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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() | |