Download nd/uniskill_policy/config.json from LogosRoboticsLab/roboreel_models: direct link, hf CLI and curl.
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https://huggingface.co/LogosRoboticsLab/roboreel_models/resolve/main/nd/uniskill_policy/config.json
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hf download hf://LogosRoboticsLab/roboreel_models/nd/uniskill_policy/config.json
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curl -L -o config.json https://huggingface.co/LogosRoboticsLab/roboreel_models/resolve/main/nd/uniskill_policy/config.json
9.86 kB
| { | |
| "algo_name": "diffusion_policy", | |
| "experiment": { | |
| "name": "exp3_uniskill_policy_pretrained_isd/seed_0", | |
| "validate": false, | |
| "logging": { | |
| "terminal_output_to_txt": true, | |
| "log_tb": true, | |
| "log_wandb": false, | |
| "wandb_proj_name": "uniskill" | |
| }, | |
| "mse": { | |
| "enabled": false, | |
| "every_n_epochs": 50, | |
| "on_save_ckpt": true, | |
| "num_samples": 20, | |
| "visualize": true | |
| }, | |
| "save": { | |
| "enabled": true, | |
| "every_n_seconds": null, | |
| "every_n_epochs": 100, | |
| "epochs": [], | |
| "on_best_validation": false, | |
| "on_best_rollout_return": false, | |
| "on_best_rollout_success_rate": false | |
| }, | |
| "epoch_every_n_steps": 100, | |
| "validation_epoch_every_n_steps": 10, | |
| "env": null, | |
| "additional_envs": null, | |
| "render": false, | |
| "render_video": true, | |
| "keep_all_videos": false, | |
| "video_skip": 5, | |
| "rollout": { | |
| "enabled": false, | |
| "n": 10, | |
| "horizon": 200, | |
| "rate": 100, | |
| "warmstart": 0, | |
| "terminate_on_success": true, | |
| "batched": false, | |
| "num_batch_envs": 5, | |
| "idm_path": null | |
| }, | |
| "env_meta_update_dict": {}, | |
| "ckpt_path": null | |
| }, | |
| "train": { | |
| "data": [ | |
| { | |
| "path": "${ROBOREEL_DATA}/robomimic_hdf5/without_distraction/bowl_in_plate.hdf5", | |
| "horizon": 500, | |
| "do_eval": false | |
| }, | |
| { | |
| "path": "${ROBOREEL_DATA}/robomimic_hdf5/without_distraction/close_drawer.hdf5", | |
| "horizon": 500, | |
| "do_eval": false | |
| }, | |
| { | |
| "path": "${ROBOREEL_DATA}/robomimic_hdf5/without_distraction/empty_basket.hdf5", | |
| "horizon": 500, | |
| "do_eval": false | |
| }, | |
| { | |
| "path": "${ROBOREEL_DATA}/robomimic_hdf5/without_distraction/open_lid.hdf5", | |
| "horizon": 500, | |
| "do_eval": false | |
| }, | |
| { | |
| "path": "${ROBOREEL_DATA}/robomimic_hdf5/without_distraction/pick_cube.hdf5", | |
| "horizon": 500, | |
| "do_eval": false | |
| }, | |
| { | |
| "path": "${ROBOREEL_DATA}/robomimic_hdf5/without_distraction/press_toaster.hdf5", | |
| "horizon": 500, | |
| "do_eval": false | |
| }, | |
| { | |
| "path": "${ROBOREEL_DATA}/robomimic_hdf5/without_distraction/push_cube.hdf5", | |
| "horizon": 500, | |
| "do_eval": false | |
| }, | |
| { | |
| "path": "${ROBOREEL_DATA}/robomimic_hdf5/without_distraction/stack_cups.hdf5", | |
| "horizon": 500, | |
| "do_eval": false | |
| }, | |
| { | |
| "path": "${ROBOREEL_DATA}/robomimic_hdf5/without_distraction/toys_in_basket.hdf5", | |
| "horizon": 500, | |
| "do_eval": false | |
| }, | |
| { | |
| "path": "${ROBOREEL_DATA}/robomimic_hdf5/without_distraction/toys_in_drawer.hdf5", | |
| "horizon": 500, | |
| "do_eval": false | |
| } | |
| ], | |
| "output_dir": "${ROBOREEL_CKPT}/nd/uniskill_idm_policy_pretrained_isd/train", | |
| "num_data_workers": 16, | |
| "hdf5_cache_mode": "low_dim", | |
| "hdf5_use_swmr": true, | |
| "hdf5_load_next_obs": false, | |
| "hdf5_normalize_obs": false, | |
| "hdf5_filter_key": null, | |
| "hdf5_validation_filter_key": null, | |
| "seq_length": 15, | |
| "pad_seq_length": true, | |
| "frame_stack": 2, | |
| "pad_frame_stack": true, | |
| "dataset_keys": [ | |
| "actions" | |
| ], | |
| "action_keys": [ | |
| "actions" | |
| ], | |
| "action_config": { | |
| "actions": { | |
| "normalization": "min_max" | |
| }, | |
| "action_dict/abs_pos": { | |
| "normalization": "min_max" | |
| }, | |
| "action_dict/abs_rot_axis_angle": { | |
| "normalization": "min_max", | |
| "format": "rot_axis_angle" | |
| }, | |
| "action_dict/abs_rot_6d": { | |
