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| import os | |
| import time | |
| import tarfile | |
| import hashlib | |
| import shutil | |
| import argparse | |
| import sys | |
| from enum import Enum, auto | |
| from pathlib import Path | |
| from typing import Optional | |
| from dataclasses import dataclass | |
| from contextlib import contextmanager | |
| import logging | |
| from dotenv import load_dotenv | |
| from huggingface_hub import CommitScheduler, HfApi | |
| class SyncMode(Enum): | |
| INIT_ONLY = auto() # 只执行初始化 | |
| SYNC_ONLY = auto() # 只执行同步 | |
| BOTH = auto() # 执行初始化和同步 | |
| class Config: | |
| repo_id: str | |
| sync_interval: int | |
| data_path: Path | |
| sync_path: Path | |
| tmp_path: Path | |
| archive_name: str | |
| def from_env(cls): | |
| load_dotenv() | |
| repo_id = os.getenv('HF_DATASET_REPO_ID') | |
| if not repo_id: | |
| raise ValueError("HF_DATASET_REPO_ID must be set") | |
| return cls( | |
| repo_id=repo_id, | |
| sync_interval=int(os.getenv('SYNC_INTERVAL', '5')), | |
| data_path=Path("/data"), | |
| sync_path=Path("/sync"), | |
| tmp_path=Path("/tmp/sync"), | |
| archive_name="data.tar.gz" | |
| ) | |
| class Logger: | |
| def __init__(self): | |
| logging.basicConfig( | |
| level=logging.INFO, | |
| format='%(asctime)s - %(name)s - %(levelname)s - %(message)s' | |
| ) | |
| self.logger = logging.getLogger(__name__) | |
| class DirectoryMonitor: | |
| def __init__(self, path: Path): | |
| self.path = path | |
| self.last_hash: Optional[str] = None | |
| def get_directory_hash(self) -> str: | |
| sha256_hash = hashlib.sha256() | |
| all_files = sorted( | |
| str(p) for p in self.path.rglob('*') if p.is_file() | |
| ) | |
| for file_path in all_files: | |
| rel_path = os.path.relpath(file_path, self.path) | |
| sha256_hash.update(rel_path.encode()) | |
| with open(file_path, 'rb') as f: | |
| for chunk in iter(lambda: f.read(4096), b''): | |
| sha256_hash.update(chunk) | |
| return sha256_hash.hexdigest() | |
| def has_changes(self) -> bool: | |
| current_hash = self.get_directory_hash() | |
| if current_hash != self.last_hash: | |
| self.last_hash = current_hash | |
| return True | |
| return False | |
| class ArchiveManager: | |
| def __init__(self, config: Config, logger: Logger): | |
| self.config = config | |
| self.logger = logger.logger | |
| def safe_archive(self): | |
| """安全地创建归档文件的上下文管理器""" | |
| self.config.tmp_path.mkdir(parents=True, exist_ok=True) | |
| tmp_archive = self.config.tmp_path / self.config.archive_name | |
| try: | |
| with tarfile.open(tmp_archive, "w:gz") as tar: | |
| yield tar | |
| # 成功创建后移动到最终位置 | |
| self.config.sync_path.mkdir(parents=True, exist_ok=True) | |
| shutil.move(tmp_archive, self.config.sync_path / self.config.archive_name) | |
| finally: | |
| # 清理临时文件 | |
| if tmp_archive.exists(): | |
| tmp_archive.unlink() | |
| def create_archive(self): | |
| """创建压缩包""" | |
| self.logger.info("Creating new archive...") | |
| with self.safe_archive() as tar: | |
| tar.add(self.config.data_path, arcname="data") | |
| self.logger.info("Archive created") | |
| def extract_archive(self): | |
| """解压现有数据""" | |
| api = HfApi() | |
| try: | |
| self.logger.info("Downloading data archive...") | |
| api.hf_hub_download( | |
| repo_id=self.config.repo_id, | |
| filename=self.config.archive_name, | |
| repo_type="dataset", | |
| local_dir=self.config.sync_path | |
