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Download code/scripts/exclude_kanripo_unknown.py from kuramot6f/classical-ja-pretrain: direct link, hf CLI and curl.
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https://huggingface.co/datasets/kuramot6f/classical-ja-pretrain/resolve/main/code/scripts/exclude_kanripo_unknown.py
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hf download hf://datasets/kuramot6f/classical-ja-pretrain/code/scripts/exclude_kanripo_unknown.py
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curl -L -o exclude_kanripo_unknown.py https://huggingface.co/datasets/kuramot6f/classical-ja-pretrain/resolve/main/code/scripts/exclude_kanripo_unknown.py
8.3 kB
| """Create corpus/token derivatives excluding the audited unknown-era Kanripo IDs.""" | |
| import argparse | |
| from collections import Counter | |
| import hashlib | |
| import json | |
| from pathlib import Path | |
| import shutil | |
| import numpy as np | |
| from sentencepiece_unigram import now, read_json, sha, write_json | |
| def excluded(row): | |
| return row['source']=='kanripo' and row['date_evidence'].get('dynasty')=='時代不明' | |
| def main(): | |
| p=argparse.ArgumentParser(description=__doc__) | |
| p.add_argument('--input',type=Path,default=Path('unified/pretrain-v1/build-002')) | |
| p.add_argument('--tokens',type=Path,default=Path('unified/tokens-v1/build-001')) | |
| p.add_argument('--audit',type=Path,default=Path('kanripo/unknown-era-audit/run-001')) | |
| p.add_argument('--output',type=Path,default=Path('unified/pretrain-v1/build-003')) | |
| p.add_argument('--token-output',type=Path,default=Path('unified/tokens-v1/build-002')) | |
| a=p.parse_args() | |
| cm,tm,am=(read_json(a.input/'manifest.json'),read_json(a.tokens/'manifest.json'),read_json(a.audit/'report.json')) | |
| if not all(m['complete'] for m in (cm,tm,am)): | |
| raise ValueError('Incomplete inputs') | |
| src=a.input/'pretrain.jsonl' | |
| if sha(src)!=cm['output_sha256'][src.name] or tm['input_sha256']!=cm['output_sha256'][src.name] or am['input_sha256']!=tm['input_sha256']: | |
| raise ValueError('Input identity mismatch') | |
| for name,expected in tm['files'].items(): | |
| if sha(a.tokens/name)!=expected: | |
| raise ValueError('Token input hash mismatch: '+name) | |
| with (a.audit/'documents.jsonl').open() as f: | |
| audit_ids={json.loads(l)['id'] for l in f} | |
| if len(audit_ids)!=6674: | |
| raise ValueError('Expected exactly 6674 audited exclusion IDs') | |
| a.output.mkdir(parents=True,exist_ok=False) | |
| a.token_output.mkdir(parents=True,exist_ok=False) | |
| manifest=dict(complete=False,started=now(),input=str(a.input.resolve()), | |
| input_manifest_sha256=sha(a.input/'manifest.json'), | |
| input_sha256=tm['input_sha256'],audit_report_sha256=sha(a.audit/'report.json'), | |
| policy='Exclude exactly audited Kanripo files with unknown catalog dynasty; preserve all other rows verbatim', | |
| script_sha256=sha(__file__)) | |
| write_json(a.output/'manifest.json',manifest) | |
| token_manifest=dict(complete=False,started=now(),parent=str(a.tokens.resolve()), | |
| parent_manifest_sha256=sha(a.tokens/'manifest.json'), | |
| tokenizer_sha256=tm['tokenizer_sha256'],vocab_size=tm['vocab_size'],dtype=tm['dtype'], | |
| script_sha256=sha(__file__),encoding=tm['encoding'], | |
| policy='Copy retained document token slices exactly; no re-encoding') | |
| write_json(a.token_output/'manifest.json',token_manifest) | |
| original=np.memmap(a.tokens/'tokens.bin',dtype='<u4',mode='r') | |
| kept,removed,token_counts,chars=Counter(),Counter(),Counter(),Counter() | |
| removed_ids,removed_works=set(),set() | |
| offset=0 | |
| parent_offset=0 | |
| with src.open('rb') as source, (a.tokens/'documents.jsonl').open() as metadata, \ | |
| (a.output/'pretrain.jsonl').open('wb') as corpus, \ | |
| (a.output/'excluded.jsonl').open('w') as exclusions, \ | |
| (a.token_output/'documents.jsonl').open('w') as documents, \ | |
| (a.token_output/'tokens.bin').open('wb') as tokens: | |
| for raw in source: | |
| r,m=json.loads(raw),json.loads(next(metadata)) | |
| if r['id']!=m['id'] or r['text_sha256']!=m['text_sha256'] or m['offset']!=parent_offset: | |
| raise ValueError('Source/token metadata alignment failed') | |
| parent_offset+=m['tokens'] | |
