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| """Shared infra: config, disk guard, manifest, failures, remote-zip access.""" | |
| import hashlib | |
| import json | |
| import os | |
| import subprocess | |
| import time | |
| import zipfile | |
| import yaml | |
| CFG = yaml.safe_load(open(os.path.join(os.path.dirname(__file__), "..", "config.yaml"))) | |
| # BENCH_BASE / BENCH_WORK / BENCH_STORE (2026-09-07): relocate the data roots for off-cluster run packages | |
| BASE = os.environ.get("BENCH_BASE") or CFG["paths"]["base"] | |
| WORK = os.environ.get("BENCH_WORK") or (f"{BASE}/work" if os.environ.get("BENCH_BASE") else CFG["paths"]["work"]) | |
| STORE = os.environ.get("BENCH_STORE") or (f"{BASE}/store" if os.environ.get("BENCH_BASE") else CFG["paths"]["store"]) | |
| for d in (WORK, STORE, f"{STORE}/annotations", f"{STORE}/samples", | |
| f"{STORE}/needed_videos", f"{STORE}/normalized", f"{STORE}/audio", | |
| f"{BASE}/logs"): | |
| os.makedirs(d, exist_ok=True) | |
| FAILURES = f"{BASE}/logs/failures.jsonl" | |
| MANIFEST = f"{BASE}/logs/manifest.jsonl" | |
| DEDUP_LOG = f"{BASE}/logs/dedup_log.csv" | |
| def log_failure(stage, key, error, **kw): | |
| rec = dict(ts=time.strftime("%F %T"), stage=stage, key=key, error=str(error)[:500], **kw) | |
| with open(FAILURES, "a") as f: | |
| f.write(json.dumps(rec, ensure_ascii=False) + "\n") | |
| def manifest_done(): | |
| done = {} | |
| if os.path.exists(MANIFEST): | |
| with open(MANIFEST) as f: | |
| for line in f: | |
| try: | |
| r = json.loads(line) | |
| if r.get("status") == "done": | |
| done[r["key"]] = r | |
| except Exception: | |
| pass | |
| return done | |
| def manifest_write(key, status, **kw): | |
| with open(MANIFEST, "a") as f: | |
| f.write(json.dumps(dict(key=key, status=status, ts=time.strftime("%F %T"), **kw), | |
| ensure_ascii=False) + "\n") | |
| def du_gb(path): | |
| r = subprocess.run(["du", "-sb", path], capture_output=True, text=True) | |
| try: | |
| return int(r.stdout.split()[0]) / 1e9 | |
| except Exception: | |
| return 0.0 | |
| _DISK_GUARD_CACHE = {"ts": 0.0, "val": None} | |
| DISK_GUARD_TTL_S = 600 # du over the store (~55k files on a network FS) takes seconds; with ~20 | |
| # concurrent stage_c processes a per-item du dominated wall time (2026-09-03) | |
| def disk_guard(force=False): | |
| """Return (ok, work_gb, store_gb). Caller MUST stop when not ok. | |
| Result is cached per process for DISK_GUARD_TTL_S; a not-ok result is never cached.""" | |
| now = time.time() | |
| c = _DISK_GUARD_CACHE | |
| if not force and c["val"] is not None and c["val"][0] and now - c["ts"] < DISK_GUARD_TTL_S: | |
| return c["val"] | |
| w, s = du_gb(WORK), du_gb(STORE) | |
| ok = w <= CFG["limits"]["work_dir_limit_gb"] and s <= CFG["limits"]["store_limit_gb"] | |
| c["ts"], c["val"] = now, (ok, w, s) | |
| return ok, w, s | |
| def sha256_file(path, bufsize=1 << 20): | |
| h = hashlib.sha256() | |
| with open(path, "rb") as f: | |
| while True: | |
| b = f.read(bufsize) | |
| if not b: | |
| break | |
| h.update(b) | |
| return h.hexdigest() | |
| def hf_token(): | |
| p = os.path.expanduser("~/.cache/huggingface/token") | |
| return open(p).read().strip() if os.path.exists(p) else None | |
| def api_tree(repo, revision=None): | |
| """Full recursive file listing with sizes. Uses huggingface_hub pagination — | |
| the raw /tree REST endpoint silently truncates at 1000 entries. | |
| revision=None keeps the historical behavior (default branch / main); | |
| pass a commit sha or tag to pin (see exp/watch/REVISION_PINNING.md).""" | |
| from huggingface_hub import HfApi | |
| out = [] | |
| for it in HfApi(token=hf_token()).list_repo_tree(repo, repo_type="dataset", | |
| recursive=True, expand=False, | |
| revision=revision): | |
| if getattr(it, "size", None) is not None: # RepoFile | |
