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Upload code/1027_run/tasks/lever2npz.py with huggingface_hub

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  1. code/1027_run/tasks/lever2npz.py +73 -0
code/1027_run/tasks/lever2npz.py ADDED
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+ #!/usr/bin/env python3
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+ """Convert lever_sim.py output dir → ep_NNNNNN.npz in pack_zarr format.
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+
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+ lever_sim writes:
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+ <out>/ur5_steps.json - list of {i,t,phase,q_mm,tip:[x,y,z],...}
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+ <out>/ur5_cam0.mp4 - front cam (optional)
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+ <out>/ur5_cam1.mp4 - wrist cam (optional)
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+
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+ We produce:
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+ <episodes_dir>/ep_NNNNNN.npz with keys:
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+ robot0_eef_pos (N,3) float32 -- tip xyz
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+ robot0_eef_quat (N,3) float32 -- rotvec (constant, derived from press orientation)
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+ robot0_gripper_qpos (N,2) float32 -- [0.0, -0.0] (gripper always closed)
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+ action (N,7) float32 -- [eef_pos_next, eef_quat_next, gripper_next] = state[t+1]
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+ timestamp (N,) float64
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+
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+ The episode is accepted only if q_at_press_end_mm <= press_q_mm (lever actually pressed).
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+ """
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+ import argparse, json, os, sys, glob
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+ import numpy as np
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+
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+ ap = argparse.ArgumentParser()
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+ ap.add_argument('--src-dir', required=True, help='dir with ur5_steps.json from one lever_sim run')
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+ ap.add_argument('--episodes-dir', required=True, help='output episodes/ dir')
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+ ap.add_argument('--ep-idx', type=int, required=True, help='episode index for filename')
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+ ap.add_argument('--press-q-mm', type=float, default=-50.0, help='accept if q_at_press_end <= this (mm)')
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+ A = ap.parse_args()
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+
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+ steps_file = os.path.join(A.src_dir, 'ur5_steps.json')
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+ result_file = os.path.join(A.src_dir, 'result.json')
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+
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+ if not os.path.exists(steps_file):
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+ sys.exit(f"No ur5_steps.json in {A.src_dir}")
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+
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+ steps = json.load(open(steps_file))
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+ if not steps:
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+ sys.exit("ur5_steps.json is empty")
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+
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+ # Check result for success
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+ if os.path.exists(result_file):
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+ res = json.load(open(result_file))
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+ ur5 = res.get('ur5', {})
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+ q_end = ur5.get('q_at_press_end_mm', None)
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+ if q_end is not None and q_end > A.press_q_mm:
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+ sys.exit(f"Episode rejected: q_at_press_end_mm={q_end:.1f} > {A.press_q_mm:.1f}")
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+ print(f"q_at_press_end_mm={q_end}, accepted")
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+
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+ tips = np.array([s['tip'] for s in steps], dtype=np.float32) # (T, 3)
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+ T = len(tips)
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+ if T < 2:
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+ sys.exit(f"Too few steps: {T}")
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+
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+ # rotvec: constant (gripper always closed, orientation approximately fixed during press)
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+ # Use zero rotvec as placeholder — the DP will learn from tip trajectory
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+ rotvec = np.zeros((T, 3), dtype=np.float32)
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+ gripper = np.zeros((T, 2), dtype=np.float32) # closed = 0 width
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+
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+ # state: [pos(3), rotvec(3), gripper_w(1)] -> 7D
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+ state = np.concatenate([tips, rotvec, gripper[:, :1]], axis=1) # (T,7)
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+ # action = state[t+1], state = state[t], both of length T-1
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+ N = T - 1
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+ ep = dict(
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+ robot0_eef_pos=tips[:N],
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+ robot0_eef_quat=rotvec[:N],
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+ robot0_gripper_qpos=gripper[:N],
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+ action=state[1:], # next state
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+ timestamp=(np.arange(N) * 0.1).astype(np.float64),
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+ )
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+
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+ os.makedirs(A.episodes_dir, exist_ok=True)
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+ out = os.path.join(A.episodes_dir, f'ep_{A.ep_idx:06d}.npz')
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+ np.savez_compressed(out, **ep)
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+ print(f"Wrote {out} ({N} rows)")