Hand-Datasets-Raw / ReInterHand /shared-v1.0 /script /preprocess_reinterhand_full.py
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ReInterHand shared-v1.0 iipl_126 batch 601
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"""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()