Complete the part of the system crawler2.
This commit is contained in:
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#!/usr/bin/env python3
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# -*- coding: utf-8 -*-
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"""
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DeepSentimentCrawling模块 - 平台爬虫管理器
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负责配置和调用MediaCrawler进行多平台爬取
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"""
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import os
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import sys
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import subprocess
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import tempfile
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from datetime import datetime
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from pathlib import Path
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from typing import List, Dict, Optional
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import json
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# 添加项目根目录到路径
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project_root = Path(__file__).parent.parent
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sys.path.append(str(project_root))
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try:
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import config
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except ImportError:
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raise ImportError("无法导入config.py配置文件")
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class PlatformCrawler:
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"""平台爬虫管理器"""
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def __init__(self):
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"""初始化平台爬虫管理器"""
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self.mediacrawler_path = Path(__file__).parent / "MediaCrawler"
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self.supported_platforms = ['xhs', 'dy', 'ks', 'bili', 'wb', 'tieba', 'zhihu']
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self.crawl_stats = {}
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# 确保MediaCrawler目录存在
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if not self.mediacrawler_path.exists():
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raise FileNotFoundError(f"MediaCrawler目录不存在: {self.mediacrawler_path}")
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print(f"初始化平台爬虫管理器,MediaCrawler路径: {self.mediacrawler_path}")
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def configure_mediacrawler_db(self):
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"""配置MediaCrawler使用我们的MySQL数据库"""
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try:
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# 修改MediaCrawler的数据库配置
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db_config_path = self.mediacrawler_path / "config" / "db_config.py"
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# 读取原始配置
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with open(db_config_path, 'r', encoding='utf-8') as f:
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content = f.read()
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# 替换数据库配置
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new_config = f'''# 声明:本代码仅供学习和研究目的使用。使用者应遵守以下原则:
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# 1. 不得用于任何商业用途。
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# 2. 使用时应遵守目标平台的使用条款和robots.txt规则。
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# 3. 不得进行大规模爬取或对平台造成运营干扰。
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# 4. 应合理控制请求频率,避免给目标平台带来不必要的负担。
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# 5. 不得用于任何非法或不当的用途。
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#
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# 详细许可条款请参阅项目根目录下的LICENSE文件。
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# 使用本代码即表示您同意遵守上述原则和LICENSE中的所有条款。
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import os
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# mysql config - 使用MindSpider的数据库配置
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MYSQL_DB_PWD = "{config.DB_PASSWORD}"
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MYSQL_DB_USER = "{config.DB_USER}"
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MYSQL_DB_HOST = "{config.DB_HOST}"
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MYSQL_DB_PORT = {config.DB_PORT}
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MYSQL_DB_NAME = "{config.DB_NAME}"
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# redis config
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REDIS_DB_HOST = "127.0.0.1" # your redis host
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REDIS_DB_PWD = os.getenv("REDIS_DB_PWD", "123456") # your redis password
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REDIS_DB_PORT = os.getenv("REDIS_DB_PORT", 6379) # your redis port
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REDIS_DB_NUM = os.getenv("REDIS_DB_NUM", 0) # your redis db num
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# cache type
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CACHE_TYPE_REDIS = "redis"
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CACHE_TYPE_MEMORY = "memory"
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# sqlite config
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SQLITE_DB_PATH = os.path.join(os.path.dirname(os.path.dirname(__file__)), "schema", "sqlite_tables.db")'''
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# 写入新配置
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with open(db_config_path, 'w', encoding='utf-8') as f:
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f.write(new_config)
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print("已配置MediaCrawler使用MindSpider数据库")
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return True
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except Exception as e:
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print(f"配置MediaCrawler数据库失败: {e}")
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return False
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def create_base_config(self, platform: str, keywords: List[str],
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crawler_type: str = "search", max_notes: int = 50) -> bool:
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"""
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创建MediaCrawler的基础配置
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Args:
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platform: 平台名称
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keywords: 关键词列表
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crawler_type: 爬取类型
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max_notes: 最大爬取数量
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Returns:
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是否配置成功
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"""
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try:
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base_config_path = self.mediacrawler_path / "config" / "base_config.py"
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# 将关键词列表转换为逗号分隔的字符串
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keywords_str = ",".join(keywords)
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# 读取原始配置文件
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with open(base_config_path, 'r', encoding='utf-8') as f:
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content = f.read()
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# 修改关键配置项
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lines = content.split('\n')
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new_lines = []
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for line in lines:
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if line.startswith('PLATFORM = '):
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new_lines.append(f'PLATFORM = "{platform}" # 平台,xhs | dy | ks | bili | wb | tieba | zhihu')
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elif line.startswith('KEYWORDS = '):
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new_lines.append(f'KEYWORDS = "{keywords_str}" # 关键词搜索配置,以英文逗号分隔')
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elif line.startswith('CRAWLER_TYPE = '):
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new_lines.append(f'CRAWLER_TYPE = "{crawler_type}" # 爬取类型,search(关键词搜索) | detail(帖子详情)| creator(创作者主页数据)')
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elif line.startswith('SAVE_DATA_OPTION = '):
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new_lines.append('SAVE_DATA_OPTION = "db" # csv or db or json or sqlite')
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elif line.startswith('CRAWLER_MAX_NOTES_COUNT = '):
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new_lines.append(f'CRAWLER_MAX_NOTES_COUNT = {max_notes}')
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elif line.startswith('ENABLE_GET_COMMENTS = '):
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new_lines.append('ENABLE_GET_COMMENTS = True')
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elif line.startswith('CRAWLER_MAX_COMMENTS_COUNT_SINGLENOTES = '):
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new_lines.append('CRAWLER_MAX_COMMENTS_COUNT_SINGLENOTES = 20')
