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Upload prep_lerobot.py with huggingface_hub

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prep_lerobot.py ADDED
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+ #!/usr/bin/env python3
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+ """prep_lerobot.py — bridge fd-studio's flat transform output to the layout to_lerobot_v21 +
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+ multiview expect, then those scripts run unmodified.
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+
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+ fd-studio's transform writes /workspace/transform/retargeted/clip_file-XXXXXX/retargeted.hdf5
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+ (flat, one dir per episode; the hdf5 carries attrs task=<category> and clip="file-XXXXXX").
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+ to_lerobot_v21.discover() wants /workspace/retargeted/<cat>/clip_file-FFF_epN/retargeted.hdf5 and
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+ finds the ego video at <EGO>/<cat>/videos/observation.images.camera/chunk-CCC/file-FFF.mp4.
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+
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+ This script, per retargeted clip:
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+ • re-derives the source (chunk, file) via transform_batch._episode_range (the same mapping the
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+ transform used), so file-FFF matches the ego data+video file index,
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+ • symlinks the hdf5 into /workspace/retargeted/<cat>/clip_file-FFF_epN/,
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+ • downloads that clip's ego VIDEO into the cache (transform only fetched keypoints).
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+ EGO for to_lerobot is then just the cache's repo dir (already <cat>/videos + <cat>/meta).
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+
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+ Runs in the retarget venv (h5py). Usage:
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+ python prep_lerobot.py --flat /workspace/transform/retargeted --cache /workspace/ego_cache \
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+ [--retgt-out /workspace/retargeted]
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+ Prints a JSON line: {"clips": N, "retgt": ..., "ego": ...}.
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+ """
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+ import argparse
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+ import glob
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+ import json
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+ import os
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+ import sys
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+ from pathlib import Path
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+
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+ import h5py
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+
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+ sys.path.insert(0, os.path.dirname(os.path.abspath(__file__)))
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+ import transform_batch as tb # noqa: E402 (reuse _episode_range/_ensure/REPO/PREFIX)
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+
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+
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+ def main():
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+ ap = argparse.ArgumentParser()
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+ ap.add_argument("--flat", required=True, help="/workspace/transform/retargeted")
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+ ap.add_argument("--cache", required=True, help="/workspace/ego_cache")
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+ ap.add_argument("--retgt-out", default="/workspace/retargeted")
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+ a = ap.parse_args()
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+
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+ cache = Path(a.cache)
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+ ego_root = cache / tb.REPO.replace("/", "__") # to_lerobot EGO = this (<cat>/videos + meta)
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+ done, vids, skipped = 0, 0, 0
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+
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+ for hp in sorted(glob.glob(f"{a.flat}/*/retargeted.hdf5")):
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+ try:
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+ with h5py.File(hp, "r") as h:
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+ cat = str(h.attrs["task"])
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+ ep = int(str(h.attrs["clip"]).split("-")[1])
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+ r = tb._episode_range(cache, cat, ep)
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+ ci, fi = r["data/chunk_index"], r["data/file_index"]
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+ fyy = f"file-{fi:03d}"
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+
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+ # 1) retargeted → category layout with the file-FFF_epN name to_lerobot parses
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+ dst = Path(a.retgt_out) / cat / f"clip_{fyy}_ep{ep}"
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+ dst.mkdir(parents=True, exist_ok=True)
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+ link = dst / "retargeted.hdf5"
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+ if link.is_symlink() or link.exists():
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+ link.unlink()
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+ os.symlink(os.path.abspath(hp), link)
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+
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+ # 2) download this clip's ego video (into cache, same repo layout)
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+ vid_rel = f"{tb.PREFIX}{cat}/videos/observation.images.camera/chunk-{ci:03d}/{fyy}.mp4"
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+ try:
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+ tb._ensure(cache, vid_rel)
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+ vids += 1
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+ except Exception as e:
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+ print(f"[warn] video dl {vid_rel}: {e}", file=sys.stderr)
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+ done += 1
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+ except Exception as e:
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+ skipped += 1
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+ print(f"[warn] {hp}: {e}", file=sys.stderr)
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+
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+ print(json.dumps({"clips": done, "videos": vids, "skipped": skipped,
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+ "retgt": a.retgt_out, "ego": str(ego_root)}))
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+
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+
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+ if __name__ == "__main__":
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+ main()