| if excluded(r)!=(r['id'] in audit_ids): | |
| raise ValueError('Exclusion policy does not match audited IDs') | |
| if excluded(r): | |
| removed[r['source']]+=1 | |
| removed_ids.add(r['id']);removed_works.add(r['source_document_id']) | |
| exclusions.write(json.dumps(dict(id=r['id'],source=r['source'],title=r['title'], | |
| source_document_id=r['source_document_id'],text_sha256=r['text_sha256'], | |
| tokens=m['tokens'],reason='user_excluded_kanripo_unknown_dynasty'),ensure_ascii=False)+'\n') | |
| continue | |
| if hashlib.sha256(r['text'].encode()).hexdigest()!=r['text_sha256']: | |
| raise ValueError('Source document hash mismatch') | |
| corpus.write(raw) | |
| ids=original[m['offset']:m['offset']+m['tokens']] | |
| if len(ids)!=m['tokens'] or ids[0]!=1 or ids[-1]!=2: | |
| raise ValueError('Invalid retained tokens') | |
| tokens.write(ids.tobytes()) | |
| m['offset']=offset | |
| documents.write(json.dumps(m,ensure_ascii=False)+'\n') | |
| kept[r['source']]+=1;token_counts[r['source']]+=m['tokens'];chars[r['source']]+=len(r['text']) | |
| offset+=m['tokens'] | |
| if next(metadata,None) is not None or parent_offset!=len(original): | |
| raise ValueError('Incomplete source coverage') | |
| if removed_ids!=audit_ids or len(removed_works)!=1881: | |
| raise ValueError('Excluded IDs/work count mismatch') | |
| if sum(kept.values())!=tm['documents']-6674: | |
| raise ValueError('Kept count mismatch') | |
| for name in ('tokenizer.model','tokenizer_wrapper.py'): | |
| shutil.copyfile(a.tokens/name,a.token_output/name) | |
| # Independently compare every persisted slice and metadata row to its parent. | |
| copied=np.memmap(a.token_output/'tokens.bin',dtype='<u4',mode='r') | |
| verified=0 | |
| with (a.tokens/'documents.jsonl').open() as old, (a.token_output/'documents.jsonl').open() as new: | |
| for line in old: | |
| before=json.loads(line) | |
| if before['id'] in audit_ids: | |
| continue | |
| after=json.loads(next(new)) | |
| old_offset,new_offset=before.pop('offset'),after.pop('offset') | |
| if before!=after: | |
| raise ValueError('Retained token metadata changed') | |
| length=before['tokens'] | |
| if not np.array_equal(original[old_offset:old_offset+length],copied[new_offset:new_offset+length]): | |
| raise ValueError('Retained token IDs changed') | |
| verified+=1 | |
| if next(new,None) is not None: | |
| raise ValueError('Unexpected retained rows') | |
| # Re-read corpus and confirm exact retained source bytes and exclusion absence. | |
| with src.open('rb') as old, (a.output/'pretrain.jsonl').open('rb') as new: | |
| for line in old: | |
| if json.loads(line)['id'] not in audit_ids and line!=next(new): | |
| raise ValueError('Retained corpus bytes changed') | |
| if next(new,None) is not None: | |
| raise ValueError('Unexpected corpus rows') | |
| verification=dict(complete=True,excluded_files=len(removed_ids),excluded_works=len(removed_works), | |
| kept_files=verified,kept_tokens=offset,all_retained_text_bytes_identical=True, | |
| all_retained_token_ids_identical=True,excluded_id_overlap=0) | |
| write_json(a.output/'verification.json',verification) | |
| write_json(a.token_output/'verification.json',verification) | |
| report=dict(kept_units=sum(kept.values()),kept_characters=sum(chars.values()),tokens=offset, | |
| excluded_files=len(removed_ids),excluded_works=len(removed_works), | |
| removed_tokens=tm['tokens']-offset, | |
| counts={s:dict(kept_units=n,kept_chars=chars[s],tokens=token_counts[s]) for s,n in kept.items()}) | |
| write_json(a.output/'report.json',report) | |
| corpus_sha=sha(a.output/'pretrain.jsonl') | |
| manifest.update(complete=True,finished=now(),output_sha256={p.name:sha(p) for p in a.output.iterdir() if p.name!='manifest.json'}) | |
| write_json(a.output/'manifest.json',manifest) | |
| token_manifest.update(complete=True,finished=now(),input=str((a.output/'pretrain.jsonl').resolve()), | |
| input_sha256=corpus_sha,documents=verified,tokens=offset,by_source=dict(token_counts), | |
| files={p.name:sha(p) for p in a.token_output.iterdir() if p.name!='manifest.json'}) | |
| write_json(a.token_output/'manifest.json',token_manifest) | |
| print(json.dumps(report,ensure_ascii=False,indent=2),flush=True) | |
| if __name__=='__main__': | |
| main() | |