Spaces:
Build error
Build error
| """ | |
| HuggingFace Spaces 自动化监控修复系统 | |
| 核心系统架构和主要类定义 | |
| """ | |
| from abc import ABC, abstractmethod | |
| from dataclasses import dataclass, field | |
| from typing import Dict, List, Optional, Any, Tuple, Union | |
| from enum import Enum | |
| import asyncio | |
| import logging | |
| from datetime import datetime | |
| import json | |
| import sqlite3 | |
| import os | |
| from pathlib import Path | |
| # ============================================================================ | |
| # 数据模型和枚举 | |
| # ============================================================================ | |
| class SpaceStatus(Enum): | |
| """Space 状态枚举""" | |
| BUILDING = "building" | |
| RUNNING = "running" | |
| STOPPED = "stopped" | |
| ERROR = "error" | |
| UNKNOWN = "unknown" | |
| class ErrorType(Enum): | |
| """错误类型枚举""" | |
| DOCKERFILE_SYNTAX = "dockerfile_syntax" | |
| DEPENDENCY_INSTALL = "dependency_install" | |
| ENVIRONMENT_CONFIG = "environment_config" | |
| PORT_CONFLICT = "port_conflict" | |
| PERMISSION_ERROR = "permission_error" | |
| NETWORK_CONNECTION = "network_connection" | |
| TIMEOUT_ERROR = "timeout_error" | |
| RESOURCE_EXCEEDED = "resource_exceeded" | |
| UNKNOWN_ERROR = "unknown_error" | |
| class RepairAction(Enum): | |
| """修复动作枚举""" | |
| MODIFY_DOCKERFILE = "modify_dockerfile" | |
| UPDATE_DEPENDENCIES = "update_dependencies" | |
| FIX_ENVIRONMENT = "fix_environment" | |
| CHANGE_PORT = "change_port" | |
| SET_PERMISSIONS = "set_permissions" | |
| UPDATE_SOURCES = "update_sources" | |
| ADJUST_RESOURCES = "adjust_resources" | |
| RETRY_BUILD = "retry_build" | |
| class SpaceInfo: | |
| """Space 信息""" | |
| space_id: str | |
| name: str | |
| repository_url: str | |
| current_status: SpaceStatus | |
| last_updated: datetime | |
| dockerfile_path: str = "Dockerfile" | |
| local_path: str = "" | |
| class ErrorInfo: | |
| """错误信息""" | |
| error_type: ErrorType | |
| message: str | |
| log_snippet: str | |
| line_number: Optional[int] = None | |
| confidence: float = 0.0 | |
| context: Dict[str, Any] = field(default_factory=dict) | |
| class RepairStrategy: | |
| """修复策略""" | |
| action: RepairAction | |
| description: str | |
| modifications: Dict[str, Any] | |
| risk_level: str # low, medium, high | |
| success_rate: float = 0.0 | |
| estimated_time: int = 0 # 秒 | |
| class RepairHistory: | |
| """修复历史""" | |
| id: int | |
| space_id: str | |
| timestamp: datetime | |
| error_info: ErrorInfo | |
| strategy: RepairStrategy | |
| success: bool | |
| git_commit: Optional[str] = None | |
| rollback_data: Optional[str] = None | |
| # ============================================================================ | |
| # 核心接口定义 | |
| # ============================================================================ | |
| class HuggingFaceAPI(ABC): | |
| """HuggingFace API 接口""" | |
| async def get_space_status(self, space_id: str) -> SpaceStatus: | |
| """获取 Space 状态""" | |
| pass | |
| async def get_space_logs(self, space_id: str, lines: int = 100) -> str: | |
| """获取 Space 日志""" | |
| pass | |
| async def trigger_rebuild(self, space_id: str) -> bool: | |
| """触发重新构建""" | |
| pass | |
| async def get_space_info(self, space_id: str) -> SpaceInfo: | |
| """获取 Space 详细信息""" | |
| pass | |
| class ErrorAnalyzer(ABC): | |
| """错误分析器接口""" | |
| async def analyze_logs(self, logs: str) -> List[ErrorInfo]: | |
| """分析日志并识别错误""" | |
| pass | |
| async def classify_error(self, error_message: str) -> ErrorType: | |
| """分类错误类型""" | |
| pass | |
| class RepairStrategyEngine(ABC): | |
| """修复策略引擎接口""" | |
| async def generate_strategy(self, error: ErrorInfo, space_info: SpaceInfo) -> Optional[RepairStrategy]: | |
