terminal-data-pointers / docs /fetch_selected.py
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#!/usr/bin/env python3
"""Download the files of a selection of pointers and verify each one.
Usage:
python fetch_selected.py SELECTION --dest files/ [--manifests manifests/]
SELECTION is a CSV, TSV, JSON Lines or Parquet file (Parquet needs pyarrow).
Each row is either a row of a catalog table (columns uri, size_bytes, sha256,
md5, alt_uris, ...) or a full pointer from a manifest (fields uri, size_bytes,
hashes, range, ...). With --manifests, rows are completed from the downloaded
manifests by pointer_id, which adds the byte ranges and every hash that the
catalog tables do not carry; a selection then needs only a pointer_id column
(source and batch columns, when present, limit which batches are read).
For every row the script downloads uri (or, if that fails, each address in
alt_uris), requests only the byte range when the pointer has range, and checks
the number of bytes against size_bytes and the content against the sha256 and
md5 of the pointer. A file is written under --dest only when every check
passes. Rows that fail are listed in the failures file with the reason and
never replace an existing file. Only the Python standard library is needed.
"""
from __future__ import annotations
import argparse
import csv
import gzip
import hashlib
import json
import os
import posixpath
import sys
import time
import urllib.error
import urllib.parse
import urllib.request
from pathlib import Path
CHUNK = 1 << 20
USER_AGENT = "fetch_selected/1.0"
RETRIES = 3
HASHES = ("sha256", "md5")
# ---------- reading the selection ----------
def _maybe_json(v):
"""Parse a JSON object or list kept as text in a CSV cell."""
if isinstance(v, str) and v[:1] in "{[":
try:
return json.loads(v)
except ValueError:
return v
return v
def _lines(text: str) -> list:
# Split on newlines only: identifiers may contain other line separators.
return [x for x in text.split("\n") if x.strip()]
def read_table(path: Path) -> list:
"""Read a selection file into a list of dicts."""
name = path.name.lower()
if name.endswith(".parquet"):
try:
import pyarrow.parquet as pq
except ImportError:
sys.exit("reading Parquet needs pyarrow: pip install pyarrow (or save the selection as CSV)")
return pq.read_table(str(path)).to_pylist()
if name.endswith((".jsonl", ".ndjson", ".jsonl.gz")):
opener = gzip.open if name.endswith(".gz") else open
with opener(path, "rt", encoding="utf-8") as f:
return [json.loads(x) for x in _lines(f.read())]
if name.endswith((".csv", ".tsv")):
with path.open(encoding="utf-8", newline="") as f:
rows = list(csv.DictReader(f, delimiter="\t" if name.endswith(".tsv") else ","))
return [{k: _maybe_json(v) for k, v in r.items()} for r in rows]
sys.exit(f"{path}: unsupported selection format (use .csv, .tsv, .jsonl or .parquet)")
def _nullable_int(v):
if v is None or v == "" or isinstance(v, bool):
return None
try:
return int(v)
except (TypeError, ValueError):
return None
def normalize(row: dict) -> dict:
"""Bring a catalog row or a manifest pointer to one shape."""
hashes = row.get("hashes")
hashes = dict(hashes) if isinstance(hashes, dict) else {}
for name in HASHES:
if row.get(name) and not hashes.get(name):
hashes[name] = row[name]
alt = row.get("alt_uris") or []
if isinstance(alt, str):