| ) | |
| self.logger.info("Extracting archive...") | |
| archive_path = self.config.sync_path / self.config.archive_name | |
| with tarfile.open(archive_path, "r:gz") as tar: | |
| tar.extractall( | |
| path=self.config.data_path, | |
| filter=self._tar_filter | |
| ) | |
| return True | |
| except Exception as e: | |
| self.logger.error(f"No existing archive found or download failed: {e}") | |
| self.config.data_path.mkdir(parents=True, exist_ok=True) | |
| return False | |
| def _tar_filter(tarinfo, path): | |
| """tar 文件过滤器""" | |
| if tarinfo.name.startswith('data/'): | |
| tarinfo.name = tarinfo.name[5:] | |
| return tarinfo | |
| return None | |
| class SyncService: | |
| def __init__(self, config: Config, logger: Logger): | |
| self.config = config | |
| self.logger = logger.logger | |
| self.monitor = DirectoryMonitor(config.data_path) | |
| self.archive_manager = ArchiveManager(config, logger) | |
| def init(self) -> bool: | |
| """ | |
| 执行初始化操作 | |
| 返回: 是否成功初始化 | |
| """ | |
| try: | |
| self.logger.info("Starting initialization...") | |
| self.config.sync_path.mkdir(parents=True, exist_ok=True) | |
| success = self.archive_manager.extract_archive() | |
| if success: | |
| self.logger.info("Initialization completed successfully") | |
| else: | |
| self.logger.warning("Initialization completed with warnings") | |
| return success | |
| except Exception as e: | |
| self.logger.error(f"Initialization failed: {e}") | |
| return False | |
| def sync(self): | |
| """执行持续同步操作""" | |
| self.logger.info(f"Starting sync process for repo: {self.config.repo_id}") | |
| self.logger.info(f"Sync interval: {self.config.sync_interval} minutes") | |
| scheduler = CommitScheduler( | |
| repo_id=self.config.repo_id, | |
| repo_type="dataset", | |
| folder_path=str(self.config.sync_path), | |
| path_in_repo="", | |
| every=self.config.sync_interval, | |
| squash_history=True, | |
| private=True | |
| ) | |
| try: | |
| while True: | |
| if self.monitor.has_changes(): | |
| self.logger.info("Directory changes detected, creating new archive...") | |
| self.archive_manager.create_archive() | |
| else: | |
| self.logger.info("No changes detected") | |
| self.logger.info(f"Waiting {self.config.sync_interval} minutes until next check...") | |
| time.sleep(self.config.sync_interval * 60) | |
| except KeyboardInterrupt: | |
| self.logger.info("Stopping sync process...") | |
| scheduler.stop() | |
| def parse_args(): | |
| parser = argparse.ArgumentParser(description='Data synchronization service') | |
| parser.add_argument( | |
| '--mode', | |
| type=str, | |
| choices=['init', 'sync', 'both'], | |
| default='both', | |
| help='Operation mode: init (initialization only), sync (synchronization only), both (default)' | |
| ) | |
| return parser.parse_args() | |
| def main(): | |
| args = parse_args() | |
| config = Config.from_env() | |
| logger = Logger() | |
| service = SyncService(config, logger) | |
| mode = { | |
| 'init': SyncMode.INIT_ONLY, | |
| 'sync': SyncMode.SYNC_ONLY, | |
| 'both': SyncMode.BOTH | |
| }[args.mode] | |
| if mode in (SyncMode.INIT_ONLY, SyncMode.BOTH): | |
| success = service.init() | |
| if not success: | |
| sys.exit(1) | |
| if mode == SyncMode.INIT_ONLY: | |
| return | |
| if mode in (SyncMode.SYNC_ONLY, SyncMode.BOTH): | |
| service.sync() | |
| if __name__ == "__main__": | |
| main() | |