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5.1 kB
| from __future__ import annotations | |
| import gzip | |
| import json | |
| from collections.abc import Iterator, Sequence | |
| from pathlib import Path | |
| from typing import Any, TextIO | |
| import glob | |
| SUPPORTED_SUFFIXES = (".jsonl", ".jsonl.gz", ".txt", ".txt.gz") | |
| def discover_paths(inputs: Sequence[str | Path]) -> list[Path]: | |
| found: set[Path] = set() | |
| for raw_input in inputs: | |
| raw = str(raw_input) | |
| path = Path(raw) | |
| if path.is_dir(): | |
| for candidate in path.rglob("*"): | |
| if candidate.is_file() and any( | |
| str(candidate).lower().endswith(suffix) | |
| for suffix in SUPPORTED_SUFFIXES | |
| ): | |
| found.add(candidate.resolve()) | |
| continue | |
| matches = [Path(item) for item in glob.glob(raw, recursive=True)] | |
| if matches: | |
| found.update(item.resolve() for item in matches if item.is_file()) | |
| elif path.is_file(): | |
| found.add(path.resolve()) | |
| return sorted(found) | |
| def open_text(path: Path) -> TextIO: | |
| if path.name.lower().endswith(".gz"): | |
| return gzip.open(path, "rt", encoding="utf-8", errors="replace") | |
| return path.open("r", encoding="utf-8", errors="replace") | |
| def iter_documents( | |
| paths: Sequence[Path], | |
| *, | |
| text_field: str = "text", | |
| txt_mode: str = "line", | |
| ) -> Iterator[dict[str, Any]]: | |
| if txt_mode not in {"line", "document"}: | |
| raise ValueError("txt_mode must be 'line' or 'document'") | |
| for path in paths: | |
| lower_name = path.name.lower() | |
| source_default = path.name.removesuffix(".gz") | |
| if lower_name.endswith((".jsonl", ".jsonl.gz")): | |
| with open_text(path) as handle: | |
| for line_number, line in enumerate(handle, start=1): | |
| if not line.strip(): | |
| continue | |
| try: | |
| row = json.loads(line) | |
| except json.JSONDecodeError as error: | |
| raise ValueError( | |
| f"Invalid JSON at {path}:{line_number}: {error}" | |
| ) from error | |
| if not isinstance(row, dict): | |
| raise ValueError( | |
| f"Expected a JSON object at {path}:{line_number}" | |
| ) | |
| text = row.get(text_field) | |
| if not isinstance(text, str): | |
| continue | |
| yield { | |
| "id": row.get("id", f"{path.name}:{line_number}"), | |
| "text": text, | |
| "source": row.get("source", source_default), | |
| "url": row.get("url"), | |
| "license": row.get("license"), | |
| } | |
| continue | |
| if lower_name.endswith((".txt", ".txt.gz")): | |
| with open_text(path) as handle: | |
| if txt_mode == "document": | |
| text = handle.read() | |
| if text.strip(): | |
| yield { | |
| "id": path.name, | |
| "text": text, | |
| "source": source_default, | |
| "url": None, | |
| "license": None, | |
| } | |
| else: | |
| for line_number, line in enumerate(handle, start=1): | |
| if line.strip(): | |
| yield { | |
| "id": f"{path.name}:{line_number}", | |
| "text": line.rstrip("\n"), | |
| "source": source_default, | |
| "url": None, | |
| "license": None, | |
| } | |
| class ShardedJsonlWriter: | |
| def __init__( | |
| self, | |
| output_dir: Path, | |
| split: str, | |
| *, | |
| documents_per_shard: int, | |
| ) -> None: | |
| self.output_dir = output_dir | |
| self.split = split | |
| self.documents_per_shard = documents_per_shard | |
| self.document_count = 0 | |
| self.shard_index = -1 | |
| self._handle: TextIO | None = None | |
| def _open_next(self) -> None: | |
| if self._handle is not None: | |
| self._handle.close() | |
| self.shard_index += 1 | |
| path = self.output_dir / f"{self.split}-{self.shard_index:05d}.jsonl" | |
| self._handle = path.open("w", encoding="utf-8", newline="\n") | |
| def write(self, row: dict[str, Any]) -> None: | |
| if self._handle is None or self.document_count % self.documents_per_shard == 0: | |
| self._open_next() | |
| assert self._handle is not None | |
| self._handle.write(json.dumps(row, ensure_ascii=False, separators=(",", ":"))) | |
| self._handle.write("\n") | |
| self.document_count += 1 | |
| def close(self) -> None: | |
| if self._handle is not None: | |
| self._handle.close() | |
| self._handle = None | |
| def __enter__(self) -> "ShardedJsonlWriter": | |
| return self | |
| def __exit__(self, *_: object) -> None: | |
| self.close() | |