python--同一mysql數據庫下批量遷移數據


最近接手些mysql數據庫維護,發現mysql在批量操作方面就是個渣渣啊,比起MS SQL SERVER簡直就是“不可同日而語”。

咨詢了下MySQL的高手,對於數據遷移這種問題,一種處理方式就是直接“一步到位” ,一次性將所有數據查詢插入到另外一個表,然后再刪除原表數據;另外一種處理方式就是使用pt--archiver工具來歸檔。

 

然並卵,“一步到位”法太刺激,pt--archiver工具用不順手,由於目前大部分的表都以自增id為主鍵,以此為此為前提自己寫個小腳本,厚臉拿出來供各位參考:

# coding: utf-8
import MySQLdb
import time

# common config
EXEC_DETAIL_FILE = 'exec_detail.txt'
DATETIME_FORMAT = '%Y-%m-%d %X'
Default_MySQL_Host = '192.168.166.169'
Default_MySQL_Port = 3358
Default_MySQL_User = "mysql_admin"
Default_MySQL_Password = 'mysql@Admin@Pwd'
Default_MySQL_Charset = "utf8"
Default_MySQL_Connect_TimeOut = 120

# Transfer Config
Transfer_Database_Name = "db001"
Transfer_Source_Table_Name = "tb2001"
Transfer_Target_Table_Name = "tb2001_his"
Transfer_Condition = "dt <'2016-10-01'"
Transfer_Rows_Per_Batch = 10000
Sleep_Second_Per_Batch = 0.5


def get_time_string(dt_time):
    """
    獲取指定格式的時間字符串
    :param dt_time: 要轉換成字符串的時間
    :return: 返回指定格式的字符串
    """
    global DATETIME_FORMAT
    return time.strftime(DATETIME_FORMAT, dt_time)


def get_time_string(dt_time):
    return time.strftime("%Y-%m-%d %X", dt_time)


def highlight(s):
    return "%s[30;2m%s%s[1m" % (chr(27), s, chr(27))


def print_warning_message(message):
    """
    以紅色字體顯示消息內容
    :param message: 消息內容
    :return: 無返回值
    """
    message = str(message)
    print(highlight('') + "%s[31;1m%s%s[0m" % (chr(27), message, chr(27)))


def print_info_message(message):
    """
    以綠色字體輸出提醒性的消息
    :param message: 消息內容
    :return: 無返回值
    """
    message = str(message)
    print(highlight('') + "%s[32;2m%s%s[0m" % (chr(27), message, chr(27)))


def write_file(file_path, message):
    """
    將傳入的message追加寫入到file_path指定的文件中
    請先創建文件所在的目錄
    :param file_path: 要寫入的文件路徑
    :param message: 要寫入的信息
    :return:
    """
    file_handle = open(file_path, 'a')
    file_handle.writelines(message)
    # 追加一個換行以方便瀏覽
    file_handle.writelines(chr(13))
    file_handle.close()


def get_mysql_connection():
    """
    根據默認配置返回數據庫連接
    :return: 數據庫連接
    """
    conn = MySQLdb.connect(
            host=Default_MySQL_Host,
            port=Default_MySQL_Port,
            user=Default_MySQL_User,
            passwd=Default_MySQL_Password,
            connect_timeout=Default_MySQL_Connect_TimeOut,
            charset=Default_MySQL_Charset,
            db=Transfer_Database_Name
    )
    return conn


def mysql_exec(sql_script, sql_param=None):
    """
    執行傳入的腳本,返回影響行數
    :param sql_script:
    :param sql_param:
    :return: 腳本最后一條語句執行影響行數
    """
    try:
        conn = get_mysql_connection()
        print_info_message("在服務器{0}上執行腳本:{1}".format(
                conn.get_host_info(), sql_script))
        cursor = conn.cursor()
        if sql_param is not None:
            cursor.execute(sql_script, sql_param)
        else:
            cursor.execute(sql_script)
        affect_rows = cursor.rowcount
        conn.commit()
        cursor.close()
        conn.close()
        return affect_rows
    except Exception as ex:
        cursor.close()
        conn.rollback()
        raise Exception(str(ex))