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elif line.startswith('HEADLESS = '):
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new_lines.append('HEADLESS = True') # 使用无头模式
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else:
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new_lines.append(line)
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# 写入新配置
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with open(base_config_path, 'w', encoding='utf-8') as f:
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f.write('\n'.join(new_lines))
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print(f"已配置 {platform} 平台,关键词数量: {len(keywords)}")
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return True
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except Exception as e:
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print(f"创建基础配置失败: {e}")
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return False
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def run_crawler(self, platform: str, keywords: List[str],
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login_type: str = "qrcode", max_notes: int = 50) -> Dict:
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"""
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运行爬虫
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Args:
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platform: 平台名称
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keywords: 关键词列表
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login_type: 登录方式
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max_notes: 最大爬取数量
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Returns:
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爬取结果统计
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"""
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if platform not in self.supported_platforms:
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raise ValueError(f"不支持的平台: {platform}")
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if not keywords:
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raise ValueError("关键词列表不能为空")
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print(f"\n开始爬取平台: {platform}")
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print(f"关键词: {keywords[:5]}{'...' if len(keywords) > 5 else ''} (共{len(keywords)}个)")
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start_time = datetime.now()
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try:
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# 配置数据库
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if not self.configure_mediacrawler_db():
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return {"success": False, "error": "数据库配置失败"}
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# 创建基础配置
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if not self.create_base_config(platform, keywords, "search", max_notes):
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return {"success": False, "error": "基础配置创建失败"}
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# 构建命令
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cmd = [
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sys.executable, "main.py",
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"--platform", platform,
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"--lt", login_type,
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"--type", "search",
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"--save_data_option", "db"
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]
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print(f"执行命令: {' '.join(cmd)}")
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# 切换到MediaCrawler目录并执行
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result = subprocess.run(
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cmd,
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cwd=self.mediacrawler_path,
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timeout=1800 # 30分钟超时
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)
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end_time = datetime.now()
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duration = (end_time - start_time).total_seconds()
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# 创建统计信息
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crawl_stats = {
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"platform": platform,
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"keywords_count": len(keywords),
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"duration_seconds": duration,
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"start_time": start_time.isoformat(),
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"end_time": end_time.isoformat(),
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"return_code": result.returncode,
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"success": result.returncode == 0,
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"notes_count": 0,
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"comments_count": 0,
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"errors_count": 0
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}
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# 保存统计信息
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self.crawl_stats[platform] = crawl_stats
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if result.returncode == 0:
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print(f"✅ {platform} 爬取完成,耗时: {duration:.1f}秒")
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else:
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print(f"❌ {platform} 爬取失败,返回码: {result.returncode}")
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return crawl_stats
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except subprocess.TimeoutExpired:
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print(f"❌ {platform} 爬取超时")
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return {"success": False, "error": "爬取超时", "platform": platform}
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except Exception as e:
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print(f"❌ {platform} 爬取异常: {e}")
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return {"success": False, "error": str(e), "platform": platform}
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def _parse_crawl_output(self, output_lines: List[str], error_lines: List[str]) -> Dict:
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"""解析爬取输出,提取统计信息"""
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stats = {
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"notes_count": 0,
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"comments_count": 0,
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"errors_count": 0,
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"login_required": False
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}
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# 解析输出行
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for line in output_lines:
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if "条笔记" in line or "条内容" in line:
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try:
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# 提取数字
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import re
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numbers = re.findall(r'\d+', line)
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if numbers:
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stats["notes_count"] = int(numbers[0])
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except:
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pass
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elif "条评论" in line:
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try:
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import re
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numbers = re.findall(r'\d+', line)
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if numbers:
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stats["comments_count"] = int(numbers[0])
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except:
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pass
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elif "登录" in line or "扫码" in line:
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stats["login_required"] = True
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# 解析错误行
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for line in error_lines:
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if "error" in line.lower() or "异常" in line:
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stats["errors_count"] += 1
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return stats
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def run_multi_platform_crawl_by_keywords(self, keywords: List[str], platforms: List[str],
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login_type: str = "qrcode", max_notes_per_keyword: int = 50) -> Dict:
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"""
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基于关键词的多平台爬取 - 每个关键词在所有平台上都进行爬取
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Args:
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keywords: 关键词列表
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platforms: 平台列表
