#!/usr/bin/env python3 """Fetch only non-media FreiHAND shared files at one immutable HF revision. No raw, RGB, depth, mask video, or preview image is downloaded. The manifest also lists omitted files for later unchanged-file reuse by the publisher. """ import argparse from concurrent.futures import ThreadPoolExecutor import hashlib import json from pathlib import Path import shutil import subprocess import threading import time REPO = "ParityLab/Hand-Datasets-Raw" REVISION = "4b8768b9abfe60408d26f7893e771cd7f5a94613" PREFIX = "FreiHAND/shared-v1.0/" MEDIA = {".mkv", ".mp4", ".avi", ".mov", ".png", ".jpg", ".jpeg", ".webp", ".tif", ".tiff", ".bmp", ".gif"} PILOT = {"training_00000000", "evaluation_00000000"} HTTP = threading.local() def get(url, **kwargs): import requests if not hasattr(HTTP, "session"): HTTP.session = requests.Session() for attempt in range(3): try: response = HTTP.session.get(url, timeout=(30, 90), **kwargs) except (requests.Timeout, requests.ConnectionError): if attempt == 2: raise time.sleep(2 ** attempt) continue if response.status_code not in {429, 500, 502, 503, 504} or attempt == 2: response.raise_for_status() return response delay = max(2 ** attempt, float(response.headers.get("Retry-After", "0"))) response.close() if delay > 60: raise RuntimeError("Server requests a long pause; stop and resume later.") time.sleep(delay) def json_write(path, obj): path.parent.mkdir(parents=True, exist_ok=True) temporary = path.with_suffix(path.suffix + ".tmp") temporary.write_text(json.dumps(obj, ensure_ascii=False, indent=2) + "\n") temporary.replace(path) def file_digests(path): size = path.stat().st_size sha256 = hashlib.sha256() git = hashlib.sha1(f"blob {size}\0".encode()) with path.open("rb") as handle: for chunk in iter(lambda: handle.read(1024 * 1024), b""): sha256.update(chunk) git.update(chunk) return {"size": size, "sha256": sha256.hexdigest(), "git_blob_sha1": git.hexdigest()} def verified(path, entry): result = file_digests(path) algorithm = entry["digest_algorithm"] if result["size"] != entry["size"] or result[algorithm] != entry["digest"]: raise ValueError(f"Source size/hash mismatch: {entry['path']}") return result def inventory(workspace): path = workspace / "tmp/source-manifest.json" if path.exists(): manifest = json.loads(path.read_text()) if manifest["revision"] != REVISION or manifest["repo"] != REPO: raise ValueError("Existing manifest is for a different source.") return manifest files = [] url = f"https://huggingface.co/api/datasets/{REPO}/tree/{REVISION}/{PREFIX.rstrip('/')}?recursive=true&expand=false&limit=1000" while url: response = get(url) for entry in response.json(): if entry["type"] != "file": continue relative = entry["path"].removeprefix(PREFIX) if relative == entry["path"] or ".." in Path(relative).parts: raise ValueError("Unexpected source path") lfs = entry.get("lfs") files.append({"path": entry["path"], "relative_path": relative, "size": entry["size"], "digest_algorithm": "sha256" if lfs else "git_blob_sha1", "digest": lfs["oid"] if lfs else entry["oid"], "download": Path(relative).suffix.lower() not in MEDIA}) url = response.links.get("next", {}).get("url") sizes = {} for name in ["FreiHAND", "HOT3D", "OakInk-v1", "OakInk-v2"]: sizes[name] = get(f"https://huggingface.co/api/datasets/{REPO}/treesize/{REVISION}/{name}/shared-v1.0").json()["size"] if sum(item["size"] for item in files) != sizes["FreiHAND"]: raise ValueError("Tree listing does not account for the complete source size") manifest = {"repo": REPO, "revision": REVISION, "source_prefix": PREFIX.rstrip("/"), "mode": "non_media_subset_not_complete_release", "dataset_full_sizes": sizes, "files": sorted(files, key=lambda item: item["path"])} json_write(path, manifest) return manifest def fetch_one(workspace, entry): path = workspace / "source/FreiHAND/shared-v1.0" / entry["relative_path"] if path.exists(): return {"path": entry["relative_path"], **verified(path, entry), "reused": True} path.parent.mkdir(parents=True, exist_ok=True) temporary = path.with_suffix(path.suffix + ".part") # curl IPv4 avoids repeated TLS handshakes seen on the Python/CDN route. # Retry only transport here; a failed content hash below is never retried. url = f"https://huggingface.co/datasets/{REPO}/resolve/{REVISION}/{entry['path']}?download=true" subprocess.run(["curl", "--ipv4", "--fail", "--location", "--silent", "--show-error", "--connect-timeout", "15", "--max-time", "120", "--retry", "6", "--retry-all-errors", "--retry-max-time", "300", "--output", str(temporary), url], check=True) result = verified(temporary, entry) temporary.replace(path) return {"path": entry["relative_path"], **result, "reused": False} def fetch_group(workspace, group): source = workspace / "source/FreiHAND/shared-v1.0" primary = next((entry for entry in group if (source / entry["relative_path"]).is_file()), group[0]) result = fetch_one(workspace, primary) results = [result] for entry in group: if entry is primary: continue path = source / entry["relative_path"] if not path.exists(): path.parent.mkdir(parents=True, exist_ok=True) shutil.copy2(source / primary["relative_path"], path) results.append({"path": entry["relative_path"], **verified(path, entry), "reused": True}) return results def main(): parser = argparse.ArgumentParser(description=__doc__) parser.add_argument("--workspace", type=Path, required=True) parser.add_argument("--scope", choices=["inventory", "pilot", "all"], default="inventory") parser.add_argument("--workers", type=int, default=4) args = parser.parse_args() manifest = inventory(args.workspace) selected = [item for item in manifest["files"] if item["download"]] if args.scope == "pilot": selected = [item for item in selected if not item["relative_path"].startswith("data/") or Path(item["relative_path"]).parts[1] in PILOT] print(json.dumps({"scope": args.scope, "files": len(selected), "bytes": sum(item["size"] for item in selected), "revision": REVISION}), flush=True) if args.scope == "inventory": return groups = {} for entry in selected: groups.setdefault((entry["digest_algorithm"], entry["digest"]), []).append(entry) print(f"{len(groups)} distinct source blobs; identical hashes reused locally", flush=True) results = [] with ThreadPoolExecutor(max_workers=args.workers) as executor: for index, group_results in enumerate(executor.map(lambda group: fetch_group(args.workspace, group), groups.values()), 1): results.extend(group_results) if index % 25 == 0 or len(results) == len(selected): print(f"verified {len(results)}/{len(selected)}", flush=True) json_write(args.workspace / f"tmp/download-{args.scope}.json", {"revision": REVISION, "files": results, "total_bytes": sum(item["size"] for item in results)}) if __name__ == "__main__": main()