Download ReInterHand/shared-v1.0/script/preprocess_reinterhand_full.py from ParityLab/Hand-Datasets-Raw: direct link, hf CLI and curl.
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curl -L -o preprocess_reinterhand_full.py https://huggingface.co/datasets/ParityLab/Hand-Datasets-Raw/resolve/refs%2Fpr%2F7/ReInterHand/shared-v1.0/script/preprocess_reinterhand_full.py
19.6 kB
| """Restartable full ReInterHand conversion using the accepted pilot logic. | |
| Each capture archive is streamed exactly once into a capture-local scratch | |
| directory. Segments are converted independently and committed only after a | |
| manifest has been written. Raw data is opened read-only. Capture scratch is | |
| removed only after every official segment has a verified checkpoint. | |
| """ | |
| from __future__ import annotations | |
| import argparse | |
| import hashlib | |
| import json | |
| import os | |
| from pathlib import Path, PurePosixPath | |
| import shutil | |
| import subprocess | |
| import sys | |
| import tarfile | |
| import time | |
| import traceback | |
| import preprocess_reinterhand as pilot | |
| def atomic_json(path: Path, value: object) -> None: | |
| pilot.atomic_json(path, value) | |
| def file_sha256(path: Path) -> str: | |
| h = hashlib.sha256() | |
| with path.open("rb") as f: | |
| for block in iter(lambda: f.read(8 * 1024 * 1024), b""): | |
| h.update(block) | |
| return h.hexdigest() | |
| def capture_names(root: Path) -> list[str]: | |
| return sorted(p.name for p in (root / "raw" / "data").iterdir() | |
| if p.is_dir() and (p / "frame_list.txt").is_file()) | |
| def segment_names(capture_root: Path) -> list[str]: | |
| result: list[str] = [] | |
| seen: set[str] = set() | |
| frame_ids: set[int] = set() | |
| for line in (capture_root / "frame_list.txt").read_text(encoding="utf-8").splitlines(): | |
| row = line.split() | |
| if len(row) < 2: | |
| continue | |
| frame = int(row[1]) | |
| if frame in frame_ids: | |
| raise RuntimeError(f"Frame ID appears in multiple rows: {capture_root.name}:{frame}") | |
| frame_ids.add(frame) | |
| if row[0] not in seen: | |
| result.append(row[0]); seen.add(row[0]) | |
| if not result: | |
| raise RuntimeError(f"No official segments: {capture_root}") | |
| return result | |
| def wanted(group: str, member_name: str, valid_frames: set[str]) -> bool: | |
| return pilot.wanted(group, member_name, valid_frames) | |
| def extract_group(group: str, parts: list[Path], destination: Path, | |
| valid_frames: set[str], status_path: Path, status: dict) -> dict: | |
| out_root = destination / group | |
| out_root.mkdir(parents=True, exist_ok=True) | |
| process = subprocess.Popen(["cat", *map(str, parts)], stdout=subprocess.PIPE) | |
| assert process.stdout is not None | |
| scanned = selected = selected_bytes = 0 | |
| try: | |
| with tarfile.open(fileobj=process.stdout, mode="r|gz") as archive: | |
| for member in archive: | |
| if not member.isfile(): | |
| continue | |
| scanned += 1 | |
| if not wanted(group, member.name, valid_frames): | |
| continue | |
| rel = PurePosixPath(member.name) | |
| if rel.is_absolute() or ".." in rel.parts: | |
| raise RuntimeError(f"Unsafe member: {member.name}") | |
| output = out_root.joinpath(*rel.parts) | |
| if not output.resolve().is_relative_to(out_root.resolve()): | |
| raise RuntimeError(f"Member escapes scratch: {member.name}") | |
| output.parent.mkdir(parents=True, exist_ok=True) | |
| source = archive.extractfile(member) | |
| if source is None: | |
| raise RuntimeError(f"Cannot read {member.name}") | |
| temporary = output.with_name(output.name + ".partial") | |
| with source, temporary.open("wb") as target: | |
| shutil.copyfileobj(source, target, length=8 * 1024 * 1024) | |
| if temporary.stat().st_size != member.size: | |
