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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()) | |