DREAMS-AVATAR / scripts /stage_capture.py
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Add P1C1 metadata + SMPL-X + previews
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#!/usr/bin/env python
"""Assemble one capture into the HuggingFace staging tree.
staging/data/<PxCy>/videos/cam00.mp4 .. cam31.mp4 hardlink to frameset-videos/NN.mp4
staging/data/<PxCy>/cameras.json copy of the capture calibration
staging/data/<PxCy>/smplx.npz written by consolidate_smplx.py
staging/data/<PxCy>/preview.jpg written by make_previews.py
staging/data/<PxCy>/capture.json machine-readable capture card
Videos are HARDLINKED (same filesystem, /mnt/sdb) so staging costs ~0 bytes and the
source capture dir is never modified. Falls back to symlink, then copy.
The source `frameset-videos/` must already be extracted (`7z x frameset-videos.7z`);
--extract will do it if the directory is missing.
Usage:
python stage_capture.py P1C1 --staging /mnt/sdb/degas_project/DREAMS-AVATAR-hf/staging
"""
from __future__ import annotations
import argparse
import json
import os
import shutil
import subprocess
import sys
from pathlib import Path
sys.path.insert(0, str(Path(__file__).resolve().parent))
from load_capture import VIDEO_FRAME_OFFSET # noqa: E402 single source of truth for d
DATASET_ROOT = Path("/mnt/sdb/degas_project/DEGAS_DATASET")
# The published set is 10 captures. C1 = train, C2 = test.
# P1..P4 ship both sessions; P5/P6 are CROSS-REENACT DRIVING ONLY, so only their C2 is
# published. P5C1 does not exist on disk at all; P6C1 exists but is deliberately excluded.
INCLUDED = ["P1C1", "P1C2", "P2C1", "P2C2", "P3C1", "P3C2",
"P4C1", "P4C2", "P5C2", "P6C2"]
EXCLUDED = {
"P5C1": "does not exist",
"P6C1": "excluded on purpose: P5/P6 contribute cross-reenact driving (C2) only",
}
def link_or_copy(src: Path, dst: Path) -> str:
if dst.exists() or dst.is_symlink():
dst.unlink()
dst.parent.mkdir(parents=True, exist_ok=True)
try:
os.link(src, dst)
return "hardlink"
except OSError:
try:
dst.symlink_to(src)
return "symlink"
except OSError:
shutil.copy2(src, dst)
return "copy"
def probe_video(path: Path) -> dict:
out = subprocess.run(
["ffprobe", "-v", "error", "-select_streams", "v:0", "-show_entries",
"stream=width,height,nb_frames,r_frame_rate,codec_name,pix_fmt",
"-of", "json", str(path)],
capture_output=True, text=True, check=True).stdout
s = json.loads(out)["streams"][0]
num, den = s["r_frame_rate"].split("/")
return {"width": int(s["width"]), "height": int(s["height"]),
"n_frames": int(s["nb_frames"]), "fps": round(int(num) / int(den), 4),
"codec": s["codec_name"], "pix_fmt": s["pix_fmt"]}
def stage(capture: str, dataset_root: Path, staging: Path, extract: bool = False,
force: bool = False) -> dict:
if capture in EXCLUDED and not force:
raise SystemExit(
f"{capture} is NOT part of DREAMS-AVATAR: {EXCLUDED[capture]}.\n"
f"published captures: {', '.join(INCLUDED)} (--force to override)")
if capture not in INCLUDED and not force:
raise SystemExit(f"{capture} is not in the published set "
f"({', '.join(INCLUDED)}); use --force to add it anyway")
src = dataset_root / capture
if not src.is_dir():
raise SystemExit(f"no such capture: {src}")
vdir = src / "frameset-videos"
if not vdir.is_dir() or not list(vdir.glob("*.mp4")):
if not extract:
raise SystemExit(f"{vdir} empty; re-run with --extract (runs 7z x)")
arc = src / "frameset-videos.7z"
print(f"[stage] extracting {arc} ...", flush=True)
subprocess.run(["7z", "x", "-y", f"-o{src}", str(arc)], check=True,
stdout=subprocess.DEVNULL)
mp4s = sorted(vdir.glob("*.mp4"))
dst = staging / "data" / capture
mode = None
total = 0
for m in mp4s:
cam = int(m.stem)
mode = link_or_copy(m, dst / "videos" / f"cam{cam:02d}.mp4")
total += m.stat().st_size
print(f"[stage] {capture}: {len(mp4s)} videos via {mode} "
f"({total / 2**30:.2f} GiB)", flush=True)
cams_src = src / "cameras.json"
shutil.copy2(cams_src, dst / "cameras.json")
cams = json.loads(cams_src.read_text())
n_rigs = len(cams["rigs"])
v0 = probe_video(mp4s[0])
assert v0["width"] % 2 == 0
card = {
"capture": capture,
"subject": capture[:2],
"session": capture[2:],
"role": ("train" if capture.endswith("C1") else
("cross_reenact_driving" if capture[:2] in ("P5", "P6") else "test")),
"n_cams": len(mp4s),
"n_rigs_in_calibration": n_rigs,
"video": {**v0,
"layout": "side-by-side: LEFT half = RGB, RIGHT half = alpha matte",
"rgb_width": v0["width"] // 2},
"video_bytes": total,
"frame_convention": {
"offset_d": VIDEO_FRAME_OFFSET,
"rule": "video frame index == smplx frame index == GT frame index (d=0)",
"smplx_frame": "0-based frame id, stored in smplx.npz['frames']",
"video_frame": "the same number, 0-based index into camNN.mp4",
"measured": "d is measured per capture by verify_alignment.py, not assumed",
},
"camera_convention": {
"K": "[[fx,0,cx],[0,fy,cy],[0,0,1]] from rigs[i].cameras[0]",
"R_w2c": "R @ diag(1,-1,-1)",
"t_w2c": "-R @ c",
"note": "cameras.json world is Y-down; the world_flip puts the fit in the "
"same Y-up world as the DEGAS GT",
},
}
smplx_npz = dst / "smplx.npz"
if smplx_npz.exists():
import numpy as np
z = np.load(smplx_npz, allow_pickle=False)
card["n_frames"] = int(len(z["frames"]))
card["frame_range"] = [int(z["frames"][0]), int(z["frames"][-1])]
card["smplx_kwargs"] = json.loads(str(z["smplx_kwargs"]))
(dst / "capture.json").write_text(json.dumps(card, indent=2) + "\n")
print(f"[stage] wrote {dst / 'capture.json'}", flush=True)
return card
def main() -> int:
ap = argparse.ArgumentParser(description=__doc__,
formatter_class=argparse.RawDescriptionHelpFormatter)
ap.add_argument("capture")
ap.add_argument("--dataset-root", type=Path, default=DATASET_ROOT)
ap.add_argument("--staging", type=Path, required=True)
ap.add_argument("--extract", action="store_true", help="7z x frameset-videos.7z if missing")
ap.add_argument("--force", action="store_true",
help="stage a capture outside the published 10 (P5C1/P6C1 are excluded)")
a = ap.parse_args()
print(json.dumps(stage(a.capture, a.dataset_root, a.staging, a.extract, a.force)))
return 0
if __name__ == "__main__":
sys.exit(main())