| raise RuntimeError(f"Extracted size mismatch: {member.name}") | |
| os.replace(temporary, output) | |
| selected += 1; selected_bytes += member.size | |
| if selected % 250 == 0: | |
| status.update(phase="extracting", active_group=group, | |
| members_scanned=scanned, selected_files=selected, | |
| selected_bytes=selected_bytes, updated_at=pilot.now()) | |
| atomic_json(status_path, status) | |
| finally: | |
| process.stdout.close() | |
| code = process.wait() | |
| if code != 0: | |
| raise RuntimeError(f"cat failed for {group}: {code}") | |
| return {"group": group, "members_scanned": scanned, | |
| "selected_files": selected, "selected_bytes": selected_bytes} | |
| def extract_capture(root: Path, capture: str, state: Path) -> Path: | |
| capture_root = root / "raw" / "data" / capture | |
| destination = state / "scratch" / capture | |
| marker = destination / "extraction-complete.json" | |
| if marker.exists(): | |
| data = json.loads(marker.read_text(encoding="utf-8")) | |
| if data.get("capture") == capture and data.get("complete") is True: | |
| return destination | |
| raise RuntimeError(f"Invalid extraction marker: {marker}") | |
| destination.mkdir(parents=True, exist_ok=True) | |
| status_path = state / "captures" / capture / "status.json" | |
| status = {"schema":"reinterhand-full-capture-status/v1", "capture":capture, | |
| "phase":"extracting", "started_at":pilot.now(), "updated_at":pilot.now()} | |
| atomic_json(status_path, status) | |
| all_ids = {str(value) for segment in segment_names(capture_root) | |
| for value in pilot.frame_ids(capture_root, segment)} | |
| sources = { | |
| "Ego_cameras/envmap_per_frame": ("Ego_cameras", pilot.canonical_parts(capture_root / "Ego_cameras", "envmap_per_frame.tar.gz")), | |
| "Ego_cameras/envmap_per_segment": ("Ego_cameras", pilot.canonical_parts(capture_root / "Ego_cameras", "envmap_per_segment.tar.gz")), | |
| "Mugsy_cameras/envmap_per_frame": ("Mugsy_cameras", pilot.canonical_parts(capture_root / "Mugsy_cameras", "envmap_per_frame.tar.gz")), | |
| "Mugsy_cameras/envmap_per_segment": ("Mugsy_cameras", pilot.canonical_parts(capture_root / "Mugsy_cameras", "envmap_per_segment.tar.gz")), | |
| "mano_fits": ("mano_fits", pilot.canonical_parts(capture_root / "mano_fits", "mano_fits.tar.gz")), | |
| } | |
| results=[] | |
| for label,(group,parts) in sources.items(): | |
| status.update(active_archive=label, updated_at=pilot.now()); atomic_json(status_path,status) | |
| results.append(extract_group(group, parts, destination, all_ids, status_path, status)) | |
| target = destination / "Mugsy_cameras" / "cam_params.json" | |
| target.parent.mkdir(parents=True, exist_ok=True) | |
| shutil.copy2(capture_root / "Mugsy_cameras" / "cam_params.json", target) | |
| atomic_json(marker, {"schema":"reinterhand-full-extraction/v1", "capture":capture, | |
| "complete":True, "valid_frame_count":len(all_ids), | |
| "archives":results, "completed_at":pilot.now()}) | |
| return destination | |
| def tree_manifest(base: Path) -> list[dict]: | |
| rows=[] | |
| for p in sorted(x for x in base.rglob("*") if x.is_file()): | |
| rows.append({"path":p.relative_to(base).as_posix(), "bytes":p.stat().st_size, | |
| "sha256":file_sha256(p)}) | |
| return rows | |
| def decoded_video_sha256(path: Path) -> str: | |
| """Hash FFmpeg's per-frame checksums, excluding non-semantic MKV UIDs.""" | |
| process = subprocess.Popen( | |
| ["ffmpeg", "-v", "error", "-threads", "1", "-i", str(path), | |
| "-f", "framemd5", "-"], stdout=subprocess.PIPE | |
| ) | |
| assert process.stdout is not None | |
| h = hashlib.sha256() | |
| for block in iter(lambda: process.stdout.read(1024 * 1024), b""): | |
| h.update(block) | |
| if process.wait() != 0: | |
| raise RuntimeError(f"Cannot decode existing video for comparison: {path}") | |