def mysql_exec_many(sql_script_list):
    """
    執行傳入的腳本,返回影響行數
    :param sql_script_list: 要執行的腳本List,List中每個元素為sql_script, sql_param對
    :return: 返回執行每個腳本影響的行數列表
    """
    try:
        conn = get_mysql_connection()
        exec_result_list = []
        for sql_script, sql_param in sql_script_list:
            print_info_message("在服務器{0}上執行腳本:{1}".format(
                    conn.get_host_info(), sql_script))
            cursor = conn.cursor()
            if sql_param is not None:
                cursor.execute(sql_script, sql_param)
            else:
                cursor.execute(sql_script)
            affect_rows = cursor.rowcount
            exec_result_list.append("影響行數:{0}".format(affect_rows))
        conn.commit()
        cursor.close()
        conn.close()
        return exec_result_list

    except Exception as ex:
        cursor.close()
        conn.rollback()
        raise Exception(str(ex))


def mysql_query(sql_script, sql_param=None):
    """
    執行傳入的SQL腳本,並返回查詢結果
    :param sql_script:
    :param sql_param:
    :return: 返回SQL查詢結果
    """
    try:
        conn = get_mysql_connection()
        print_info_message("在服務器{0}上執行腳本:{1}".format(
                conn.get_host_info(), sql_script))
        cursor = conn.cursor()
        if sql_param != '':
            cursor.execute(sql_script, sql_param)
        else:
            cursor.execute(sql_script)
        exec_result = cursor.fetchall()
        cursor.close()
        conn.close()
        return exec_result
    except Exception as ex:
        cursor.close()
        conn.close()
        raise Exception(str(ex))


def get_column_info_list(table_name):
    sql_script = """
DESC {0}
""".format(table_name)
    column_info_list = []
    query_result = mysql_query(sql_script=sql_script, sql_param=None)
    for row in query_result:
        column_name = row[0]
        column_key = row[3]
        column_info = column_name, column_key
        column_info_list.append(column_info)
    return column_info_list


def get_id_range():
    """
    按照傳入的表獲取要刪除數據最大ID、最小ID、刪除總行數
    :return: 返回要刪除數據最大ID、最小ID、刪除總行數
    """
    global Transfer_Condition
    global Transfer_Rows_Per_Batch
    sql_script = """
SELECT
MAX(ID) AS MAX_ID,
MIN(ID) AS MIN_ID,
COUNT(1) AS Total_Count
FROM {0}
WHERE {1};
""".format(Transfer_Source_Table_Name, Transfer_Condition)
    query_result = mysql_query(sql_script=sql_script, sql_param=None)
    max_id, min_id, total_count = query_result[0]
    # 此處有一坑,可能出現total_count不為0 但是max_id 和min_id 為None的情況
    # 因此判斷max_id和min_id 是否為NULL
    if (max_id is None) or (min_id is None):
        max_id, min_id, total_count = 0, 0, 0
    return max_id, min_id, total_count


def check_env():
    try:
        source_columns_info_list = get_column_info_list(Transfer_Source_Table_Name)
        target_columns_info_list = get_column_info_list(Transfer_Target_Table_Name)
        if len(source_columns_info_list) != len(target_columns_info_list):
            print_info("源表和目標表的列數不對,不滿足遷移條件")
            return False
        column_count = len(source_columns_info_list)
        id_flag = False
        for column_id in range(column_count):
            source_column_name, source_column_key = source_columns_info_list[column_id]
            target_column_name, target_column_key = target_columns_info_list[column_id]
            if source_column_name != target_column_name:
                print_info("源表和目標表的列名不匹配,不滿足遷移條件")
                return False
            if source_column_name.lower() == 'id' \
                    and source_column_key.lower() == 'pri' \
                    and target_column_name.lower() == 'id' \
                    and target_column_key.lower() == 'pri':
                id_flag = True
        if not id_flag:
            print_info("未找到為主鍵的id列,不滿足遷移條件")
            return False
        return True
    except Exception as ex:
        print_info("執行出現異常,異常為{0}".format(ex.message))
        return False


def main():
    flag = check_env()
    if not flag:
        return
    loop_trans_data()


def trans_data(current_min_id, current_max_id):
    global Transfer_Source_Table_Name
    global Transfer_Target_Table_Name
    global Transfer_Condition
    global Transfer_Rows_Per_Batch
    print_info_message("*" * 70)
    copy_data_script = """
INSERT INTO {0}
SELECT * FROM {1}
WHERE ID>={2}
AND ID<{3}
AND {4} ;
""".format(Transfer_Target_Table_Name, Transfer_Source_Table_Name, current_min_id, current_max_id, Transfer_Condition)
    delete_data_script = """
DELETE FROM {0}
WHERE ID IN (
SELECT ID
FROM {1}
WHERE ID>={2}
AND ID<{3})
AND ID>={4}
AND ID<{5};
""".format(Transfer_Source_Table_Name, Transfer_Target_Table_Name, current_min_id, current_max_id, current_min_id,
           current_max_id)
    sql_script_list = []
    tem_sql_script = copy_data_script, None
    sql_script_list.append(tem_sql_script)
    tem_sql_script = delete_data_script, None
    sql_script_list.append(tem_sql_script)
    exec_result_list = mysql_exec_many(sql_script_list)
    print_info_message("執行結果:")
    for item in exec_result_list:
        print_info_message(item)


