from __future__ import annotations import argparse import glob import json import os import shutil from pathlib import Path from typing import Any import numpy as np from kawk50m.cli import configure_utf8_stdio def parse_args() -> argparse.Namespace: parser = argparse.ArgumentParser( description=( "Build an exact-size long-context CPT mix with hard links for full " "uint16 shards and a bounded copy only for the final partial shard." ) ) parser.add_argument("--base-input", nargs="+", required=True) parser.add_argument("--structured-input", nargs="+", required=True) parser.add_argument("--validation-bin", required=True) parser.add_argument("--output-dir", required=True) parser.add_argument("--base-target-tokens", type=int, default=2_800_000_000) parser.add_argument( "--structured-target-tokens", type=int, default=200_000_000 ) return parser.parse_args() def discover(values: list[str]) -> list[Path]: paths: set[Path] = set() for value in values: matches = [Path(item) for item in glob.glob(value)] if matches: paths.update(path.resolve() for path in matches if path.is_file()) else: candidate = Path(value) if candidate.is_file(): paths.add(candidate.resolve()) return sorted(paths) def token_count(path: Path) -> int: size = path.stat().st_size if size % np.dtype(np.uint16).itemsize: raise ValueError(f"Not a uint16 binary: {path}") return size // np.dtype(np.uint16).itemsize def copy_prefix(source: Path, destination: Path, tokens: int) -> None: remaining = tokens * np.dtype(np.uint16).itemsize with source.open("rb") as input_handle, destination.open("xb") as output_handle: while remaining: block = input_handle.read(min(remaining, 16 * 1024 * 1024)) if not block: raise EOFError(f"{source} ended before {tokens:,} tokens") output_handle.write(block) remaining -= len(block) def select_shards( *, sources: list[Path], destination_dir: Path, target_tokens: int, ) -> dict[str, Any]: if target_tokens <= 0: raise ValueError("Target token count must be positive") destination_dir.mkdir() selected: list[dict[str, Any]] = [] written = 0 for index, source in enumerate(sources): available = token_count(source) remaining = target_tokens - written if remaining <= 0: break take = min(available, remaining) destination = destination_dir / f"{index:05d}-{source.name}" if take == available: os.link(source, destination) mode = "hardlink" else: destination = destination.with_name(destination.stem + "-partial.bin") copy_prefix(source, destination, take) mode = "prefix-copy" selected.append( { "source": str(source), "output": str(destination), "source_tokens": available, "tokens": take, "mode": mode, } ) written += take if written != target_tokens: raise RuntimeError( f"Only {written:,} tokens were available for target {target_tokens:,}" ) return {"tokens": written, "files": selected} def main() -> None: configure_utf8_stdio() args = parse_args() output_dir = Path(args.output_dir) if output_dir.exists(): raise FileExistsError(f"Refusing to overwrite {output_dir}") base_sources = discover(args.base_input) structured_sources = discover(args.structured_input) validation_source = Path(args.validation_bin).resolve() if not base_sources: raise FileNotFoundError("No base token shards were found") if not structured_sources: raise FileNotFoundError("No structured token shards were found") if not validation_source.is_file(): raise FileNotFoundError(validation_source) output_dir.mkdir(parents=True) try: base = select_shards( sources=base_sources, destination_dir=output_dir / "base", target_tokens=args.base_target_tokens, ) structured = select_shards( sources=structured_sources, destination_dir=output_dir / "structured", target_tokens=args.structured_target_tokens, ) validation_destination = output_dir / "validation.bin" os.link(validation_source, validation_destination) manifest = { "dtype": "uint16", "base": base, "structured": structured, "validation": { "source": str(validation_source), "output": str(validation_destination), "tokens": token_count(validation_destination), "mode": "hardlink", }, "total_train_tokens": base["tokens"] + structured["tokens"], } (output_dir / "manifest.json").write_text( json.dumps(manifest, ensure_ascii=False, indent=2) + "\n", encoding="utf-8", ) print(json.dumps(manifest, ensure_ascii=False, indent=2)) except BaseException: shutil.rmtree(output_dir) raise if __name__ == "__main__": main()