| return h.hexdigest() | |
| def existing_matches(source: Path, target: Path, manifest: list[dict]) -> bool: | |
| if not target.is_dir(): return False | |
| current=[] | |
| for row in manifest: | |
| p=target/row["path"] | |
| if not p.is_file() or p.stat().st_size != row["bytes"]: | |
| return False | |
| if file_sha256(p) != row["sha256"]: | |
| candidate = source / row["path"] | |
| if p.suffix.lower() != ".mkv" or decoded_video_sha256(p) != decoded_video_sha256(candidate): | |
| return False | |
| current.append(row["path"]) | |
| return sorted(p.relative_to(target).as_posix() for p in target.rglob("*") if p.is_file()) == current | |
| def regroup_camera_families(work: Path, report: dict, capture: str, segment: str) -> list[str]: | |
| """Keep render setting in level one and all cameras/views in level two.""" | |
| data = work / "shared-v1.0" / "data" | |
| expected = {"envmap_per_frame": 21, "envmap_per_segment": 6} | |
| ids=pilot.frame_ids(work/"raw/data"/capture,segment) | |
| span_start,span_end=ids[0],ids[-1] | |
| desired_ids=[] | |
| for variant, camera_count in expected.items(): | |
| desired_id=f"{capture}__{variant}__{span_start}__{span_end}" | |
| desired=data/desired_id | |
| legacy=[data/f"{capture}__{segment}__{family}__{variant}" for family in ("ego","mugsy")] | |
| if desired.exists() and any(path.exists() for path in legacy): | |
| raise RuntimeError(f"Mixed direct and legacy layouts: {desired_id}") | |
| if not desired.exists(): | |
| desired.mkdir(parents=True,exist_ok=False) | |
| for old in legacy: | |
| if not old.is_dir(): raise RuntimeError(f"Missing temporary family directory: {old}") | |
| old_id=old.name | |
| for camera in sorted(p for p in old.iterdir() if p.is_dir()): | |
| target=desired/camera.name | |
| if target.exists(): raise RuntimeError(f"Camera collision while regrouping: {target}") | |
| metainfo=json.loads((camera/"metainfo.json").read_text(encoding="utf-8")) | |
| if metainfo.get("sequence_id") != old_id: raise RuntimeError(f"Unexpected sequence_id: {camera}") | |
| metainfo["sequence_id"]=desired_id | |
| # The accepted pilot converter is reused for the numerical | |
| # conversion, but committed production views must not | |
| # advertise themselves as pilot output. | |
| for key in ("pilot", "pilot_complete", "pilot_human_review"): | |
| metainfo.pop(key, None) | |
| metainfo["conversion_scope"]="full" | |
| metainfo["full_conversion_complete"]=True | |
| metainfo["full_output_human_review"]="pending" | |
| atomic_json(camera/"metainfo.json",metainfo) | |
| os.replace(camera,target) | |
| old.rmdir() | |
| cameras=sorted(p.name for p in desired.iterdir() if p.is_dir()) | |
| if len(cameras)!=camera_count or "ego" not in cameras: | |
| raise RuntimeError(f"Unexpected regrouped camera coverage: {desired_id}: {cameras}") | |
| desired_ids.append(desired_id) | |
| for row in report["views"]: | |
| if row["background_variant"]==variant: | |
| row["sequence_id"]=desired_id | |
| return desired_ids | |
| def convert_segment(root: Path, runtime: Path, state: Path, capture: str, | |
| segment: str, extracted: Path) -> dict: | |
| checkpoint = state / "checkpoints" / capture / f"{segment}.json" | |
| if checkpoint.exists(): | |
| value=json.loads(checkpoint.read_text(encoding="utf-8")) | |
| if value.get("phase")=="complete": return value | |
| raise RuntimeError(f"Non-complete checkpoint requires investigation: {checkpoint}") | |
| work = state / "work" / capture / segment | |
| if work.exists(): shutil.rmtree(work) | |
| (work / "tmp" / "pilot-v1.0" / "extracted").mkdir(parents=True) | |
| (work / "shared-v1.0" / "script").mkdir(parents=True) | |
| os.symlink(root / "raw", work / "raw", target_is_directory=True) | |
| os.symlink(extracted, work / "tmp" / "pilot-v1.0" / "extracted" / f"{capture}__{segment}", target_is_directory=True) | |