# A list written to CSV by DuckDB looks like [a, b], without quotes.
alt = [x.strip().strip("'\"") for x in alt.strip("[]").split(",")] if alt.startswith("[") else [alt]
rng = row.get("range")
if not isinstance(rng, dict):
off, length = _nullable_int(row.get("range_offset")), _nullable_int(row.get("range_length"))
rng = {"offset": off, "length": length} if off is not None and length is not None else None
access = row.get("access") if isinstance(row.get("access"), dict) else {}
needs_auth = row.get("needs_auth")
if needs_auth is None:
needs_auth = access.get("needs_auth")
has_range = row.get("has_range")
return {
"pointer_id": str(row.get("pointer_id") or ""),
"source": row.get("source") or "",
"batch": row.get("batch") or "",
"uri": row.get("uri") or "",
"alt_uris": [str(u) for u in alt if u],
"size_bytes": _nullable_int(row.get("size_bytes")),
"hashes": {k: str(v).lower() for k, v in hashes.items() if k in HASHES and v},
"hash_source": row.get("hash_source") or "",
"hash_scope": row.get("hash_scope") or "file",
"range": rng,
"has_range": has_range in (True, "true", "True", "1", 1),
"needs_auth": needs_auth,
}
def manifest_rows(root: Path, scopes: set | None):
"""Yield every pointer in the manifests under root (a manifests folder or one batch folder)."""
if (root / "collection.json").is_file():
dirs = [root]
elif scopes:
dirs = [root / s / b for s, b in sorted(scopes) if (root / s / b / "collection.json").is_file()]
else:
dirs = sorted(p.parent for p in root.rglob("collection.json"))
for d in dirs:
for part in sorted(d.glob("part-*.jsonl.gz")) + sorted(d.glob("part-*.jsonl")):
opener = gzip.open if part.name.endswith(".gz") else open
with opener(part, "rt", encoding="utf-8") as f:
for line in f.read().split("\n"):
if line.strip():
yield json.loads(line)
def complete_from_manifests(rows: list, root: Path) -> tuple:
"""Replace each selected row by its full pointer from the manifests. Returns (rows, missing ids)."""
ids = [str(r.get("pointer_id") or "") for r in rows]
if not all(ids):
sys.exit("with --manifests, every row of the selection needs a pointer_id")
want = set(ids)
scopes = None
if all(r.get("source") and r.get("batch") for r in rows):
scopes = {(str(r["source"]), str(r["batch"])) for r in rows}
found = {}
for p in manifest_rows(root, scopes):
pid = p.get("pointer_id")
if pid in want and pid not in found:
found[pid] = p
if len(found) == len(want):
break
ordered = list(dict.fromkeys(ids))
return [found[i] for i in ordered if i in found], [i for i in ordered if i not in found]
# ---------- addresses and destinations ----------
def to_http(uri: str) -> str | None:
"""Turn a pointer address into one urllib can open, or None."""
if uri.startswith(("https://", "http://", "file://")):
return uri
if uri.startswith("s3://"):
bucket, _, key = uri[5:].partition("/")
return f"https://s3.amazonaws.com/{bucket}/{urllib.parse.quote(key)}"
if uri.startswith("hf://datasets/"):
# hf://datasets/<owner>/<name>@<revision>/<path>
owner, _, rest = uri[len("hf://datasets/"):].partition("/")
name_rev, _, path = rest.partition("/")
name, _, rev = name_rev.partition("@")
return f"https://huggingface.co/datasets/{owner}/{name}/resolve/{rev or 'main'}/{urllib.parse.quote(path)}"
return None
def addresses(row: dict) -> list:
out = []
for u in [row["uri"], *row["alt_uris"]]:
h = to_http(u)
if h and h not in out:
out.append(h)
# The generic s3 address goes last: regional buckets are reached through alt_uris.
if row["uri"].startswith("s3://") and len(out) > 1 and out[0] == to_http(row["uri"]):
out.append(out.pop(0))
return out
def destination(root: Path, row: dict) -> Path:
"""dest/<source>/<collection>/<path>, from the pointer_id <source>:<collection>:<path>."""
pid = row["pointer_id"]
parts = pid.split(":", 2)
if len(parts) == 3:
rel = "/".join(parts)
else:
rel = "/".join(x for x in (row["source"], hashlib.sha256((pid or row["uri"]).encode()).hexdigest()) if x)
rel = rel.replace("\\", "/")
clean = [p for p in posixpath.normpath(rel).split("/") if p not in ("", ".")]
if not clean or ".." in rel.split("/") or rel.startswith("/"):
raise ValueError(f"unsafe path in pointer_id: {pid!r}")
return Path(root, *clean)
# ---------- downloading and checking ----------
class Transient(Exception):
"""A network error worth retrying at the same address."""