| out.append(dict(type="file", path=it.path, size=it.size)) | |
| return out | |
| _fs = None | |
| def hffs(): | |
| global _fs | |
| if _fs is None: | |
| from huggingface_hub import HfFileSystem | |
| _fs = HfFileSystem(token=hf_token()) | |
| return _fs | |
| _zip_handles = {} | |
| def remote_zip(repo, zip_path): | |
| """Open a zip inside an HF dataset repo with range reads. Cached per path.""" | |
| key = f"datasets/{repo}/{zip_path}" | |
| if key not in _zip_handles: | |
| f = hffs().open(key, "rb") | |
| _zip_handles[key] = zipfile.ZipFile(f) | |
| return _zip_handles[key] | |
| def zip_namelist(repo, zip_path): | |
| return remote_zip(repo, zip_path).namelist() | |
| def extract_member(repo, zip_path, member, dest): | |
| """Stream ONE member out of a remote zip (only its bytes transferred).""" | |
| zf = remote_zip(repo, zip_path) | |
| with zf.open(member) as src, open(dest, "wb") as out: | |
| while True: | |
| b = src.read(1 << 20) | |
| if not b: | |
| break | |
| out.write(b) | |
| return dest | |
| TAR_EXT = (".tar", ".tar.gz", ".tgz", ".tar.bz2") | |
| TAR_COMPRESSED = (".tar.gz", ".tgz", ".tar.bz2") | |
| TAR_STREAM_CAP_GB = 10 # compressed tars have no random access; cap full-stream size | |
| _tar_handles = {} | |
| class ConcatFile: | |
| """Read-only seekable concatenation of fsspec files (split .tar.part.* archives).""" | |
| def __init__(self, fs, paths, sizes=None): | |
| self.fs = fs | |
| self.parts = [] | |
| off = 0 | |
| for i, p in enumerate(paths): | |
| size = sizes[i] if sizes and sizes[i] is not None else fs.info(p)["size"] | |
| self.parts.append((off, size, p)) | |
| off += size | |
| self.size = off | |
| self.pos = 0 | |
| self._open = {} | |
| # tarfile callers use `with _open_remote(...) as f` — without these the | |
| # first chunked-archive access dies with AttributeError: __enter__ | |
| def __enter__(self): | |
| return self | |
| def __exit__(self, *exc): | |
| self.close() | |
| return False | |
| def seek(self, pos, whence=0): | |
| if whence == 1: | |
| pos += self.pos | |
| elif whence == 2: | |
| pos += self.size | |
| self.pos = max(0, pos) | |
| return self.pos | |
| def tell(self): | |
| return self.pos | |
| def read(self, n=-1): | |
| if n is None or n < 0: | |
| n = self.size - self.pos | |
| out = [] | |
| while n > 0 and self.pos < self.size: | |
| hit = next(((o, s, p) for o, s, p in self.parts if o <= self.pos < o + s), None) | |
| if hit is None: | |
| break | |
| off, size, p = hit | |
| f = self._open.get(p) | |
| if f is None: | |
| f = self._open[p] = self.fs.open(p, "rb") | |
| f.seek(self.pos - off) | |
| chunk = f.read(min(n, off + size - self.pos)) | |
| if not chunk: | |
| break | |
| out.append(chunk) | |
| self.pos += len(chunk) | |
| n -= len(chunk) | |
| return b"".join(out) | |
| def seekable(self): | |
| return True | |
| def readable(self): | |
| return True | |
| def close(self): | |
| for f in self._open.values(): | |
| f.close() | |
| _glob_cache = {} | |
| def _natsort_key(p): | |
| """Natural sort: 'x.part2' < 'x.part10' (lexicographic puts part10 between | |
| part1 and part2 and CORRUPTS concatenated split archives).""" | |
| import re | |
| return [int(t) if t.isdigit() else t for t in re.split(r"(\d+)", str(p))] | |
| def _open_remote(key): | |
| """fsspec handle for a repo path; a '*' means split chunks joined in order. | |
| glob+sizes are cached per pattern: without this every per-key fallback | |
| redoes 1 glob + N info() calls against the HF paths-info API and the | |
| 1000 req/5min quota dies (VideoEval-Pro: 194 keys x 36 calls -> 429).""" | |
| fs = hffs() | |
| if "*" in key: | |
| cached = _glob_cache.get(key) | |
| if cached is None: | |
| detail = fs.glob(key, detail=True) | |
| if not detail: | |
| raise FileNotFoundError(key) | |
| cached = sorted(((p, (info or {}).get("size")) | |
