from collections import Counter from dataclasses import dataclass import json from pathlib import Path import random import shutil from omegaconf import OmegaConf from rich import print from refined_v4.data import load_rows,write_rows,atomic_json,signature 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/clear-mixed-v1') tokens: int=2097152 benchmark_fraction: float=.5 seed: int=6719 def build(config: Config): source,root=Path(config.source),Path(config.root) if (root/'dataset.json').exists(): raise ValueError('Mixture dataset already frozen') report=json.loads((source/'dataset.json').read_text()) report.update(revision='clear-benchmark-mixture-v1',source=str(source),sft_tokens=config.tokens, benchmark_draw_probability=config.benchmark_fraction,seed=config.seed) for task in TASKS: rows=load_rows(source,task,'sft') shutil.copytree(source/'data'/task,root/'data'/task,dirs_exist_ok=True) corpus=documents(rows,config.tokens,random.Random(config.seed),config.benchmark_fraction) target=root/'sft'/task/'train.jsonl.gz' write_rows(target,corpus) lookup={r['source_id']:r for r in rows} counts=Counter('benchmark' if authentic(lookup[e['source_id']]) else 'synthetic' for doc in corpus for e in doc['examples']) item=report['tasks'][task] item.update(documents=len(corpus),document_example_counts=dict(Counter(len(d['examples']) for d in corpus)), sft_sha256=signature(target),packed_example_origins=dict(counts), mixture='Sample source origin first, then uniformly sample its programs; retain native complete few-shot documents.') for split in ('sft','rl','calibration','dev','test'): relative=Path('data')/task/(split+'.jsonl.gz') assert signature(root/relative)==signature(source/relative) atomic_json(root/'dataset.json',report) print('[green]Balanced benchmark/synthetic native SFT built; all source and RL/evaluation pools unchanged[/green]') if __name__=='__main__': build(OmegaConf.to_object(OmegaConf.merge(OmegaConf.structured(Config),OmegaConf.from_cli())))