from concurrent.futures import ThreadPoolExecutor from dataclasses import dataclass import hashlib import json from pathlib import Path from huggingface_hub import HfApi from omegaconf import OmegaConf from rich import print from tqdm import tqdm from budget_rl.archive import archive_case, ensure_destination from refined_v4.study import read, write from .data import ROOT @dataclass class Config: root: str = str(ROOT) repo: str = 'davidheineman/tiny-rl-refined-math-v1' workers: int = 2 def main(config: Config): root = Path(config.root) if not 1 <= config.workers <= 4: raise ValueError('Archive concurrency must be in [1, 4]') referenced = {path.resolve() for path in (root / 'iterations').glob('*/runs/*/*/*/sft.pt') if path.is_symlink()} cases = [] # These completed controls were superseded; selected/current suites stay local. for suite in ('optim-v1', 'attention-v1'): plan = read(root / 'iterations' / suite / 'plan.json') for case in plan['cases']: folder = Path(case['output']) if not (folder / 'complete.json').exists(): continue complete = read(folder / 'complete.json') if complete['sft_tokens'] != 2097152 or complete['rl_rollouts'] != 65536: continue if any((folder / filename).resolve() in referenced for filename in ('sft.pt', 'rl.pt')): continue cases.append(dict(key=suite + '__' + case['key'], folder=str(folder), reuse=False)) policy = dict(repo=config.repo, repo_type='model', private=False, suites=['optim-v1', 'attention-v1'], sft_tokens=2097152, rl_rollouts=65536, authorization='User AGENTS.md storage instructions allow archiving old data to Hugging Face before local removal.', retention='Selected/current suites and any referenced SFT weights stay local. Delete superseded completed copies only after remote LFS SHA256 and size verification.') protocol = dict(sft_tokens=2097152, rl_rollouts=65536, signature=hashlib.sha256(json.dumps(policy, sort_keys=True).encode()).hexdigest()) output = root / 'archive-negative-v1' output.mkdir(exist_ok=True) write(output / 'archive-policy.json', policy) write(output / 'plan.json', dict(protocol=protocol, cases=cases)) api = HfApi() ensure_destination(api, config.repo, 'model', False, True) def archive(case): return archive_case(case, protocol, None, config.repo, 'model', False) with ThreadPoolExecutor(max_workers=config.workers) as pool: futures = [pool.submit(archive, case) for case in cases] for future in tqdm(futures, desc='Archive superseded math checkpoints', colour='cyan'): record = future.result() print('[green]Remote checkpoint hashes verified[/green]', record['prefix']) write(output / 'complete.json', dict(cases=len(cases), repo=config.repo, protocol=protocol)) if __name__ == '__main__': main(OmegaConf.to_object(OmegaConf.merge(OmegaConf.structured(Config), OmegaConf.from_cli())))