| for p, info in detail.items()), | |
| key=lambda x: _natsort_key(x[0])) | |
| _glob_cache[key] = cached | |
| return ConcatFile(fs, [p for p, _ in cached], [s for _, s in cached]) | |
| return fs.open(key, "rb") | |
| def remote_tar(repo, tar_path): | |
| """Seekable tarfile for plain .tar (range reads). None for compressed. | |
| If tar_path itself doesn't exist, looks for split parts <tar_path>.part*.""" | |
| import tarfile | |
| key = f"datasets/{repo}/{tar_path}" | |
| if key not in _tar_handles: | |
| if tar_path.lower().endswith(TAR_COMPRESSED) or "*" in tar_path: | |
| _tar_handles[key] = None | |
| else: | |
| fs = hffs() | |
| if fs.exists(key): | |
| f = fs.open(key, "rb") | |
| else: | |
| parts = sorted(fs.glob(key + ".part*"), key=_natsort_key) | |
| if not parts: | |
| raise FileNotFoundError(key) | |
| f = ConcatFile(fs, parts) | |
| _tar_handles[key] = tarfile.open(fileobj=f, mode="r:") | |
| return _tar_handles[key] | |
| def tar_namelist(repo, tar_path): | |
| """Member listing with a disk cache — remote tar walks cost ~0.1s/member.""" | |
| import tarfile | |
| cache_dir = f"{STORE}/tar_index" | |
| os.makedirs(cache_dir, exist_ok=True) | |
| cache = f"{cache_dir}/{repo.replace('/', '__')}__{tar_path.replace('/', '__')}.json" | |
| if os.path.exists(cache): | |
| return json.load(open(cache)) | |
| tf = remote_tar(repo, tar_path) | |
| if tf is not None: | |
| names = [m.name for m in tf.getmembers() if m.isfile()] | |
| else: | |
| names = [] | |
| with _open_remote(f"datasets/{repo}/{tar_path}") as f, \ | |
| tarfile.open(fileobj=f, mode="r|*") as t: | |
| for m in t: | |
| if m.isfile(): | |
| names.append(m.name) | |
| tmp = f"{cache}.tmp{os.getpid()}" # atomic: concurrent shards write it | |
| json.dump(names, open(tmp, "w")) | |
| os.replace(tmp, cache) | |
| return names | |
| def extract_tar_member(repo, tar_path, member, dest): | |
| import shutil | |
| import tarfile | |
| tf = remote_tar(repo, tar_path) | |
| if tf is not None: | |
| src = tf.extractfile(member) | |
| with open(dest, "wb") as out: | |
| shutil.copyfileobj(src, out, 1 << 20) | |
| return dest | |
| with _open_remote(f"datasets/{repo}/{tar_path}") as f, \ | |
| tarfile.open(fileobj=f, mode="r|*") as t: | |
| for m in t: | |
| if m.name == member: | |
| with open(dest, "wb") as out: | |
| shutil.copyfileobj(t.extractfile(m), out, 1 << 20) | |
| return dest | |
| raise KeyError(f"{member} not in {tar_path}") | |
| def extract_tar_members_bulk(repo, tar_path, members, dest_dir): | |
| """One streaming pass through a (compressed) tar, extracting every wanted | |
| member — avoids re-streaming the whole archive per video.""" | |
| import shutil | |
| import tarfile | |
| os.makedirs(dest_dir, exist_ok=True) | |
| want = set(members) | |
| got = {} | |
| with _open_remote(f"datasets/{repo}/{tar_path}") as f, \ | |
| tarfile.open(fileobj=f, mode="r|*") as t: | |
| for m in t: | |
| if m.name in want: | |
| dest = os.path.join(dest_dir, m.name.replace("/", "_")) | |
| with open(dest, "wb") as out: | |
| shutil.copyfileobj(t.extractfile(m), out, 1 << 20) | |
| got[m.name] = dest | |
| if len(got) == len(want): | |
| break | |
| return got | |
| def hf_download_file(repo, path, dest_dir, revision=None): | |
| """revision=None keeps the historical behavior (default branch / main); | |
| pass a commit sha to pin (see exp/watch/REVISION_PINNING.md).""" | |
| from huggingface_hub import hf_hub_download | |
| return hf_hub_download(repo_id=repo, filename=path, repo_type="dataset", | |
| local_dir=dest_dir, token=hf_token(), revision=revision) | |
| def ffprobe(path): | |
| r = subprocess.run(["ffprobe", "-v", "error", "-print_format", "json", | |
| "-show_format", "-show_streams", path], | |
| capture_output=True, text=True, timeout=300) | |
| return json.loads(r.stdout) | |