#!/usr/bin/env bash set -euo pipefail PROJECT_DIR="${PROJECT_DIR:-/workspace/KAWK50M}" CLEAN_DIR="${CLEAN_DIR:-data/clean-v2-full}" TOKENIZER_DIR="${TOKENIZER_DIR:-artifacts/tokenizer-20k-v3}" OUTPUT_DIR="${OUTPUT_DIR:-data/tokenized-v2-20b/initial}" WORKERS="${WORKERS:-16}" cd "${PROJECT_DIR}" source "${PROJECT_DIR}/.venv/bin/activate" if [[ -e "${OUTPUT_DIR}" ]]; then echo "Refusing to overwrite existing output: ${OUTPUT_DIR}" >&2 exit 1 fi mkdir -p "${OUTPUT_DIR}" find "${CLEAN_DIR}" -maxdepth 1 -type f -name "train-*.jsonl" -print0 \ | sort -z \ | xargs -0 -r -P "${WORKERS}" -I '{}' bash -c ' input="$1" output_dir="$2" tokenizer_dir="$3" stem="$(basename "${input%.jsonl}")" python -u -m scripts.tokenize_shard \ --input "${input}" \ --tokenizer-dir "${tokenizer_dir}" \ --output "${output_dir}/${stem}.bin" \ --batch-size 64 ' _ '{}' "${OUTPUT_DIR}" "${TOKENIZER_DIR}" python - "${OUTPUT_DIR}" <<'PY' from __future__ import annotations import json import sys from pathlib import Path output_dir = Path(sys.argv[1]) parts = sorted(output_dir.glob("*.bin")) metadata = [json.loads(path.with_suffix(".json").read_text(encoding="utf-8")) for path in parts] summary = { "parts": len(parts), "tokens": sum(int(row["tokens"]) for row in metadata), "bytes": sum(int(row["bytes"]) for row in metadata), "documents_written": sum(int(row["documents_written"]) for row in metadata), } (output_dir / "manifest.json").write_text( json.dumps(summary, ensure_ascii=False, indent=2) + "\n", encoding="utf-8", ) print(json.dumps(summary, ensure_ascii=False, indent=2)) PY