| """生成修复策略""" | |
| pass | |
| async def estimate_success(self, strategy: RepairStrategy) -> float: | |
| """估算成功概率""" | |
| pass | |
| class FileModifier(ABC): | |
| """文件修改器接口""" | |
| async def apply_modifications(self, file_path: str, modifications: Dict[str, Any]) -> bool: | |
| """应用修改""" | |
| pass | |
| async def backup_file(self, file_path: str) -> str: | |
| """备份文件""" | |
| pass | |
| # ============================================================================ | |
| # 核心系统类 | |
| # ============================================================================ | |
| class HFSpaceMonitor: | |
| """HuggingFace Space 监控器""" | |
| def __init__(self, hf_api: HuggingFaceAPI, check_interval: int = 60): | |
| self.hf_api = hf_api | |
| self.check_interval = check_interval | |
| self.logger = logging.getLogger(__name__) | |
| self._running = False | |
| async def start_monitoring(self, space_ids: List[str]) -> None: | |
| """开始监控 Spaces""" | |
| self._running = True | |
| self.logger.info(f"开始监控 {len(space_ids)} 个 Space") | |
| while self._running: | |
| try: | |
| await self._check_spaces(space_ids) | |
| await asyncio.sleep(self.check_interval) | |
| except Exception as e: | |
| self.logger.error(f"监控过程出错: {e}") | |
| await asyncio.sleep(5) | |
| async def _check_spaces(self, space_ids: List[str]) -> None: | |
| """检查所有 Space 状态""" | |
| tasks = [self._check_single_space(space_id) for space_id in space_ids] | |
| await asyncio.gather(*tasks, return_exceptions=True) | |
| async def _check_single_space(self, space_id: str) -> None: | |
| """检查单个 Space 状态""" | |
| try: | |
| status = await self.hf_api.get_space_status(space_id) | |
| self.logger.info(f"Space {space_id} 状态: {status.value}") | |
| if status == SpaceStatus.ERROR: | |
| logs = await self.hf_api.get_space_logs(space_id) | |
| # 触发错误分析和修复流程 | |
| await self._handle_error(space_id, logs) | |
| except Exception as e: | |
| self.logger.error(f"检查 Space {space_id} 失败: {e}") | |
| async def _handle_error(self, space_id: str, logs: str) -> None: | |
| """处理错误""" | |
| # 这里会调用错误分析器和修复引擎 | |
| pass | |
| def stop(self) -> None: | |
| """停止监控""" | |
| self._running = False | |
| class IntelligentErrorAnalyzer: | |
| """智能错误分析器""" | |
| def __init__(self): | |
| self.logger = logging.getLogger(__name__) | |
| self.error_patterns = self._load_error_patterns() | |
| async def analyze_logs(self, logs: str) -> List[ErrorInfo]: | |
| """分析日志并识别错误""" | |
| errors = [] | |
| # 分行分析日志 | |
| for line_num, line in enumerate(logs.split('\n'), 1): | |
| for error_type, patterns in self.error_patterns.items(): | |
| for pattern in patterns: | |
| if pattern['regex'].search(line): | |
| error_info = ErrorInfo( | |
| error_type=ErrorType(error_type), | |
| message=line.strip(), | |
| log_snippet=line.strip(), | |
| line_number=line_num, | |
| confidence=pattern['confidence'], | |
| context=self._extract_context(line, logs, line_num) | |
| ) | |
| errors.append(error_info) | |
| break | |
| return errors | |
| def _load_error_patterns(self) -> Dict[str, List[Dict]]: | |
| """加载错误模式""" | |
| return { | |
| "dockerfile_syntax": [ | |
| { | |
| "regex": re.compile(r"ERROR:.*failed to solve|failed to compute cache key"), | |
| "confidence": 0.9 | |
| } | |
| ], | |
| "dependency_install": [ | |
| { | |
| "regex": re.compile(r"ERROR:.*Could not find a version|No matching distribution"), | |
| "confidence": 0.85 | |
| } | |
| ], | |
| "environment_config": [ | |
| { | |
| "regex": re.compile(r"ERROR:.*environment variable|ENV not found"), | |
| "confidence": 0.8 | |
| } | |
| ] | |
| # 更多模式... | |
| } | |
| def _extract_context(self, error_line: str, logs: str, line_num: int) -> Dict[str, Any]: | |
