dci-experiment-corpus / scripts /trim_nested_scaling_corpus.py
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#!/usr/bin/env python3
"""Reconstruct a paper scaling corpus as a prefix of the archived 10M corpus.
The canonical collection is ordered as 100,195 BrowseComp-Plus documents
followed by the deterministic FineWeb stream. The paper's lower-scale corpora
are nested prefixes. The exact observed document counts are:
100k -> 100,195
200k -> 200,197
400k -> 400,195
800k -> 800,195
10m -> 10,000,195
Output uses Pyserini JsonCollection-compatible JSONL shards.
"""
from __future__ import annotations
import argparse
import contextlib
import hashlib
import json
import subprocess
from pathlib import Path
from typing import BinaryIO, Iterator
SIZES = {
"100k": 100_195,
"200k": 200_197,
"400k": 400_195,
"800k": 800_195,
"10m": 10_000_195,
}
@contextlib.contextmanager
def open_source(path: Path) -> Iterator[BinaryIO]:
if path.suffix != ".zst":
with path.open("rb") as handle:
yield handle
return
process = subprocess.Popen(
["zstd", "-dc", "--long=31", str(path)],
stdout=subprocess.PIPE,
)
if process.stdout is None:
process.kill()
raise RuntimeError(f"Could not open zstd output stream for {path}")
try:
yield process.stdout
finally:
process.stdout.close()
return_code = process.wait()
# A requested prefix can end inside a compressed shard. Closing the
# pipe then gives zstd SIGPIPE, which is expected and not corruption.
if return_code not in (0, -13, 141):
raise RuntimeError(f"zstd failed with status {return_code}: {path}")
def main() -> None:
parser = argparse.ArgumentParser()
parser.add_argument("--source", type=Path, required=True)
parser.add_argument("--size", choices=SIZES, required=True)
parser.add_argument("--output", type=Path, required=True)
parser.add_argument("--docs-per-shard", type=int, default=100_000)
args = parser.parse_args()
target = SIZES[args.size]
compressed_files = sorted(args.source.glob("docs_*.jsonl.zst"))
source_files = compressed_files or sorted(args.source.glob("docs_*.jsonl"))
if not source_files:
raise SystemExit(
f"No docs_*.jsonl.zst or docs_*.jsonl files found under {args.source}"
)
if args.docs_per_shard <= 0:
raise SystemExit("--docs-per-shard must be positive")
args.output.mkdir(parents=True, exist_ok=True)
copied = 0
shard_index = 0
in_shard = 0
output_handle = None
digest = hashlib.sha256()
try:
for source_file in source_files:
with open_source(source_file) as source_handle:
for line in source_handle:
if copied >= target:
break
if output_handle is None or in_shard >= args.docs_per_shard:
if output_handle is not None:
output_handle.close()
output_path = args.output / f"docs_{shard_index:05d}.jsonl"
output_handle = output_path.open("wb")
shard_index += 1
in_shard = 0
output_handle.write(line)
digest.update(line)
copied += 1
in_shard += 1
if copied >= target:
break
finally:
if output_handle is not None:
output_handle.close()
if copied != target:
raise SystemExit(f"Source exhausted at {copied:,}; expected {target:,}")
manifest = {
"variant": args.size,
"doc_count": copied,
"docs_per_shard": args.docs_per_shard,
"shard_count": shard_index,
"source": str(args.source),
"construction": "ordered prefix of canonical 10M collection",
"content_sha256": digest.hexdigest(),
}
(args.output / "manifest.json").write_text(
json.dumps(manifest, indent=2) + "\n", encoding="utf-8"
)
print(json.dumps(manifest, indent=2))
if __name__ == "__main__":
main()