{ "version": "v10_robot", "domain": "ur5e_robot_joint", "task": "rul_regression", "badge": "VALIDATED", "n_features": 14, "d_model": 64, "feature_cols": [ "j1_vel", "j2_vel", "j3_vel", "j4_vel", "j5_vel", "j6_vel", "j1_trq", "j2_trq", "j3_trq", "j4_trq", "j5_trq", "j6_trq", "payload_norm", "speed_norm" ], "rul_cap": 300, "window_size": 30, "n_conditions": 2, "conditions": [ { "condition_id": 0, "payload_norm": 0.2, "speed_norm": 0.3 }, { "condition_id": 1, "payload_norm": 0.8, "speed_norm": 0.8 } ], "backbone_checkpoint": "tft_best_v9c.pt", "backbone_frozen": true, "dataset": "ur5e_degradation.parquet", "dataset_repo": "narteybrown/twinnable-weights", "dataset_path": "data/synthetic/ur5e_degradation.parquet", "n_training_runs": 86, "n_val_runs": 22, "total_dataset_rows": 32400, "fault_modes": [ "friction", "backlash", "stiffness" ], "severities": [ 2.0, 5.0, 10.0 ], "physics_engine": "MuJoCo 3.4.0", "mjcf_source": "MuJoCo Menagerie UR5e (BSD-3-Clause)", "results": { "best_epoch": 78, "val_loss": 0.0003727209164375941, "rmse_cycles": 5.812502861022949, "nrmse": 0.019375009536743162, "r2": 0.9954952597618103 } }