| """提取错误上下文""" | |
| lines = logs.split('\n') | |
| start = max(0, line_num - 3) | |
| end = min(len(lines), line_num + 3) | |
| return { | |
| "before": lines[start:line_num], | |
| "after": lines[line_num + 1:end], | |
| "full_context": lines[start:end] | |
| } | |
| class SmartRepairEngine: | |
| """智能修复引擎""" | |
| def __init__(self): | |
| self.logger = logging.getLogger(__name__) | |
| self.repair_rules = self._load_repair_rules() | |
| async def generate_strategy(self, error: ErrorInfo, space_info: SpaceInfo) -> Optional[RepairStrategy]: | |
| """生成修复策略""" | |
| error_type = error.error_type.value | |
| if error_type in self.repair_rules: | |
| rules = self.repair_rules[error_type] | |
| # 选择最适合的规则 | |
| best_rule = max(rules, key=lambda r: r['success_rate']) | |
| return RepairStrategy( | |
| action=RepairAction(best_rule['action']), | |
| description=best_rule['description'], | |
| modifications=best_rule['modifications'], | |
| risk_level=best_rule['risk_level'], | |
| success_rate=best_rule['success_rate'], | |
| estimated_time=best_rule['estimated_time'] | |
| ) | |
| return None | |
| def _load_repair_rules(self) -> Dict[str, List[Dict]]: | |
| """加载修复规则""" | |
| return { | |
| "dockerfile_syntax": [ | |
| { | |
| "action": "modify_dockerfile", | |
| "description": "修复 Dockerfile 语法错误", | |
| "modifications": { | |
| "type": "syntax_fix", | |
| "target": error.line_number | |
| }, | |
| "risk_level": "medium", | |
| "success_rate": 0.7, | |
| "estimated_time": 120 | |
| } | |
| ], | |
| "dependency_install": [ | |
| { | |
| "action": "update_dependencies", | |
| "description": "更新依赖版本或更换源地址", | |
| "modifications": { | |
| "type": "dependency_update", | |
| "strategy": "version_bump_or_source_change" | |
| }, | |
| "risk_level": "low", | |
| "success_rate": 0.8, | |
| "estimated_time": 300 | |
| } | |
| ] | |
| # 更多规则... | |
| } | |
| class AutoRepairSystem: | |
| """自动修复系统主类""" | |
| def __init__(self, config_path: str = "config.json"): | |
| self.config = self._load_config(config_path) | |
| self.logger = self._setup_logging() | |
| # 初始化各个组件 | |
| self.hf_api = HuggingFaceAPIClient(self.config['hf_token']) | |
| self.error_analyzer = IntelligentErrorAnalyzer() | |
| self.repair_engine = SmartRepairEngine() | |
| self.file_modifier = DockerfileModifier() | |
| self.state_manager = StateManager(self.config['db_path']) | |
| # 监控器 | |
| self.monitor = HFSpaceMonitor(self.hf_api, self.config['check_interval']) | |
| # 修复队列 | |
| self.repair_queue = asyncio.Queue() | |
| async def start(self, space_ids: List[str]) -> None: | |
| """启动系统""" | |
| self.logger.info("启动 HuggingFace Spaces 自动修复系统") | |
| # 启动监控任务 | |
| monitor_task = asyncio.create_task(self.monitor.start_monitoring(space_ids)) | |
| # 启动修复任务 | |
| repair_task = asyncio.create_task(self._process_repair_queue()) | |
| # 等待任务完成(正常情况下不会完成) | |
| await asyncio.gather(monitor_task, repair_task) | |
| async def _process_repair_queue(self) -> None: | |
| """处理修复队列""" | |
| while True: | |
| try: | |
| repair_job = await self.repair_queue.get() | |
| await self._execute_repair(repair_job) | |
| except Exception as e: | |
| self.logger.error(f"修复任务执行失败: {e}") | |
| async def _execute_repair(self, job: Dict[str, Any]) -> None: | |
| """执行修复任务""" | |
| space_id = job['space_id'] | |
| error_info = job['error_info'] | |
| self.logger.info(f"开始修复 Space {space_id}") | |
| # 获取 Space 信息 | |
| space_info = await self.hf_api.get_space_info(space_id) | |
| # 生成修复策略 | |
| strategy = await self.repair_engine.generate_strategy(error_info, space_info) | |
| if strategy: | |
| try: | |
| # 备份原文件 | |
| backup_path = await self.file_modifier.backup_file(space_info.dockerfile_path) | |