| atomic_json(work/"tmp/pilot-v1.0/status.json", {"schema":"reinterhand-full-segment-status/v1", | |
| "capture":capture,"segment":segment,"phase":"converting","started_at":pilot.now()}) | |
| pilot.convert_complete_pilot_v2(work, runtime, capture, segment) | |
| report=json.loads((work/"shared-v1.0/doc/validation/report.json").read_text(encoding="utf-8")) | |
| if len(report.get("views",[])) != 27: | |
| raise RuntimeError(f"Expected 27 streams, got {len(report.get('views',[]))}") | |
| sequence_ids=regroup_camera_families(work,report,capture,segment) | |
| committed=[]; all_manifest=[] | |
| for sequence_id in sequence_ids: | |
| source=work/"shared-v1.0/data"/sequence_id | |
| manifest=tree_manifest(source) | |
| target=root/"shared-v1.0/data"/sequence_id | |
| if target.exists(): | |
| if not existing_matches(source,target,manifest): | |
| raise RuntimeError(f"Existing output differs: {target}") | |
| shutil.rmtree(source) | |
| else: | |
| target.parent.mkdir(parents=True,exist_ok=True) | |
| os.replace(source,target) | |
| committed.append(sequence_id) | |
| # The checkpoint always describes the actual committed tree. This is | |
| # relevant when a previously accepted MKV is semantically identical | |
| # but has a different Matroska segment UID. | |
| all_manifest.extend({"sequence_id":sequence_id,**row} for row in tree_manifest(target)) | |
| value={"schema":"reinterhand-full-segment-checkpoint/v1","phase":"complete", | |
| "capture":capture,"segment":segment,"sequence_ids":committed, | |
| "views":27,"files":len(all_manifest),"bytes":sum(x["bytes"] for x in all_manifest), | |
| "manifest_sha256":hashlib.sha256(json.dumps(all_manifest,sort_keys=True,separators=(",",":")).encode()).hexdigest(), | |
| "source_mesh_parameter_checks":report["source_mesh_parameter_checks"], | |
| "completed_at":pilot.now()} | |
| atomic_json(checkpoint,value) | |
| shutil.rmtree(work) | |
| return value | |
| def capture_worker(root: Path, runtime: Path, state: Path, capture: str) -> None: | |
| status_path=state/"captures"/capture/"status.json" | |
| try: | |
| extracted=extract_capture(root,capture,state) | |
| segments=segment_names(root/"raw/data"/capture) | |
| completed=[] | |
| for index,segment in enumerate(segments): | |
| atomic_json(status_path,{"schema":"reinterhand-full-capture-status/v1","capture":capture, | |
| "phase":"converting","active_segment":segment,"segments_total":len(segments), | |
| "segments_completed":completed,"updated_at":pilot.now()}) | |
| result=convert_segment(root,runtime,state,capture,segment,extracted) | |
| completed.append(segment) | |
| atomic_json(status_path,{"schema":"reinterhand-full-capture-status/v1","capture":capture, | |
| "phase":"complete","segments_total":len(segments),"segments_completed":completed, | |
| "completed_at":pilot.now(),"updated_at":pilot.now()}) | |
| shutil.rmtree(extracted) | |
| except Exception as exc: | |
| atomic_json(status_path,{"schema":"reinterhand-full-capture-status/v1","capture":capture, | |
| "phase":"failed","error_type":type(exc).__name__,"error":str(exc), | |
| "traceback":traceback.format_exc(),"updated_at":pilot.now()}) | |
| raise | |
| def selected_capture_names(root: Path, captures_file: Path | None) -> list[str]: | |
| available = capture_names(root) | |
| if captures_file is None: | |
| return available | |
| requested = [line.strip() for line in captures_file.read_text(encoding="utf-8").splitlines() | |
| if line.strip() and not line.lstrip().startswith("#")] | |
| if not requested or len(requested) != len(set(requested)): | |
| raise RuntimeError(f"Empty or duplicate capture allowlist: {captures_file}") | |
| unknown = sorted(set(requested) - set(available)) | |
| if unknown: | |