def loop_trans_data():
    max_id, min_id, total_count = get_id_range()
    if min_id == max_id:
        print_info_message("無數據需要結轉")
        return

    current_min_id = min_id
    global Transfer_Rows_Per_Batch
    while current_min_id <= max_id:
        current_max_id = current_min_id + Transfer_Rows_Per_Batch
        trans_data(current_min_id, current_max_id)
        current_percent = (current_max_id - min_id) * 100.0 / (max_id - min_id)
        left_rows = max_id - current_max_id
        if left_rows < 0:
            left_rows = 0
        current_percent_str = "%.2f" % current_percent
        info = "當前復制進度{0}/{1},剩余{2},進度為{3}%".format(current_max_id,
                                                    max_id, left_rows,
                                                    current_percent_str)
        print_info_message(info)
        time.sleep(Sleep_Second_Per_Batch)
        current_min_id = current_max_id
    print_info_message("*" * 70)
    print_info_message("執行完成")


if __name__ == '__main__':
    main()
View Code

 

按照各位場景的,需要修改數據庫連接信息:

還有需要遷移表的信息:

 

生成測試數據的mysql腳本:

CREATE TABLE `tb2001` (
  `id` int(11) NOT NULL AUTO_INCREMENT,
  `c1` varchar(200) DEFAULT NULL,
  `dt` datetime DEFAULT NULL,
  PRIMARY KEY (`id`)
) ENGINE=InnoDB AUTO_INCREMENT=1 DEFAULT CHARSET=utf8;

create table tb2001_his like tb2001;

insert tb2001(c1,dt) select 'abc',date_add(localtime(),interval FLOOR(RAND() * 20000) hour) FROM mysql.user;
insert tb2001(c1,dt) select 'abc',date_add(localtime(),interval FLOOR(RAND() * 20000) hour) FROM tb2001;
insert tb2001(c1,dt) select 'abc',date_add(localtime(),interval FLOOR(RAND() * 20000) hour) FROM tb2001;
insert tb2001(c1,dt) select 'abc',date_add(localtime(),interval FLOOR(RAND() * 20000) hour) FROM tb2001;
insert tb2001(c1,dt) select 'abc',date_add(localtime(),interval FLOOR(RAND() * 20000) hour) FROM tb2001;
insert tb2001(c1,dt) select 'abc',date_add(localtime(),interval FLOOR(RAND() * 20000) hour) FROM tb2001;
insert tb2001(c1,dt) select 'abc',date_add(localtime(),interval FLOOR(RAND() * 20000) hour) FROM tb2001;
insert tb2001(c1,dt) select 'abc',date_add(localtime(),interval FLOOR(RAND() * 20000) hour) FROM tb2001;
insert tb2001(c1,dt) select 'abc',date_add(localtime(),interval FLOOR(RAND() * 20000) hour) FROM tb2001;
insert tb2001(c1,dt) select 'abc',date_add(localtime(),interval FLOOR(RAND() * 20000) hour) FROM tb2001;
insert tb2001(c1,dt) select 'abc',date_add(localtime(),interval FLOOR(RAND() * 20000) hour) FROM tb2001;
insert tb2001(c1,dt) select 'abc',date_add(localtime(),interval FLOOR(RAND() * 20000) hour) FROM tb2001;
insert tb2001(c1,dt) select 'abc',date_add(localtime(),interval FLOOR(RAND() * 20000) hour) FROM tb2001;
insert tb2001(c1,dt) select 'abc',date_add(localtime(),interval FLOOR(RAND() * 20000) hour) FROM tb2001;
insert tb2001(c1,dt) select 'abc',date_add(localtime(),interval FLOOR(RAND() * 20000) hour) FROM tb2001;
insert tb2001(c1,dt) select 'abc',date_add(localtime(),interval FLOOR(RAND() * 20000) hour) FROM tb2001;
View Code

 

最終運行結果如下:

顯示簡單粗暴,有興趣的可以在此基礎上修改!

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