Files
bettafish-company/MindSpider/BroadTopicExtraction/database_manager.py
T
2025-08-20 22:01:15 +08:00

320 lines
10 KiB
Python

#!/usr/bin/env python3
# -*- coding: utf-8 -*-
"""
BroadTopicExtraction模块 - 数据库管理器
只负责新闻数据和话题分析的存储和查询
"""
import sys
import json
from datetime import datetime, date
from pathlib import Path
from typing import List, Dict, Optional
import pymysql
from pymysql.cursors import DictCursor
# 添加项目根目录到路径
project_root = Path(__file__).parent.parent
sys.path.append(str(project_root))
try:
import config
except ImportError:
raise ImportError("无法导入config.py配置文件")
class DatabaseManager:
"""数据库管理器"""
def __init__(self):
"""初始化数据库管理器"""
self.connection = None
self.connect()
def connect(self):
"""连接数据库"""
try:
self.connection = pymysql.connect(
host=config.DB_HOST,
port=config.DB_PORT,
user=config.DB_USER,
password=config.DB_PASSWORD,
database=config.DB_NAME,
charset=config.DB_CHARSET,
autocommit=True,
cursorclass=DictCursor
)
print(f"成功连接到数据库: {config.DB_NAME}")
except Exception as e:
print(f"数据库连接失败: {e}")
raise
def close(self):
"""关闭数据库连接"""
if self.connection:
self.connection.close()
print("数据库连接已关闭")
def __enter__(self):
return self
def __exit__(self, exc_type, exc_val, exc_tb):
self.close()
# ==================== 新闻数据操作 ====================
def save_daily_news(self, news_data: List[Dict], crawl_date: date = None) -> int:
"""
保存每日新闻数据,如果当天已有数据则覆盖
Args:
news_data: 新闻数据列表
crawl_date: 爬取日期,默认为今天
Returns:
保存的新闻数量
"""
if not crawl_date:
crawl_date = date.today()
current_timestamp = int(datetime.now().timestamp())
try:
cursor = self.connection.cursor()
# 先删除当天所有的新闻记录(覆盖模式)
delete_query = "DELETE FROM daily_news WHERE crawl_date = %s"
deleted_count = cursor.execute(delete_query, (crawl_date,))
if deleted_count > 0:
print(f"覆盖模式:删除了当天已有的 {deleted_count} 条新闻记录")
# 批量插入新记录
saved_count = 0
for news_item in news_data:
try:
# 简化的新闻ID生成
news_id = f"{news_item.get('source', 'unknown')}_{news_item.get('id', news_item.get('rank', 0))}"
# 插入新记录
insert_query = """
INSERT INTO daily_news (
news_id, source_platform, title, url, crawl_date,
rank_position, add_ts
) VALUES (%s, %s, %s, %s, %s, %s, %s)
"""
cursor.execute(insert_query, (
news_id,
news_item.get('source', 'unknown'),
news_item.get('title', ''),
news_item.get('url', ''),
crawl_date,
news_item.get('rank', None),
current_timestamp
))
saved_count += 1
except Exception as e:
print(f"保存单条新闻失败: {e}")
continue
print(f"成功保存 {saved_count} 条新闻记录")
return saved_count
except Exception as e:
print(f"保存新闻数据失败: {e}")
return 0
def get_daily_news(self, crawl_date: date = None) -> List[Dict]:
"""
获取每日新闻数据
Args:
crawl_date: 爬取日期,默认为今天
Returns:
新闻列表
"""
if not crawl_date:
crawl_date = date.today()
query = """
SELECT * FROM daily_news
WHERE crawl_date = %s
ORDER BY rank_position ASC
"""
cursor = self.connection.cursor()
cursor.execute(query, (crawl_date,))
return cursor.fetchall()
# ==================== 话题数据操作 ====================
def save_daily_topics(self, keywords: List[str], summary: str, extract_date: date = None) -> bool:
"""
保存每日话题分析
Args:
keywords: 话题关键词列表
summary: 新闻分析总结
extract_date: 提取日期,默认为今天
Returns:
是否保存成功
"""
