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4.71 kB
| { | |
| "action": { | |
| "environment_dim": 7, | |
| "horizon": 8, | |
| "representation": "LIBERO 7-D delta EEF (xyz, rotation, gripper)" | |
| }, | |
| "benchmark": "libero_plus", | |
| "data": { | |
| "action_codec": { | |
| "continuous": "dims 0-5 z-score, mean/std over all 273,465 real frames (float64, ddof 0)", | |
| "decode_clip": false, | |
| "encode_clamp_sigma": 12.0, | |
| "gripper_decode": ">= 0 -> +1, else -1", | |
| "gripper_target": "+-1 (raw > 0.5 -> +1 close, else -1 open)", | |
| "statistics": "codec_statistics.json", | |
| "version": "reswam-libero-delta-eef-zscore6-binary-gripper-pm1-v1" | |
| } | |
| }, | |
| "dataset": { | |
| "demonstrations_only": true, | |
| "end_of_episode_padding": { | |
| "action_mask": "all ones (padded slots supervised)", | |
| "action_past_end": "dims 0-5 zero delta (delta-EEF neutral action); gripper holds the last real value", | |
| "expected_padded_action_slots": 47404, | |
| "window_starts": "every real frame s in [0, L-1]", | |
| "world_future_frame": "t+8 clamps to the last real frame" | |
| }, | |
| "expected_episodes": 1693, | |
| "expected_frames": 273465, | |
| "expected_legal_windows": 259921, | |
| "expected_padded_windows": 273465, | |
| "expected_tasks": 40, | |
| "sampling": "uniform_every_frame_windows_end_padded_then_distributed_shuffle", | |
| "source_repo": "physical-intelligence/libero", | |
| "suites": [ | |
| "libero_spatial", | |
| "libero_object", | |
| "libero_goal", | |
| "libero_10" | |
| ], | |
| "task_balanced": false | |
| }, | |
| "evaluation": { | |
| "action_horizon": 8, | |
| "benchmark_variant": "libero_plus", | |
| "replan_interval": 8, | |
| "seed": 0, | |
| "suites": [ | |
| "libero_spatial", | |
| "libero_object", | |
| "libero_goal", | |
| "libero_10" | |
| ], | |
| "total_episodes": 10030, | |
| "trials_per_task": 1 | |
| }, | |
| "flow": { | |
| "action_noise": "independent_gaussian", | |
| "action_tau": "independent_uniform", | |
| "inference": { | |
| "rounds": 10, | |
| "solver": "synchronous_jacobi_euler", | |
| "synchronous_commit": true | |
| }, | |
| "primary_noise": "independent_gaussian", | |
| "world_tau": "independent_uniform" | |
| }, | |
| "loss": { | |
| "action": 1.0, | |
| "primary_residual": 0.5 | |
| }, | |
| "model": { | |
| "architecture": "Qwen3_5ForConditionalGeneration", | |
| "backbone_parameter_count": 1755487104, | |
| "dino": { | |
| "architecture": "DINOv3-B/16", | |
| "blocks": 12, | |
| "combine": "arithmetic_mean", | |
| "frozen": true, | |
| "image_size": 256, | |
| "model_id": "facebook/dinov3-vitb16-pretrain-lvd1689m", | |
| "output_grid": [ | |
| 8, | |
| 8 | |
| ], | |
| "patch_size": 16, | |
| "remove_cls_and_register": true, | |
| "selected_blocks": [ | |
| 8, | |
| 10 | |
| ], | |
| "spatial_pool": "2x2", | |
| "tokens_per_view": 64 | |
| }, | |
| "dino_parameter_count": 85660416, | |
| "expert": { | |
| "ffn_dim": 4096, | |
| "heads": 16, | |
| "hidden_dim": 1024, | |
| "joint_depth": 12, | |
| "parameter_streams": [ | |
| "action", | |
| "primary_world" | |
| ], | |
| "use_state_null_tokens": true | |
| }, | |
| "expert_parameter_count": 493578759, | |
| "repo": "Alibaba-DAMO-Academy/RynnBrain1.1-2B", | |
| "system_parameter_count": 2334726279, | |
| "text_hidden_size": 2048, | |
| "text_layers": 16, | |
| "trainable_parameter_count": 2249065863, | |
| "vision_hidden_size": 1024, | |
| "vision_layers": 24, | |
| "vision_output_size": 2048 | |
| }, | |
| "optimizer": { | |
| "betas": [ | |
| 0.9, | |
| 0.95 | |
| ], | |
| "expert_min_lr": 1e-05, | |
| "expert_peak_lr": 0.0001, | |
| "vlm_min_lr": 1e-06, | |
| "vlm_peak_lr": 1e-05, | |
| "weight_decay": 1e-08 | |
| }, | |
| "schema_version": "reswam-libero-config-v1", | |
| "state": { | |
| "clamp_sigma": 10.0, | |
| "dropout": { | |
| "probability": 0.3, | |
| "replacement": "learned null tokens state_null [1,11,dim]", | |
| "unit": "per sample (all 11 tokens)" | |
| }, | |
| "features": [ | |
| "eef_x", | |
| "eef_y", | |
| "eef_z", | |
| "rot_c0_x", | |
| "rot_c0_y", | |
| "rot_c0_z", | |
| "rot_c1_x", | |
| "rot_c1_y", | |
| "rot_c1_z", | |
| "finger_left", | |
| "finger_right" | |
| ], | |
| "featurization": "reswam-libero-state11-xyz-rot6d-fingers2-v1", | |
| "normalization": "z-score over all 273,465 real frames (float64, ddof 0); clamp +-10 sigma", | |
| "raw_layout": "eef xyz, axis-angle(robot0_eef_quat), robot0_gripper_qpos x2", | |
| "statistics": "codec_statistics.json" | |
| }, | |
| "training": { | |
| "fsdp": "FULL_SHARD", | |
| "global_batch": 256, | |
| "gradient_accumulation": 4, | |
| "per_gpu_microbatch": 32, | |
| "precision": "bfloat16", | |
| "seed": 20260830, | |
| "world_size": 2 | |
| }, | |
| "world": { | |
| "policy_context_views": [ | |
| "primary", | |
| "wrist" | |
| ], | |
| "state_views": [ | |
| "primary" | |
| ], | |
| "target": "LN(DINO_blocks8_10_mean_pool2x2(o_t+8))-LN(DINO_blocks8_10_mean_pool2x2(o_t))", | |
| "target_offset": 8 | |
| } | |
| } | |