def open_url(url: str, rng: dict | None, timeout: float):
"""Open url, or only its byte range. Returns a readable file object."""
if url.startswith("file://"):
f = open(urllib.request.url2pathname(urllib.parse.urlparse(url).path), "rb")
if rng:
f.seek(int(rng["offset"]))
return f
req = urllib.request.Request(url, headers={"User-Agent": USER_AGENT})
if rng:
start = int(rng["offset"])
req.add_header("Range", f"bytes={start}-{start + int(rng['length']) - 1}")
try:
resp = urllib.request.urlopen(req, timeout=timeout)
except urllib.error.HTTPError as e:
if e.code >= 500 or e.code == 429:
raise Transient(f"HTTP {e.code}") from e
raise
except (urllib.error.URLError, TimeoutError, ConnectionError) as e:
raise Transient(str(e)) from e
if rng and resp.status != 206:
resp.close()
raise ValueError(f"the server ignored the byte range (HTTP {resp.status}, not 206)")
return resp
def check(row: dict, size: int, got: dict) -> str | None:
"""None when the download matches the pointer, else the reason it does not."""
if row["size_bytes"] is not None and size != row["size_bytes"]:
return f"size mismatch: expected {row['size_bytes']}, got {size}"
for name in HASHES:
want = row["hashes"].get(name)
if want and got[name] != want:
return f"{name} mismatch: expected {want}, got {got[name]}"
return None
def download(url: str, row: dict, part: Path, timeout: float) -> tuple:
"""Stream url into part while hashing. Returns (bytes read, digests)."""
hs = {name: hashlib.new(name) for name in HASHES}
limit = int(row["range"]["length"]) if row["range"] else None
n = 0
with open_url(url, row["range"], timeout) as src, open(part, "wb") as out:
while True:
want = CHUNK if limit is None else min(CHUNK, limit - n)
if want <= 0:
break
try:
b = src.read(want)
except (TimeoutError, ConnectionError, OSError) as e:
raise Transient(str(e)) from e
if not b:
break
out.write(b)
for h in hs.values():
h.update(b)
n += len(b)
return n, {k: h.hexdigest() for k, h in hs.items()}
def hash_file(path: Path) -> tuple:
hs = {name: hashlib.new(name) for name in HASHES}
n = 0
with open(path, "rb") as f:
for b in iter(lambda: f.read(CHUNK), b""):
for h in hs.values():
h.update(b)
n += len(b)
return n, {k: h.hexdigest() for k, h in hs.items()}
def precheck(row: dict) -> str | None:
"""Reasons a row cannot be fetched and verified by this script."""
if not row["uri"]:
return "no uri"
if row["needs_auth"] not in (None, False, "", "no", "false", "False", "unknown"):
return "the source requires a login, a guestbook or a form; follow its procedure"
if row["hash_scope"] != "file":
return f"hash_scope {row['hash_scope']} is not supported here; see retrieval.md"
if row["has_range"] and not row["range"]:
return "the pointer has a byte range that the selection does not carry; rerun with --manifests"
if not row["hashes"] and row["hash_source"] != "computed_on_fetch":
return "no sha256 or md5 to check against"
return None
def fetch_row(row: dict, dest_root: Path, timeout: float, sleep=time.sleep) -> dict:
"""Fetch and verify one row. Returns a result dict with status ok, present, unverified or failed."""