| # 应用修改 | |
| success = await self.file_modifier.apply_modifications( | |
| space_info.dockerfile_path, | |
| strategy.modifications | |
| ) | |
| if success: | |
| # 提交到 Git | |
| git_commit = await self._commit_changes(space_id, strategy) | |
| # 触发重新构建 | |
| await self.hf_api.trigger_rebuild(space_id) | |
| # 记录历史 | |
| await self.state_manager.record_repair( | |
| space_id, error_info, strategy, True, git_commit | |
| ) | |
| self.logger.info(f"Space {space_id} 修复完成") | |
| else: | |
| # 回滚 | |
| await self._rollback(backup_path, space_info.dockerfile_path) | |
| except Exception as e: | |
| self.logger.error(f"修复失败: {e}") | |
| await self._rollback(backup_path, space_info.dockerfile_path) | |
| def _load_config(self, config_path: str) -> Dict[str, Any]: | |
| """加载配置""" | |
| default_config = { | |
| "hf_token": os.getenv("HF_TOKEN", ""), | |
| "check_interval": 60, | |
| "db_path": "repair_system.db", | |
| "max_retry": 3, | |
| "log_level": "INFO" | |
| } | |
| if os.path.exists(config_path): | |
| with open(config_path, 'r') as f: | |
| user_config = json.load(f) | |
| default_config.update(user_config) | |
| return default_config | |
| def _setup_logging(self) -> logging.Logger: | |
| """设置日志""" | |
| logger = logging.getLogger(__name__) | |
| logger.setLevel(getattr(logging, self.config['log_level'])) | |
| handler = logging.StreamHandler() | |
| formatter = logging.Formatter( | |
| '%(asctime)s - %(name)s - %(levelname)s - %(message)s' | |
| ) | |
| handler.setFormatter(formatter) | |
| logger.addHandler(handler) | |
| return logger | |
| # ============================================================================ | |
| # 具体实现类 | |
| # ============================================================================ | |
| class HuggingFaceAPIClient(HuggingFaceAPI): | |
| """HuggingFace API 客户端实现""" | |
| def __init__(self, token: str): | |
| self.token = token | |
| self.base_url = "https://huggingface.co/api" | |
| self.headers = {"Authorization": f"Bearer {token}"} | |
| async def get_space_status(self, space_id: str) -> SpaceStatus: | |
| """获取 Space 状态""" | |
| # 实现具体的 API 调用逻辑 | |
| pass | |
| async def get_space_logs(self, space_id: str, lines: int = 100) -> str: | |
| """获取 Space 日志""" | |
| # 实现具体的 API 调用逻辑 | |
| pass | |
| async def trigger_rebuild(self, space_id: str) -> bool: | |
| """触发重新构建""" | |
| # 实现具体的 API 调用逻辑 | |
| pass | |
| async def get_space_info(self, space_id: str) -> SpaceInfo: | |
| """获取 Space 详细信息""" | |
| # 实现具体的 API 调用逻辑 | |
| pass | |
| class DockerfileModifier(FileModifier): | |
| """Dockerfile 修改器实现""" | |
| async def apply_modifications(self, file_path: str, modifications: Dict[str, Any]) -> bool: | |
| """应用修改""" | |
| # 实现具体的 Dockerfile 修改逻辑 | |
| pass | |
| async def backup_file(self, file_path: str) -> str: | |
| """备份文件""" | |
| # 实现文件备份逻辑 | |
| pass | |
| class StateManager: | |
| """状态管理器""" | |
| def __init__(self, db_path: str): | |
| self.db_path = db_path | |
| self._init_database() | |
| def _init_database(self) -> None: | |
| """初始化数据库""" | |
| # 创建数据库表结构 | |
| pass | |
| async def record_repair(self, space_id: str, error_info: ErrorInfo, | |
| strategy: RepairStrategy, success: bool, | |
| git_commit: Optional[str] = None) -> None: | |
| """记录修复历史""" | |
| # 实现修复历史记录逻辑 | |
| pass | |
| async def get_repair_history(self, space_id: str) -> List[RepairHistory]: | |
| """获取修复历史""" | |
| # 实现历史查询逻辑 | |
| pass | |
| if __name__ == "__main__": | |
| # 系统启动示例 | |
| system = AutoRepairSystem() | |
| # 要监控的 Space ID 列表 | |
| space_ids = [ | |
| "your-username/your-space-1", | |
| "your-username/your-space-2" | |
| ] | |
| # 启动系统 | |
| asyncio.run(system.start(space_ids)) |