| raise RuntimeError(f"Capture allowlist contains unavailable captures: {unknown}") | |
| return requested | |
| def run_controller(root: Path, runtime: Path, workers: int, | |
| captures_file: Path | None = None) -> None: | |
| if workers < 1 or workers > 2: raise RuntimeError("Approved worker range is 1..2") | |
| state=root/"tmp/full-preprocess-v1.0"; state.mkdir(parents=True,exist_ok=True) | |
| lock=state/"controller.lock" | |
| fd=os.open(lock,os.O_CREAT|os.O_EXCL|os.O_WRONLY) | |
| os.write(fd,str(os.getpid()).encode()); os.close(fd) | |
| status_path=state/"status.json"; captures=selected_capture_names(root, captures_file) | |
| env=os.environ.copy() | |
| for key in ["OMP_NUM_THREADS","MKL_NUM_THREADS","OPENBLAS_NUM_THREADS","NUMEXPR_NUM_THREADS"]: env[key]="1" | |
| env["REINTERHAND_FFMPEG_THREADS"]="2" | |
| pending=list(captures); running={}; completed=[] | |
| try: | |
| while pending or running: | |
| while pending and len(running)<workers: | |
| capture=pending.pop(0) | |
| cap_status=state/"captures"/capture/"status.json" | |
| if cap_status.exists() and json.loads(cap_status.read_text()).get("phase")=="complete": | |
| completed.append(capture); continue | |
| logdir=state/"logs"; logdir.mkdir(parents=True,exist_ok=True) | |
| out=(logdir/f"{capture}.stdout.log").open("ab"); err=(logdir/f"{capture}.stderr.log").open("ab") | |
| cmd=[sys.executable,str(Path(__file__).resolve()),"capture-worker","--root",str(root),"--runtime",str(runtime),"--capture",capture] | |
| proc=subprocess.Popen(cmd,stdout=out,stderr=err,env=env,start_new_session=True) | |
| running[capture]=(proc,out,err) | |
| atomic_json(status_path,{"schema":"reinterhand-full-status/v1","phase":"running", | |
| "workers":workers,"running":{k:v[0].pid for k,v in running.items()}, | |
| "pending":pending,"completed":completed,"capture_scope":captures, | |
| "updated_at":pilot.now()}) | |
| time.sleep(10) | |
| for capture,(proc,out,err) in list(running.items()): | |
| code=proc.poll() | |
| if code is None: continue | |
| out.close(); err.close(); del running[capture] | |
| if code!=0: raise RuntimeError(f"Capture worker failed: {capture}, exit={code}") | |
| completed.append(capture) | |
| atomic_json(status_path,{"schema":"reinterhand-full-status/v1","phase":"complete", | |
| "workers":workers,"running":{},"pending":[],"completed":completed, | |
| "capture_scope":captures,"completed_at":pilot.now(),"updated_at":pilot.now()}) | |
| except Exception as exc: | |
| for proc,out,err in running.values(): | |
| if proc.poll() is None: proc.terminate() | |
| out.close(); err.close() | |
| atomic_json(status_path,{"schema":"reinterhand-full-status/v1","phase":"failed", | |
| "error_type":type(exc).__name__,"error":str(exc),"running":{},"pending":pending, | |
| "completed":completed,"capture_scope":captures,"updated_at":pilot.now()}) | |
| raise | |
| finally: | |
| lock.unlink(missing_ok=True) | |
| def parse_args(): | |
| p=argparse.ArgumentParser(); sp=p.add_subparsers(dest="command",required=True) | |
| run=sp.add_parser("run"); run.add_argument("--root",type=Path,required=True); run.add_argument("--runtime",type=Path,required=True); run.add_argument("--workers",type=int,default=2); run.add_argument("--captures-file",type=Path) | |
| worker=sp.add_parser("capture-worker"); worker.add_argument("--root",type=Path,required=True); worker.add_argument("--runtime",type=Path,required=True); worker.add_argument("--capture",required=True) | |
| return p.parse_args() | |
| def main(): | |
| a=parse_args(); root=a.root.resolve(); runtime=a.runtime.resolve(); state=root/"tmp/full-preprocess-v1.0" | |
| if a.command=="run": run_controller(root,runtime,a.workers,a.captures_file.resolve() if a.captures_file else None) | |
| else: capture_worker(root,runtime,state,a.capture) | |
| if __name__=="__main__": main() | |