multiframe / train_config.json
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{
"dataset": {
"repo_id": "robotwin_franka_clean_50_parquet",
"root": "/data/datasets/robotwin_franka_clean_50_parquet",
"episodes": null,
"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": null,
"use_imagenet_stats": true,
"video_backend": "torchcodec",
"streaming": false
},
"env": null,
"policy": {
"type": "pi05",
"n_obs_steps": 5,
"input_features": {
"observation.images.base_0_rgb": {
"type": "VISUAL",
"shape": [
3,
224,
224
]
},
"observation.images.left_wrist_0_rgb": {
"type": "VISUAL",
"shape": [
3,
224,
224
]
},
"observation.images.right_wrist_0_rgb": {
"type": "VISUAL",
"shape": [
3,
224,
224
]
},
"observation.state": {
"type": "STATE",
"shape": [
32
]
}
},
"output_features": {
"action": {
"type": "ACTION",
"shape": [
32
]
}
},
"device": "cuda",
"use_amp": false,
"push_to_hub": false,
"repo_id": null,
"private": null,
"tags": null,
"license": null,
"pretrained_path": "/data/output-train/output-lrbtwin_pi05_multiframe_delta/pi05_multiframe5_delta_mixed12345_8gpu80g/checkpoints/003000/pretrained_model",
"paligemma_variant": "gemma_2b",
"action_expert_variant": "gemma_300m",
"dtype": "bfloat16",
"use_peft": false,
"rtc_config": null,
"freeze_vision_encoder": false,
"train_expert_only": false,
"chunk_size": 50,
"n_action_steps": 50,
"max_state_dim": 16,
"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,
"tokenizer_max_length": 200,
"normalization_mapping": {
"VISUAL": "IDENTITY",
"STATE": "QUANTILES",
"ACTION": "QUANTILES"
},
"gradient_checkpointing": true,
"compile_model": false,
"compile_mode": "max-autotune",
"keep_vision_float32": false,
"history_max_image_frames": 0,
"history_max_action_steps": 0,
"history_action_memory_time": 0.0,
"train_with_history_kv": false,
"history_training_rollout_steps": 0,
"history_reference_window_training": false,
"history_anchor_stride": 0,
"history_supervise_last_block_only": false,
"history_training_chunk_supervision_steps": 0,
"history_training_chunk_supervision_decay": 1.0,
"gripper_loss_weight": 1.0,
"gripper_action_dim": -1,
"use_delta_joint_actions": true,
"delta_action_mask_dims": [
7,
-1,
7,
-1
],
"conditioning_mode": "global_task_plus_state_block",
"include_state_in_task_prompt": false,
"append_source_newline_token": true,
"use_state_input": true,
"optimizer_lr": 1e-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": 100000,
"scheduler_decay_lr": 1e-06
},
"output_dir": "/data/output-train/output-lrbtwin_pi05_multiframe_delta/pi05_multiframe5_delta_mixed12345_8gpu80g",
"job_name": "pi05_multiframe5_delta_mixed12345_8gpu80g",
"resume": true,
"seed": 1000,
"num_workers": 4,
"batch_size": 8,
"gradient_accumulation_steps": 4,
"mixed_frame_counts": [
1,
2,
3,
4,
5
],
"steps": 100000,
"eval_freq": 0,
"log_freq": 10,
"save_checkpoint": true,
"save_freq": 200,
"save_best_only": false,
"latest_save_freq": null,
"use_policy_training_preset": true,
"optimizer": {
"type": "adamw",
"lr": 1e-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": 100000,
"peak_lr": 1e-05,
"decay_lr": 1e-06
},
"eval": {
"n_episodes": 50,
"batch_size": 50,
"use_async_envs": false
},
"wandb": {
"enable": true,
"disable_artifact": true,
"project": "robotwin-pi05-multiframe",
"entity": null,
"notes": null,
"run_id": "268orato",
"mode": "offline"
},
"checkpoint_path": "/data/output-train/output-lrbtwin_pi05_multiframe_delta/pi05_multiframe5_delta_mixed12345_8gpu80g/checkpoints/003000",
"rename_map": {
"observation.images.cam_high": "observation.images.base_0_rgb",
"observation.images.cam_left_wrist": "observation.images.left_wrist_0_rgb",
"observation.images.cam_right_wrist": "observation.images.right_wrist_0_rgb"
}
}