增加follow字段
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118
product/fill_follows_field.py
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118
product/fill_follows_field.py
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@@ -0,0 +1,118 @@
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#!/usr/bin/env python3
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# -*- coding: utf-8 -*-
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"""
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填补product_analysis表中follows字段内容的脚本
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用于将products表中的user_count转换为数字并更新到product_analysis.follows字段
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"""
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import sqlite3
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import os
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import sys
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from loguru import logger
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# 配置日志
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logger.remove()
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logger.add(sys.stderr, level="INFO", format="<green>{time:YYYY-MM-DD HH:mm:ss}</green> | <level>{level: <8}</level> | <cyan>{name}</cyan>:<cyan>{function}</cyan>:<cyan>{line}</cyan> - <level>{message}</level>")
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class FollowsFiller:
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"""用于填补follows字段内容的类"""
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def __init__(self, db_path):
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self.db_path = db_path
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self.api_url = "http://localhost:11434/api/generate"
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def connect_to_database(self) -> sqlite3.Connection:
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"""连接到SQLite数据库"""
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try:
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conn = sqlite3.connect(self.db_path)
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logger.success(f"成功连接到数据库: {self.db_path}")
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return conn
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except Exception as e:
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logger.error(f"连接数据库失败: {e}")
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raise
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def check_table_structure(self) -> bool:
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"""检查数据库表结构是否正确"""
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logger.info("正在检查数据库表结构...")
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conn = self.connect_to_database()
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cursor = conn.cursor()
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try:
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# 检查products表是否存在
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cursor.execute("SELECT name FROM sqlite_master WHERE type='table' AND name='products'")
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if not cursor.fetchone():
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logger.error("products表不存在")
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return False
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# 检查product_analysis表是否存在
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cursor.execute("SELECT name FROM sqlite_master WHERE type='table' AND name='product_analysis'")
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if not cursor.fetchone():
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logger.error("product_analysis表不存在")
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return False
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# 检查product_analysis表是否有follows字段
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cursor.execute("PRAGMA table_info(product_analysis)")
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columns = [col[1] for col in cursor.fetchall()]
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if 'follows' not in columns:
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logger.error("product_analysis表没有follows字段")
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return False
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logger.success("数据库表结构检查通过")
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return True
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finally:
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conn.close()
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def convert_user_count_to_number(self, user_count: str) -> int:
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"""将user_count文本转换为数字
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Args:
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user_count: 用户数量文本,如"53 followers"或"1.9K followers"
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Returns:
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转换后的数字
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"""
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if not user_count or user_count.strip() == "":
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logger.info(f"空的用户数量: {user_count}")
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return None
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try:
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# 移除多余空格和"followers"等文本
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import re
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cleaned = re.sub(r'\s*followers?\s*$', '', user_count.strip(), flags=re.IGNORECASE)
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# 处理K/M等单位
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if cleaned.endswith('K') or cleaned.endswith('k'):
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return int(float(cleaned[:-1]) * 1000)
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elif cleaned.endswith('M') or cleaned.endswith('m'):
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return int(float(cleaned[:-1]) * 1000000)
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else:
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# 直接转换为整数
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return int(re.sub(r'[^\d]', '', cleaned))
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except Exception as e:
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logger.error(f"转换用户数量失败: {user_count}, 错误: {e}")
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return None
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def fill_follows_field(self):
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"""填补product_analysis表中的follows字段内容"""
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logger.info("=== 开始填补follows字段内容 ===")
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conn = self.connect_to_database()
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cursor = conn.cursor()
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try:
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# 查询所有产品及其对应的分析记录
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cursor.execute("""
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SELECT p.id, p.name, p.user_count, pa.id as analysis_id, pa.follows
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FROM products p
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LEFT JOIN product_analysis pa ON p.name = pa.original_name
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WHERE pa.id IS NOT NULL
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""")
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products = cursor.fetchall()
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logger.info(f"找到 {len(products)} 个产品及其分析记录")
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if not products:
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logger.info("没有发现需要填补follows字段的记录")
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return
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