267 lines
9.1 KiB
Python
267 lines
9.1 KiB
Python
import configparser
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import pandas as pd
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from sqlalchemy import create_engine, text
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from urllib.parse import quote_plus
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import logging
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# 配置日志
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logging.basicConfig(level=logging.INFO, format='%(asctime)s - %(levelname)s - %(message)s')
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logger = logging.getLogger(__name__)
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# 读取配置文件
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config = configparser.ConfigParser()
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config.read('config.ini')
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# 获取数据库连接配置
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source_config = {
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'host': config.get('source_db', 'host'),
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'user': config.get('source_db', 'user'),
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'password': config.get('source_db', 'password'),
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'database': config.get('source_db', 'database'),
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'port': config.getint('source_db', 'port')
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}
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target_config = {
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'host': config.get('target_db', 'host'),
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'user': config.get('target_db', 'user'),
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'password': config.get('target_db', 'password'),
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'database': config.get('target_db', 'database'),
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'port': config.getint('target_db', 'port')
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}
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# 创建数据库引擎
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source_engine = create_engine(
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f"mysql+pymysql://{source_config['user']}:{quote_plus(source_config['password'])}@{source_config['host']}:{source_config['port']}/{source_config['database']}"
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)
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target_engine = create_engine(
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f"mysql+pymysql://{target_config['user']}:{quote_plus(target_config['password'])}@{target_config['host']}:{target_config['port']}/{target_config['database']}"
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)
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class ClzLeaseApplyInfoUpdater:
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"""clz_lease_apply_info表数据对比和更新器"""
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def __init__(self):
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self.source_engine = source_engine
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self.target_engine = target_engine
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def query_target_data(self):
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"""
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从目标数据库查询clz_lease_apply_info数据
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"""
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try:
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sql = """
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SELECT
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cli.id,
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cli.`code`,
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cli.project_id,
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bu.unit_id,
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bu.unit_name,
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bp.pro_id,
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bp.pro_name,
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bp.external_id
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FROM
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clz_lease_apply_info cli
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LEFT JOIN bm_unit bu on cli.team_id = bu.unit_id
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LEFT JOIN bm_project bp on cli.project_id = bp.pro_id
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WHERE bp.external_id is not null
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"""
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logger.info("执行目标数据库查询...")
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df = pd.read_sql(sql, self.target_engine)
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logger.info(f"目标数据库查询到 {len(df)} 条记录")
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return df
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except Exception as e:
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logger.error(f"查询目标数据库时发生错误: {str(e)}")
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return pd.DataFrame()
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def query_source_data(self):
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"""
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从源数据库查询clz_lease_apply_info数据
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"""
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try:
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sql = """
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SELECT
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cli.id,
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cli.`code`,
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cli.project_id,
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bu.unit_id,
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bu.unit_name,
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bp.pro_id,
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bp.pro_name,
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bp.external_id
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FROM
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clz_lease_apply_info cli
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LEFT JOIN bm_unit bu on cli.team_id = bu.unit_id
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LEFT JOIN bm_project bp on cli.project_id = bp.pro_id
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WHERE bp.external_id is not null
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"""
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logger.info("执行源数据库查询...")
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df = pd.read_sql(sql, self.source_engine)
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logger.info(f"源数据库查询到 {len(df)} 条记录")
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return df
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except Exception as e:
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logger.error(f"查询源数据库时发生错误: {str(e)}")
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return pd.DataFrame()
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def compare_and_update_data(self, target_df, source_df):
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"""
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对比数据并执行更新
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Args:
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target_df: 目标数据库数据
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source_df: 源数据库数据
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Returns:
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int: 更新的记录数
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"""
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try:
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update_count = 0
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# 创建对比条件：external_id相同
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logger.info("开始数据对比...")
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# 使用pandas merge进行数据对比
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merged_df = pd.merge(
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target_df,
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source_df,
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on=['external_id'],
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how='inner',
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suffixes=('_target', '_source')
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)
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logger.info(f"找到 {len(merged_df)} 条匹配记录")
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if merged_df.empty:
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logger.warning("没有找到匹配的数据")
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return 0
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# 执行更新操作
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with self.source_engine.connect() as conn:
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for _, row in merged_df.iterrows():
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# 检查目标表的project_id字段是否有值
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target_project_id = row.get('project_id_target')
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source_id = row.get('id_source')
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if pd.notna(target_project_id) and pd.notna(source_id):
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# 构建UPDATE语句 - 更新cli.project_id字段
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sql = f"""
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UPDATE clz_lease_apply_info
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SET project_id = {target_project_id}
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WHERE id = {source_id}
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"""
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logger.debug(f"执行更新SQL: {sql}")
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result = conn.execute(text(sql))
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update_count += result.rowcount
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conn.commit()
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logger.info(f"成功更新 {update_count} 条记录")
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return update_count
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except Exception as e:
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logger.error(f"数据对比和更新时发生错误: {str(e)}")
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return 0
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def execute_update(self):
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"""
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执行完整的数据对比和更新流程
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"""
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try:
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logger.info("=== 开始clz_lease_apply_info表数据对比和更新 ===")
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# 1. 查询目标数据库数据
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target_df = self.query_target_data()
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if target_df.empty:
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logger.error("目标数据库查询结果为空")
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return False
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# 2. 查询源数据库数据
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source_df = self.query_source_data()
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if source_df.empty:
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logger.error("源数据库查询结果为空")
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return False
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# 3. 对比数据并执行更新
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update_count = self.compare_and_update_data(target_df, source_df)
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if update_count > 0:
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logger.info(f"✅ 数据对比和更新完成，共更新 {update_count} 条记录")
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return True
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else:
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logger.warning("⚠️ 没有找到需要更新的数据")
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return True
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except Exception as e:
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logger.error(f"执行更新流程时发生错误: {str(e)}")
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return False
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def preview_changes(self):
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"""
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预览将要进行的更改（不实际执行更新）
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"""
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try:
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logger.info("=== 预览数据对比结果 ===")
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# 查询数据
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target_df = self.query_target_data()
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source_df = self.query_source_data()
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if target_df.empty or source_df.empty:
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logger.warning("查询结果为空，无法预览")
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return
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# 对比数据
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merged_df = pd.merge(
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target_df,
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source_df,
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on=['external_id'],
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how='inner',
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suffixes=('_target', '_source')
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)
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logger.info(f"找到 {len(merged_df)} 条匹配记录")
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if not merged_df.empty:
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logger.info("预览将要更新的记录:")
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for idx, row in merged_df.head(10).iterrows(): # 只显示前10条
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logger.info(f"ID: {row['id_source']}, "
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f"code: {row.get('code_source', 'NULL')}, "
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f"external_id: {row['external_id']}, "
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f"原project_id: {row.get('project_id_source', 'NULL')}, "
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f"新project_id: {row.get('project_id_target', 'NULL')}")
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if len(merged_df) > 10:
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logger.info(f"... 还有 {len(merged_df) - 10} 条记录")
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except Exception as e:
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logger.error(f"预览时发生错误: {str(e)}")
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def main():
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"""主函数"""
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updater = ClzLeaseApplyInfoUpdater()
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# 询问用户是否要预览更改
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preview = input("是否要预览将要进行的更改？(y/N): ")
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if preview.lower() == 'y':
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updater.preview_changes()
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# 询问用户是否要执行更新
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confirm = input("是否要执行数据更新？(y/N): ")
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if confirm.lower() == 'y':
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success = updater.execute_update()
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if success:
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print("✅ 更新操作完成")
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else:
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print("❌ 更新操作失败")
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else:
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print("操作已取消")
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if __name__ == "__main__":
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main() |