| "normalization": null, | |
| "format": "rot_6d" | |
| }, | |
| "action_dict/rel_pos": { | |
| "normalization": null | |
| }, | |
| "action_dict/rel_rot_axis_angle": { | |
| "normalization": null, | |
| "format": "rot_axis_angle" | |
| }, | |
| "action_dict/rel_rot_6d": { | |
| "normalization": null, | |
| "format": "rot_6d" | |
| }, | |
| "action_dict/gripper": { | |
| "normalization": null | |
| }, | |
| "action_dict/base_mode": { | |
| "normalization": null | |
| } | |
| }, | |
| "goal_mode": "skill", | |
| "skill_dir": "${ROBOREEL_DATA}/UniSkill_skill_representations/pretrained_robot/without_distraction", | |
| "skill_aug": true, | |
| "aug_num": 5, | |
| "cuda": true, | |
| "batch_size": 256, | |
| "num_epochs": 1000, | |
| "seed": 0, | |
| "max_grad_norm": null, | |
| "data_format": "robomimic", | |
| "shuffled_obs_key_groups": null | |
| }, | |
| "algo": { | |
| "optim_params": { | |
| "policy": { | |
| "learning_rate": { | |
| "initial": 0.0001, | |
| "decay_factor": 0.1, | |
| "epoch_schedule": [], | |
| "scheduler_type": "constant" | |
| }, | |
| "regularization": { | |
| "L2": 0.0 | |
| } | |
| } | |
| }, | |
| "horizon": { | |
| "observation_horizon": 2, | |
| "action_horizon": 8, | |
| "prediction_horizon": 16 | |
| }, | |
| "subgoal": { | |
| "enabled": false, | |
| "subgoal_dim": 64 | |
| }, | |
| "skill": { | |
| "enabled": true, | |
| "skill_dim": 64, | |
| "dropout": false, | |
| "dropout_rate": 0.2 | |
| }, | |
| "lang": { | |
| "enabled": false, | |
| "lang_dim": 512 | |
| }, | |
| "unet": { | |
| "enabled": true, | |
| "diffusion_step_embed_dim": 256, | |
| "down_dims": [ | |
| 256, | |
| 512, | |
| 1024 | |
| ], | |
| "kernel_size": 5, | |
| "n_groups": 8 | |
| }, | |
| "ema": { | |
| "enabled": true, | |
| "power": 0.75 | |
| }, | |
| "language_conditioned": false, | |
| "ddpm": { | |
| "enabled": false, | |
| "num_train_timesteps": 100, | |
| "num_inference_timesteps": 100, | |
| "beta_schedule": "squaredcos_cap_v2", | |
| "clip_sample": true, | |
| "prediction_type": "epsilon" | |
| }, | |
| "ddim": { | |
| "enabled": true, | |
| "num_train_timesteps": 100, | |
| "num_inference_timesteps": 10, | |
| "beta_schedule": "squaredcos_cap_v2", | |
| "clip_sample": true, | |
| "set_alpha_to_one": true, | |
| "steps_offset": 0, | |
| "prediction_type": "epsilon" | |
| } | |
| }, | |
| "observation": { | |
| "modalities": { | |
| "obs": { | |
| "low_dim": [ | |
| "gripper_states", | |
| "joint_states" | |
| ], | |
| "rgb": [ | |
| "agentview_rgb", | |
| "eye_in_hand_rgb" | |
| ], | |
| "depth": [], | |
| "scan": [] | |
| }, | |
| "goal": { | |
| "low_dim": [], | |
| "rgb": [], | |
| "depth": [], | |
| "scan": [] | |
| } | |
| }, | |
| "encoder": { | |
| "low_dim": { | |
| "core_class": null, | |
| "core_kwargs": {}, | |
| "obs_randomizer_class": null, | |
| "obs_randomizer_kwargs": {} | |
| }, | |
| "rgb": { | |
| "core_class": "VisualCore", | |
| "core_kwargs": { | |
| "feature_dimension": 64, | |
| "backbone_class": "ResNet18Conv", | |
| "backbone_kwargs": { | |
| "pretrained": false, | |
| "input_coord_conv": false | |
| }, | |
| "pool_class": "SpatialSoftmax", | |
| "pool_kwargs": { | |
| "num_kp": 32, | |
| "learnable_temperature": false, | |
| "temperature": 1.0, | |
| "noise_std": 0.0 | |
| } | |
| }, | |
| "obs_randomizer_class": "CropRandomizer", | |
| "obs_randomizer_kwargs": { | |
| "crop_height": 116, | |
| "crop_width": 116, | |
| "num_crops": 1, | |
| "pos_enc": false | |
| } | |
| }, | |
| "depth": { | |
| "core_class": "VisualCore", | |
| "core_kwargs": {}, | |
| "obs_randomizer_class": null, | |
| "obs_randomizer_kwargs": {} | |
| }, | |
| "scan": { | |
| "core_class": "ScanCore", | |
| "core_kwargs": {}, | |
| "obs_randomizer_class": null, | |
| "obs_randomizer_kwargs": {} | |
| } | |
| } | |
| }, | |
| "meta": { | |
| "hp_base_config_file": "robomimic/exps/templates/diffusion_policy.json", | |
| "hp_keys": [ | |
| "seed", | |
| "ds", | |
| "ac_keys", | |
| "obsrandargs" | |
| ], | |
| "hp_values": [ | |
| 0, | |
| "lfo_benchmark", | |
| "abs_acs", | |
| { | |
| "crop_height": 116, | |
| "crop_width": 116, | |
| "num_crops": 1, | |
| "pos_enc": false | |
| } | |
| ] | |
| } | |
| } |