#!/usr/bin/env python3 """Generate or check fast-tokenizer references at the revisions in manifest.json. Adapted from apocryphx/swift-transformers PR #360; see README.md for attribution. Only Python reference outputs are written; Swift output never becomes a golden. """ import argparse import datetime import json from pathlib import Path import tokenizers import transformers from transformers import AutoTokenizer ROOT = Path(__file__).resolve().parent.parent def main(): parser = argparse.ArgumentParser(description=__doc__) parser.add_argument('--check', action='store_true', help='Compare reference entries without writing files') args = parser.parse_args() manifest = json.loads((ROOT / 'manifest.json').read_text(encoding='utf-8')) failed = False for corpus in manifest['corpora']: inputs = json.loads((ROOT / corpus['inputs']).read_text(encoding='utf-8')) assert inputs and len({i['id'] for i in inputs}) == len(inputs), 'Empty corpus or duplicate IDs' for spec in corpus['baselines']: model = spec['model_id'] revision = spec['revision'] assert len(revision) == 40 and all(c in '0123456789abcdef' for c in revision) print(f'{corpus["id"]}: {model}@{revision}', flush=True) tokenizer = AutoTokenizer.from_pretrained(model, revision=revision, use_fast=True) assert tokenizer.is_fast, 'References must use the fast tokenizer' entries = [] for row in inputs: ids = tokenizer(row['text'], add_special_tokens=True)['input_ids'] entries.append({ 'id': row['id'], 'input_ids': ids, 'tokens': tokenizer.convert_ids_to_tokens(ids), 'decoded_with_special': tokenizer.decode(ids, skip_special_tokens=False), 'decoded_skip_special': tokenizer.decode(ids, skip_special_tokens=True), }) path = ROOT / spec['path'] if args.check: previous = json.loads(path.read_text(encoding='utf-8'))['entries'] matches = previous == entries print(f' {len(entries)} entries: {"MATCH" if matches else "DIFFER"}', flush=True) failed |= not matches continue payload = { 'metadata': { 'model_id': model, 'model_revision': revision, 'transformers_version': transformers.__version__, 'tokenizers_version': tokenizers.__version__, 'generated_at': datetime.datetime.now(datetime.timezone.utc).replace(microsecond=0).isoformat(), 'input_count': len(entries), }, 'entries': entries, } path.parent.mkdir(parents=True, exist_ok=True) path.write_text(json.dumps(payload, ensure_ascii=False, indent=2) + '\n', encoding='utf-8') raise SystemExit(1 if failed else 0) if __name__ == '__main__': main()