
|
| 201 |
+
aiohappyeyeballs==2.6.1
|
| 202 |
+
Werkzeug==3.1.3
|
| 203 |
+
typing-inspect==0.9.0
|
| 204 |
+
decorator==5.1.1
|
| 205 |
+
webencodings==0.5.1
|
| 206 |
+
nvidia-nccl-cu12==2.21.5
|
| 207 |
+
asttokens==3.0.0
|
| 208 |
+
certifi==2025.1.31
|
| 209 |
+
sympy==1.13.1
|
| 210 |
+
dm-tree==0.1.9
|
| 211 |
+
einops==0.8.1
|
| 212 |
+
pexpect==4.8.0
|
| 213 |
+
python-xlib==0.33
|
| 214 |
+
pfzy==0.3.4
|
| 215 |
+
inquirerpy==0.3.4
|
| 216 |
+
MarkupSafe==3.0.2
|
| 217 |
+
packaging==24.2
|
| 218 |
+
transformers==4.51.2
|
| 219 |
+
websocket-client==1.8.0
|
| 220 |
+
docker-pycreds==0.4.0
|
| 221 |
+
async-timeout==5.0.1
|
| 222 |
+
rfc3339-validator==0.1.4
|
| 223 |
+
jupyter-lsp==2.2.0
|
| 224 |
+
six==1.17.0
|
| 225 |
+
llvmlite==0.44.0
|
| 226 |
+
pytest==8.3.5
|
| 227 |
+
evdev==1.9.1
|
| 228 |
+
feetech-servo-sdk==1.0.0
|
| 229 |
+
glfw==2.8.0
|
| 230 |
+
backports.tarfile==1.2.0
|
| 231 |
+
inflect==7.3.1
|
| 232 |
+
zipp==3.19.2
|
| 233 |
+
jaraco.text==3.12.1
|
| 234 |
+
autocommand==2.2.2
|
| 235 |
+
typeguard==4.3.0
|
| 236 |
+
wheel==0.43.0
|
| 237 |
+
jaraco.collections==5.1.0
|
| 238 |
+
tomli==2.0.1
|
| 239 |
+
jaraco.context==5.3.0
|
| 240 |
+
platformdirs==4.2.2
|
| 241 |
+
more-itertools==10.3.0
|
| 242 |
+
importlib_metadata==8.0.0
|
| 243 |
+
jaraco.functools==4.0.1
|
| 244 |
+
typing_extensions==4.12.2
|
| 245 |
+
packaging==24.2
|