219 lines
6.9 KiB
Python
219 lines
6.9 KiB
Python
"""
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跨平台聚合 - Cross Platform Aggregation Module
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功能:
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- 直接用全量数据做TOP10聚合
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- 跨平台热点排行
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"""
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from typing import List, Dict, Optional, Any
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from dataclasses import dataclass
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import asyncio
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@dataclass
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class CrossPlatformConfig:
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"""跨平台聚合配置"""
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total_items: int = 10 # 总条目数限制(默认TOP10)
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min_hot_score: float = 0 # 最小热度阈值
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merge_strategy: str = "score" # 合并策略:score(按热度), time(按时间)
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include_platforms: List[str] = None # 包含的平台(None表示全部)
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exclude_platforms: List[str] = None # 排除的平台
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class CrossPlatformAggregator:
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"""跨平台聚合类"""
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def __init__(self, api_client=None, formatter=None):
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"""
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初始化跨平台聚合
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Args:
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api_client: API客户端实例(可选)
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formatter: 格式化器实例(可选)
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"""
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self.api_client = api_client
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self.formatter = formatter
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self.all_platforms = self._get_default_platforms()
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def _get_default_platforms(self) -> List[str]:
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"""获取默认的全部平台列表"""
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return [
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"weibo", "zhihu", "douban-group", "douban-movie",
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"ithome", "36kr", "sspai", "csdn", "juejin",
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"genshin", "miyoushe", "bilibili", "hupu",
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"sina-news", "netease-news", "qq-news",
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"sina-money", "eastmoney", "xueqiu",
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"autohome", "懂车帝", "mafengwo", "ctrip",
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"dianping", "xiaohongshu", "weibo"
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]
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async def fetch_all_hot_data(self, limit_per_platform: int = 10) -> List[Dict[str, Any]]:
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"""
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一次性获取全部平台的热榜数据
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Args:
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limit_per_platform: 每个平台获取的条目数
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Returns:
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全部平台的热榜数据列表
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"""
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all_items = []
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if self.api_client:
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for platform in self.all_platforms:
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try:
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items = await self.api_client.get_hot榜单(platform, limit=limit_per_platform)
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if items:
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for item in items:
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item["source_platform"] = platform
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all_items.extend(items)
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except Exception as e:
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print(f"Error fetching {platform}: {e}")
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continue
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return all_items
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async def aggregate_top_hot(self, config: Optional[CrossPlatformConfig] = None) -> Dict[str, Any]:
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"""
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聚合跨平台TOP热点(新版:先全部获取,再聚合)
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Args:
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config: 配置对象(可选)
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Returns:
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聚合后的热榜数据
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"""
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if config is None:
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config = CrossPlatformConfig()
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# 步骤1:全部获取
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all_items = await self.fetch_all_hot_data()
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# 步骤2:聚合处理
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# 平台过滤
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if config.include_platforms:
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all_items = [item for item in all_items if item.get("source_platform") in config.include_platforms]
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if config.exclude_platforms:
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all_items = [item for item in all_items if item.get("source_platform") not in config.exclude_platforms]
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# 热度过滤
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if config.min_hot_score > 0:
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all_items = [item for item in all_items if (item.get("hot", 0) or item.get("score", 0)) >= config.min_hot_score]
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# 去重和排序
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merged_items = self._merge_and_sort(all_items, config.merge_strategy)
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# 限制总数
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merged_items = merged_items[:config.total_items]
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return {
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"total_items": len(merged_items),
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"items": merged_items
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}
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def _merge_and_sort(self, items: List[Dict], strategy: str = "score") -> List[Dict]:
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"""
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合并、去重和排序
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Args:
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items: 条目列表
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strategy: 排序策略
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Returns:
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处理后的条目列表
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"""
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if not items:
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return []
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# 按标题去重
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seen_titles = set()
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unique_items = []
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for item in items:
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title = item.get("title", "").strip().lower()
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if title and title not in seen_titles:
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seen_titles.add(title)
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unique_items.append(item)
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# 根据策略排序
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if strategy == "score":
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unique_items.sort(key=lambda x: x.get("hot", 0) or x.get("score", 0), reverse=True)
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elif strategy == "time":
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unique_items.sort(key=lambda x: x.get("time", "") or "", reverse=True)
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return unique_items
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def format_aggregation_response(self, agg_data: Dict[str, Any]) -> str:
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"""
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格式化聚合响应
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Args:
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agg_data: 聚合数据
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Returns:
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格式化的响应文本
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"""
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items = agg_data.get("items", [])
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if not items:
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return "❌ 暂无热点数据"
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response = "🏆 **跨平台热点TOP10**\n"
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response += f"共 {agg_data['total_items']} 条热点\n"
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response += "-" * 40 + "\n\n"
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for i, item in enumerate(items, 1):
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title = item.get("title", "无标题")
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hot = item.get("hot", item.get("score", ""))
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platform = item.get("source_platform", "")
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response += f"{i}. {title}\n"
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if hot:
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response += f" 🔥 热度: {hot}"
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if platform:
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response += f" | 📱 {platform}"
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response += "\n\n"
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return response
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async def process_user_request(self, user_input: str = None) -> Dict[str, Any]:
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"""
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处理用户请求
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Args:
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user_input: 用户输入(可选)
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Returns:
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处理结果
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"""
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# 获取聚合数据
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agg_data = await self.aggregate_top_hot()
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# 格式化响应
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response_text = self.format_aggregation_response(agg_data)
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return {
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"action": "show_top_hot",
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"data": agg_data,
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"message": response_text
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}
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# 便捷函数
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async def create_cross_platform(api_client=None, formatter=None) -> CrossPlatformAggregator:
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"""创建跨平台聚合实例"""
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return CrossPlatformAggregator(api_client=api_client, formatter=formatter)
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if __name__ == "__main__":
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# 测试代码
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async def test():
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aggregator = await create_cross_platform()
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print("获取跨平台热点TOP10...")
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result = await aggregator.process_user_request()
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print(result["message"])
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asyncio.run(test())
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