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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)
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