res = {"pointer_id": row["pointer_id"], "uri": row["uri"]}
why = precheck(row)
if why:
return {**res, "status": "failed", "reason": why}
try:
dest = destination(dest_root, row)
except ValueError as e:
return {**res, "status": "failed", "reason": str(e)}
res["path"] = str(dest)
if dest.exists():
size, got = hash_file(dest)
why = check(row, size, got)
if why:
return {**res, "status": "failed", "reason": f"a different file is already there, not replaced ({why})"}
return {**res, "status": "present"}
urls = addresses(row)
if not urls:
return {**res, "status": "failed", "reason": f"no downloadable address for {row['uri']}"}
dest.parent.mkdir(parents=True, exist_ok=True)
part = dest.with_name(dest.name + ".part")
errors = []
for url in urls:
for attempt in range(RETRIES + 1):
try:
size, got = download(url, row, part, timeout)
except Transient as e:
part.unlink(missing_ok=True)
if attempt < RETRIES:
sleep(2 ** attempt)
continue
errors.append(f"{url}: {e}")
break
except (urllib.error.HTTPError, ValueError, OSError) as e:
part.unlink(missing_ok=True)
errors.append(f"{url}: {e}")
break
why = check(row, size, got)
if why:
part.unlink(missing_ok=True)
errors.append(f"{url}: {why}")
break
if dest.exists():
part.unlink(missing_ok=True)
return {**res, "status": "failed", "reason": "a file appeared at the destination meanwhile, not replaced"}
os.replace(part, dest)
status = "ok" if row["hashes"] else "unverified"
out = {**res, "status": status, "url": url, "size_bytes": size}
if status == "unverified":
# The source publishes no hash: keep the one computed here with the file.
out["computed"] = got
return out
return {**res, "status": "failed", "reason": "; ".join(errors)}
def run(rows: list, dest_root: Path, failures: Path, *, timeout: float = 120, max_files: int | None = None,
max_bytes: int | None = None, missing: list = (), sleep=time.sleep) -> dict:
"""Fetch every row; write failures (and ids not found) to the failures file. Returns a summary."""
counts = {"ok": 0, "present": 0, "unverified": 0, "failed": 0, "not_found": len(missing), "over_limit": 0}
unverified = []
total = 0
failures.parent.mkdir(parents=True, exist_ok=True)
with open(failures, "w", encoding="utf-8") as fail:
for pid in missing:
fail.write(json.dumps({"pointer_id": pid, "status": "failed",
"reason": "not found in the manifests"}, ensure_ascii=False) + "\n")
fetched = 0
for raw in rows:
row = normalize(raw)
size = row["size_bytes"] or 0
if (max_files is not None and fetched >= max_files) or (max_bytes is not None and total + size > max_bytes):
counts["over_limit"] += 1
continue
r = fetch_row(row, dest_root, timeout, sleep)
counts[r["status"]] += 1
if r["status"] == "failed":
fail.write(json.dumps(r, ensure_ascii=False) + "\n")
elif r["status"] == "unverified":
unverified.append(r)
if r["status"] in ("ok", "unverified"):
fetched += 1
total += r.get("size_bytes") or 0
if unverified:
with open(dest_root / "unverified.jsonl", "a", encoding="utf-8") as f:
for r in unverified:
f.write(json.dumps(r, ensure_ascii=False) + "\n")
return {**counts, "bytes": total, "failures_file": str(failures)}
def main(argv=None) -> int:
ap = argparse.ArgumentParser(description="Download and verify the files of a selection of pointers.")
ap.add_argument("selection", type=Path, help="CSV, TSV, JSON Lines or Parquet file of selected pointers")
ap.add_argument("--dest", type=Path, required=True, help="folder to write the files under")
ap.add_argument("--manifests", type=Path, help="downloaded manifests folder, to complete rows by pointer_id")
ap.add_argument("--failures", type=Path, help="where to list failed rows (default: <dest>/failures.jsonl)")
ap.add_argument("--max-files", type=int, help="stop after this many downloaded files")
ap.add_argument("--max-bytes", type=int, help="skip files that would take the total over this many bytes")
ap.add_argument("--timeout", type=float, default=120, help="seconds to wait on a stalled connection")
a = ap.parse_args(argv)
rows = read_table(a.selection)
missing = []
if a.manifests:
rows, missing = complete_from_manifests(rows, a.manifests)
a.dest.mkdir(parents=True, exist_ok=True)
summary = run(rows, a.dest, a.failures or a.dest / "failures.jsonl", timeout=a.timeout,
max_files=a.max_files, max_bytes=a.max_bytes, missing=missing)
print(json.dumps(summary, indent=2))
return 0 if summary["failed"] == 0 and summary["not_found"] == 0 else 1
if __name__ == "__main__":
sys.exit(main())