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login_type: 登录方式
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max_notes_per_keyword: 每个关键词在每个平台的最大爬取数量
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Returns:
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总体爬取统计
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"""
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print(f"\n🚀 开始全平台关键词爬取")
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print(f" 关键词数量: {len(keywords)}")
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print(f" 平台数量: {len(platforms)}")
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print(f" 总爬取任务: {len(keywords)} × {len(platforms)} = {len(keywords) * len(platforms)}")
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total_stats = {
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"total_keywords": len(keywords),
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"total_platforms": len(platforms),
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"total_tasks": len(keywords) * len(platforms),
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"successful_tasks": 0,
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"failed_tasks": 0,
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"total_notes": 0,
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"total_comments": 0,
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"keyword_results": {},
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"platform_summary": {}
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}
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# 初始化平台统计
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for platform in platforms:
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total_stats["platform_summary"][platform] = {
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"successful_keywords": 0,
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"failed_keywords": 0,
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"total_notes": 0,
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"total_comments": 0
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}
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# 对每个平台一次性爬取所有关键词
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for platform in platforms:
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print(f"\n📝 在 {platform} 平台爬取所有关键词")
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print(f" 关键词: {', '.join(keywords[:5])}{'...' if len(keywords) > 5 else ''}")
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try:
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# 一次性传递所有关键词给平台
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result = self.run_crawler(platform, keywords, login_type, max_notes_per_keyword)
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if result.get("success"):
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total_stats["successful_tasks"] += len(keywords)
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total_stats["platform_summary"][platform]["successful_keywords"] = len(keywords)
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notes_count = result.get("notes_count", 0)
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comments_count = result.get("comments_count", 0)
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total_stats["total_notes"] += notes_count
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total_stats["total_comments"] += comments_count
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total_stats["platform_summary"][platform]["total_notes"] = notes_count
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total_stats["platform_summary"][platform]["total_comments"] = comments_count
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# 为每个关键词记录结果
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for keyword in keywords:
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if keyword not in total_stats["keyword_results"]:
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total_stats["keyword_results"][keyword] = {}
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total_stats["keyword_results"][keyword][platform] = result
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print(f" ✅ 成功: {notes_count} 条内容, {comments_count} 条评论")
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else:
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total_stats["failed_tasks"] += len(keywords)
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total_stats["platform_summary"][platform]["failed_keywords"] = len(keywords)
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# 为每个关键词记录失败结果
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for keyword in keywords:
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if keyword not in total_stats["keyword_results"]:
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total_stats["keyword_results"][keyword] = {}
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total_stats["keyword_results"][keyword][platform] = result
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print(f" ❌ 失败: {result.get('error', '未知错误')}")
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except Exception as e:
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total_stats["failed_tasks"] += len(keywords)
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total_stats["platform_summary"][platform]["failed_keywords"] = len(keywords)
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error_result = {"success": False, "error": str(e)}
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# 为每个关键词记录异常结果
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for keyword in keywords:
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if keyword not in total_stats["keyword_results"]:
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total_stats["keyword_results"][keyword] = {}
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total_stats["keyword_results"][keyword][platform] = error_result
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print(f" ❌ 异常: {e}")
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# 打印详细统计
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print(f"\n📊 全平台关键词爬取完成!")
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print(f" 总任务: {total_stats['total_tasks']}")
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print(f" 成功: {total_stats['successful_tasks']}")
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print(f" 失败: {total_stats['failed_tasks']}")
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print(f" 成功率: {total_stats['successful_tasks']/total_stats['total_tasks']*100:.1f}%")
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print(f" 总内容: {total_stats['total_notes']} 条")
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print(f" 总评论: {total_stats['total_comments']} 条")
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print(f"\n📈 各平台统计:")
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for platform, stats in total_stats["platform_summary"].items():
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success_rate = stats["successful_keywords"] / len(keywords) * 100 if keywords else 0
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print(f" {platform}: {stats['successful_keywords']}/{len(keywords)} 关键词成功 ({success_rate:.1f}%), "
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f"{stats['total_notes']} 条内容")
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return total_stats
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def get_crawl_statistics(self) -> Dict:
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"""获取爬取统计信息"""
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return {
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"platforms_crawled": list(self.crawl_stats.keys()),
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"total_platforms": len(self.crawl_stats),
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"detailed_stats": self.crawl_stats
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}
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def save_crawl_log(self, log_path: str = None):
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"""保存爬取日志"""
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if not log_path:
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log_path = f"crawl_log_{datetime.now().strftime('%Y%m%d_%H%M%S')}.json"
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try:
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with open(log_path, 'w', encoding='utf-8') as f:
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json.dump(self.crawl_stats, f, ensure_ascii=False, indent=2)
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print(f"爬取日志已保存到: {log_path}")
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except Exception as e:
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print(f"保存爬取日志失败: {e}")
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if __name__ == "__main__":
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# 测试平台爬虫管理器
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crawler = PlatformCrawler()
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# 测试配置
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test_keywords = ["科技", "AI", "编程"]
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result = crawler.run_crawler("xhs", test_keywords, max_notes=5)
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print(f"测试结果: {result}")
|
||||
print("平台爬虫管理器测试完成!")
|
||||
Reference in New Issue
Block a user