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Accessing a MySQL connection pool from Python multiprocessing

I'm trying to set up a MySQL connection pool and have my worker processes access the already established pool instead of setting up a new connection each time.

I'm confused if I should pass the database cursor to each process, or if there's some other way to do this? Shouldn't MySql.connector do the pooling automatically? When I check my log files, many, many connections are opened and closed ... one for each process.

My code looks something like this:

PATH = "/tmp"

class DB(object):
  def __init__(self):
    connected = False
    while not connected:
      try:
        cnxpool = mysql.connector.pooling.MySQLConnectionPool(pool_name = "pool1",
                                                          **config.dbconfig)
        self.__cnx = cnxpool.get_connection()
      except mysql.connector.errors.PoolError:
        print("Sleeping.. (Pool Error)")
        sleep(5)
      except mysql.connector.errors.DatabaseError:
        print("Sleeping.. (Database Error)")
        sleep(5)

    self.__cur = self.__cnx.cursor(cursor_class=MySQLCursorDict)

  def execute(self, query):
    return self.__cur.execute(query)

def isValidFile(self, name):
  return True

def readfile(self, fname):
  d = DB()
  d.execute("""INSERT INTO users (first_name) VALUES ('michael')""")

def main():
  queue = multiprocessing.Queue()
  pool = multiprocessing.Pool(None, init, [queue])
  for dirpath, dirnames, filenames in os.walk(PATH):

    full_path_fnames = map(lambda fn: os.path.join(dirpath, fn),
                           filenames)
    full_path_fnames = filter(is_valid_file, full_path_fnames)
    pool.map(readFile, full_path_fnames)

if __name__ == '__main__':
  sys.exit(main())
like image 425
ensnare Avatar asked Jun 23 '14 19:06

ensnare


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2 Answers

First, you're creating a different connection pool for each instance of your DB class. The pools having the same name doesn't make them the same pool

From the documentation:

It is not an error for multiple pools to have the same name. An application that must distinguish pools by their pool_name property should create each pool with a distinct name.

Besides that, sharing a database connection (or connection pool) between different processes would be a bad idea (and i highly doubt it would even work correctly), so each process using it's own connections is actually what you should aim for.

You could just initialize the pool in your init initializer as a global variable and use that instead.
Very simple example:

from multiprocessing import Pool
from mysql.connector.pooling import MySQLConnectionPool
from mysql.connector import connect
import os

pool = None

def init():
    global pool
    print("PID %d: initializing pool..." % os.getpid())
    pool = MySQLConnectionPool(...)

def do_work(q):
    con = pool.get_connection()
    print("PID %d: using connection %s" % (os.getpid(), con))
    c = con.cursor()
    c.execute(q)
    res = c.fetchall()
    con.close()
    return res

def main():
    p = Pool(initializer=init)
    for res in p.map(do_work, ['select * from test']*8):
        print(res)
    p.close()
    p.join()

if __name__ == '__main__':
    main()

Or just use a simple connection instead of a connection pool, as only one connection will be active in each process at a time anyway.
The number of concurrently used connections is implicitly limited by the size of the multiprocessing.Pool.

like image 106
mata Avatar answered Sep 21 '22 11:09

mata


#!/usr/bin/python
# -*- coding: utf-8 -*-
import time
import mysql.connector.pooling


dbconfig = {
    "host":"127.0.0.1",
    "port":"3306",
    "user":"root",
    "password":"123456",
    "database":"test",
}


class MySQLPool(object):
    """
    create a pool when connect mysql, which will decrease the time spent in 
    request connection, create connection and close connection.
    """
    def __init__(self, host="172.0.0.1", port="3306", user="root",
                 password="123456", database="test", pool_name="mypool",
                 pool_size=3):
        res = {}
        self._host = host
        self._port = port
        self._user = user
        self._password = password
        self._database = database

        res["host"] = self._host
        res["port"] = self._port
        res["user"] = self._user
        res["password"] = self._password
        res["database"] = self._database
        self.dbconfig = res
        self.pool = self.create_pool(pool_name=pool_name, pool_size=pool_size)

    def create_pool(self, pool_name="mypool", pool_size=3):
        """
        Create a connection pool, after created, the request of connecting 
        MySQL could get a connection from this pool instead of request to 
        create a connection.
        :param pool_name: the name of pool, default is "mypool"
        :param pool_size: the size of pool, default is 3
        :return: connection pool
        """
        pool = mysql.connector.pooling.MySQLConnectionPool(
            pool_name=pool_name,
            pool_size=pool_size,
            pool_reset_session=True,
            **self.dbconfig)
        return pool

    def close(self, conn, cursor):
        """
        A method used to close connection of mysql.
        :param conn: 
        :param cursor: 
        :return: 
        """
        cursor.close()
        conn.close()

    def execute(self, sql, args=None, commit=False):
        """
        Execute a sql, it could be with args and with out args. The usage is 
        similar with execute() function in module pymysql.
        :param sql: sql clause
        :param args: args need by sql clause
        :param commit: whether to commit
        :return: if commit, return None, else, return result
        """
        # get connection form connection pool instead of create one.
        conn = self.pool.get_connection()
        cursor = conn.cursor()
        if args:
            cursor.execute(sql, args)
        else:
            cursor.execute(sql)
        if commit is True:
            conn.commit()
            self.close(conn, cursor)
            return None
        else:
            res = cursor.fetchall()
            self.close(conn, cursor)
            return res

    def executemany(self, sql, args, commit=False):
        """
        Execute with many args. Similar with executemany() function in pymysql.
        args should be a sequence.
        :param sql: sql clause
        :param args: args
        :param commit: commit or not.
        :return: if commit, return None, else, return result
        """
        # get connection form connection pool instead of create one.
        conn = self.pool.get_connection()
        cursor = conn.cursor()
        cursor.executemany(sql, args)
        if commit is True:
            conn.commit()
            self.close(conn, cursor)
            return None
        else:
            res = cursor.fetchall()
            self.close(conn, cursor)
            return res


if __name__ == "__main__":
    mysql_pool = MySQLPool(**dbconfig)
    sql = "select * from store WHERE create_time < '2017-06-02'"
    p = Pool()
    for i in range(5):
        p.apply_async(mysql_pool.execute, args=(sql,))

Code above creates a connection pool at the beginning, and get connections from it in execute(), once the connection pool has been created, the work is to remain it, since the pool is created only once, it will save the time to request for a connection every time you would like to connect to MySQL. Hope it helps!

like image 39
buxizhizhoum Avatar answered Sep 22 '22 11:09

buxizhizhoum