if not extract_date:
extract_date = date.today()
current_timestamp = int(datetime.now().timestamp())
try:
cursor = self.connection.cursor()
# 检查今天是否已有记录
check_query = "SELECT id FROM daily_topics WHERE extract_date = %s"
cursor.execute(check_query, (extract_date,))
existing = cursor.fetchone()
keywords_json = json.dumps(keywords, ensure_ascii=False)
if existing:
# 更新现有记录
update_query = """
UPDATE daily_topics
SET keywords = %s, summary = %s, add_ts = %s
WHERE extract_date = %s
"""
cursor.execute(update_query, (keywords_json, summary, current_timestamp, extract_date))
print(f"更新了 {extract_date} 的话题分析")
else:
# 插入新记录
insert_query = """
INSERT INTO daily_topics (extract_date, keywords, summary, add_ts)
VALUES (%s, %s, %s, %s)
"""
cursor.execute(insert_query, (extract_date, keywords_json, summary, current_timestamp))
print(f"保存了 {extract_date} 的话题分析")
return True
except Exception as e:
print(f"保存话题分析失败: {e}")
return False
def get_daily_topics(self, extract_date: date = None) -> Optional[Dict]:
"""
获取每日话题分析
Args:
extract_date: 提取日期,默认为今天
Returns:
话题分析数据,如果不存在返回None
"""
if not extract_date:
extract_date = date.today()
try:
cursor = self.connection.cursor()
query = "SELECT * FROM daily_topics WHERE extract_date = %s"
cursor.execute(query, (extract_date,))
result = cursor.fetchone()
if result:
# 解析关键词JSON
result['keywords'] = json.loads(result['keywords'])
return result
else:
return None
except Exception as e:
print(f"获取话题分析失败: {e}")
return None
def get_recent_topics(self, days: int = 7) -> List[Dict]:
"""
获取最近几天的话题分析
Args:
days: 天数
Returns:
话题分析列表
"""
try:
cursor = self.connection.cursor()
query = """
SELECT * FROM daily_topics
WHERE extract_date >= DATE_SUB(CURDATE(), INTERVAL %s DAY)
ORDER BY extract_date DESC
"""
cursor.execute(query, (days,))
results = cursor.fetchall()
# 解析每个结果的关键词JSON
for result in results:
result['keywords'] = json.loads(result['keywords'])
return results
except Exception as e:
print(f"获取最近话题分析失败: {e}")
return []
# ==================== 统计查询 ====================
def get_summary_stats(self, days: int = 7) -> Dict:
"""获取统计摘要"""
try:
cursor = self.connection.cursor()
# 新闻统计
news_query = """
SELECT
crawl_date,
COUNT(*) as news_count,
COUNT(DISTINCT source_platform) as platforms_count
FROM daily_news
WHERE crawl_date >= DATE_SUB(CURDATE(), INTERVAL %s DAY)
GROUP BY crawl_date
ORDER BY crawl_date DESC
"""
cursor.execute(news_query, (days,))
news_stats = cursor.fetchall()
# 话题统计
topics_query = """
SELECT
extract_date,
keywords,
CHAR_LENGTH(summary) as summary_length
FROM daily_topics
WHERE extract_date >= DATE_SUB(CURDATE(), INTERVAL %s DAY)
ORDER BY extract_date DESC
"""
cursor.execute(topics_query, (days,))
topics_stats = cursor.fetchall()
return {
'news_stats': news_stats,
'topics_stats': topics_stats
}
except Exception as e:
print(f"获取统计摘要失败: {e}")
return {'news_stats': [], 'topics_stats': []}
if __name__ == "__main__":
# 测试数据库管理器
with DatabaseManager() as db:
# 测试获取新闻
news = db.get_daily_news()
print(f"今日新闻数量: {len(news)}")
# 测试获取话题
topics = db.get_daily_topics()
if topics:
print(f"今日话题关键词: {topics['keywords']}")
else:
print("今日暂无话题分析")
print("简化数据库管理器测试完成!")