import ast from collections import Counter from concurrent.futures import ThreadPoolExecutor,as_completed from dataclasses import dataclass import fcntl import hashlib import json from pathlib import Path import random import shutil from omegaconf import OmegaConf from rich import print from tqdm import tqdm from hinted_rl import code from refined_v4.data import load_rows,write_rows,signature,atomic_json from . import ROOT,TASKS from .audit import authentic from .data import documents @dataclass class Config: source: str=str(ROOT/'variants/clear-reference-v1') root: str=str(ROOT/'variants/verified-reference-pilot-v1') workers: int=8 seed: int=6719 def contract_key(row: dict): tree=ast.parse(row['reference']) for node in ast.walk(tree): if isinstance(node,(ast.Module,ast.FunctionDef,ast.AsyncFunctionDef,ast.ClassDef)) and node.body: first=node.body[0] if isinstance(first,ast.Expr) and isinstance(first.value,ast.Constant) and isinstance(first.value.value,str): node.body=node.body[1:] value=[ast.dump(tree),row['tests'],row.get('setup','')] return hashlib.sha256(json.dumps(value,sort_keys=True).encode()).hexdigest() def read_checked(path: Path): checked={} if not path.exists():return checked with path.open('r+b') as stream: while True: start=stream.tell();line=stream.readline() if not line:break if not line.endswith(b'\n'): stream.seek(start);stream.truncate();break value=json.loads(line);checked[value['key']]=value['passed'] return checked def build(config: Config): source,root=Path(config.source),Path(config.root) root.mkdir(parents=True,exist_ok=True) if (root/'dataset.json').exists():raise ValueError('Consistent-example SFT data already frozen') pools={task:load_rows(source,task,'sft') for task in TASKS} unique={contract_key(row):row for rows in pools.values() for row in rows} cache=ROOT/'quality';cache.mkdir(exist_ok=True) worker=Path(code.__file__).with_name('code_worker.py') revision=signature(worker)+'-'+signature(Path(code.__file__))+'-'+code.python_version() path=cache/(hashlib.sha256(revision.encode()).hexdigest()+'.jsonl') with (cache/'audit.lock').open('a') as lock: fcntl.flock(lock,fcntl.LOCK_EX) checked=read_checked(path) missing=[key for key in unique if key not in checked] with path.open('a',buffering=1) as stream,ThreadPoolExecutor(max_workers=config.workers) as executor: futures={executor.submit(code.execute,unique[key]['reference'],tuple(unique[key]['tests']),unique[key].get('setup','')):key for key in missing} for future in tqdm(as_completed(futures),total=len(futures),desc='Check each unique SFT example once',colour='green',mininterval=5): key=futures[future];passed=bool(future.result()) checked[key]=passed stream.write(json.dumps(dict(key=key,passed=passed))+'\n') report=json.loads((source/'dataset.json').read_text()) report.update(revision='consistent-example-sft-v1',source=str(source),seed=config.seed, quality_policy='Discard synthetic programs that contradict their existing example assertions. Check each unique program/test contract once, sharing results across native formats. No rewritten expected values or altered benchmark tests. This checks example consistency, not complete semantic correctness.', verification_cache=str(path),verification_revision=revision) for task in TASKS: rows=pools[task] rejected=[row for row in rows if not checked[contract_key(row)]] if any(authentic(row) for row in rejected): atomic_json(root/(task+'-benchmark-failures.json'),[r['source_id'] for r in rejected if authentic(r)]) raise ValueError('Authentic benchmark gold failed; investigate instead of silently dropping it') retained=[row for row in rows if checked[contract_key(row)]] shutil.copytree(source/'data'/task,root/'data'/task,dirs_exist_ok=True) write_rows(root/'data'/task/'sft.jsonl.gz',retained) corpus=documents(retained,report['sft_tokens'],random.Random(config.seed),balance_groups=True) target=root/'sft'/task/'train.jsonl.gz';write_rows(target,corpus) item=report['tasks'][task] item.update(rows=dict(item['rows'],sft=len(retained)),documents=len(corpus),source_groups=len({r['group'] for r in retained}), rejected_inconsistent_examples=len(rejected),rejected_source_ids=[r['source_id'] for r in rejected], document_example_counts=dict(Counter(len(d['examples']) for d in corpus)),sft_sha256=signature(target)) item.setdefault('hint_coverage',{})['sft']={str(n):sum(n in r['hint_levels'] for r in retained) for n in range(1,17)} item['assets']['data/'+task+'/sft.jsonl.gz']=signature(root/'data'/task/'sft.jsonl.gz') for split in ('rl','calibration','dev','test'): assert signature(root/'data'/task/(split+'.jsonl.gz'))==signature(source/'data'/task/(split+'.jsonl.gz')) atomic_json(root/'build-progress.json',report) print('[cyan]Example consistency[/cyan]',task,len(retained),'retained;',len(rejected),'rejected',flush=True) atomic_json(root/'dataset.json',report) if __name__=='__main__': build(OmegaConf.to_object(OmegaConf.merge(OmegaConf.structured(Config),OmegaConf.from_cli())))