python 连接操作 各类数据库
摘要:
用Python写脚本也有一段时间了,经常操作数据库(MySQL),现在就整理下对各类数据库的操作,如后面有新的参数会补进来,慢慢完善。
一,python 操作 MySQL:详情见:这里
mac 安装:http://sourceforge.net/projects/mysql-python/?source=dlp 再 sudo python setup.py build
【apt-get install python-mysqldb】
【yum install python-devel & pip install MySQL-python】
【yum install python-devel mysql-devel & pip install mysql-python】
#!/bin/env python # -*- encoding: utf-8 -*- #------------------------------------------------------------------------------- # Purpose: example for python_to_mysql # Author: zhoujy # Created: 2013-06-14 # update: 2013-06-14 #------------------------------------------------------------------------------- import MySQLdb import os #建立和数据库系统的连接,格式 #conn = MySQLdb.connect(host='localhost',user='root',passwd='123456',db='test',port=3306,charset='utf8') #指定配置文件,确定目录,或则写绝对路径 cwd = os.path.realpath(os.path.dirname(__file__)) db_conf = os.path.join(cwd, 'db.conf') conn = MySQLdb.connect(read_default_file=db_conf,host='localhost',db='test',port=3306,charset='utf8') #要执行的sql语句 query = 'select id from t1' #获取操作游标 cursor = conn.cursor() #执行SQL cursor.execute(query) #获取一条记录,每条记录做为一个元组返回,返回3,游标指到第2条记录。 result1 = cursor.fetchone() for i in result1: print i #返回影响的行数 print cursor.rowcount #获取指定数量记录,每条记录做为一个元组返回,返回1,2,游标从第2条记录开始,游标指到第4条记录。 result2 = cursor.fetchmany(2) for i in result2: for ii in i: print ii #获取所有记录,每条记录做为一个元组返回,返回3,4,7,6,游标从第4条记录开始到最后。 result3 = cursor.fetchall() for i in result3: for ii in i: print ii #获取所有记录,每条记录做为一个元组返回,返回3,4,7,6,游标从第1条记录开始 #重置游标位置,0为偏移量,mode=absolute | relative,默认为relative cursor.scroll(0,mode='absolute') result3 = cursor.fetchall() for i in result3: for ii in i: print ii #以下2种方法都可以把数据插入数据库: #(one) for i in range (10,20): query2 = 'insert into t1 values("%d",now())' %i cursor.execute(query2) #提交 conn.rollback() #(two) rows = [] for i in range (10,20): rows.append(i) query2 = 'insert into t1 values("%s",now())' #executemany 2个参数,第2个参数是变量。 cursor.executemany(query2,rows) #提交 conn.commit() #选择数据库 query3 = 'select id from dba_hospital' #重新选择数据库 conn.select_db('chushihua') cursor.execute(query3) result4 = cursor.fetchall() for i in result4: for ii in i: print ii #不定义query,直接执行:
cursor.execute("set session binlog_format='mixed'") #关闭游标,释放资源 cursor.close() ''' +------+---------------------+ | id | modifyT | +------+---------------------+ | 3 | 2010-01-01 00:00:00 | | 1 | 2010-01-01 00:00:00 | | 2 | 2010-01-01 00:00:00 | | 3 | 2010-01-01 00:00:00 | | 4 | 2013-06-04 17:04:54 | | 7 | 2013-06-04 17:05:36 | | 6 | 2013-06-04 17:05:17 | +------+---------------------+ '''
注意:在脚本中,密码写在脚本里面很容易暴露,这样可以用一个配置文件的方式来存密码,如db.conf:
[client] user=root password=123456
二,python 操作 MongoDB:详情见这里和这里以及这里
#!/bin/env python # -*- encoding: utf-8 -*- #------------------------------------------------------------------------------- # Purpose: example for python_to_mongodb # Author: zhoujy # Created: 2013-06-14 # update: 2013-06-14 #------------------------------------------------------------------------------- import pymongo import os #建立和数据库系统的连接,创建Connection时,指定host及port参数 conn = pymongo.Connection(host='127.0.0.1',port=27017) #admin 数据库有帐号,连接-认证-切换库 db_auth = conn.admin db_auth.authenticate('sa','sa') #连接数据库 db = conn.abc #连接表 collection = db.stu #查看全部表名称 db.collection_names() #print db.collection_names() #访问表的数据,指定列 item = collection.find({},{"sname":1,"course":1,"_id":0}) for rows in item: print rows.values() #访问表的一行数据 print collection.find_one() #得到所有的列 for rows in collection.find_one(): print rows #插入 collection.insert({"sno":100,"sname":"jl","course":{"D":80,"S":85}}) #或 u = dict(sno=102,sname='zjjj',course={"D":80,"S":85}) collection.insert(u) #得到行数 print collection.find().count() print collection.find({"sno":100}) #排序,按照某一列的值。pymongo.DESCENDING:倒序;pymongo.ASCENDING:升序。按照sno倒序 item = collection.find().sort('sno',pymongo.DESCENDING) for rows in item: print rows.values() #多列排序 item = collection.find().sort([('sno',pymongo.DESCENDING),('A',pymongo.ASCENDING)]) #更新,第一个参数是条件,第二个参数是更新操作,$set,%inc,$push,$ne,$addToSet,$rename 等 collection.update({"sno":100},{"$set":{"sno":101}}) #更新多行和多列 collection.update({"sno":102},{"$set":{"sno":105,"sname":"SSSS"}},multi=True) #删除,第一个参数是条件,第二个参数是删除操作。 collection.remove({"sno":101}) ''' sno:学号;sname:姓名;course:科目 db.stu.insert({"sno":1,"sname":"张三","course":{"A":95,"B":90,"C":65,"D":74,"E":100}}) db.stu.insert({"sno":2,"sname":"李四","course":{"A":90,"B":85,"X":75,"Y":64,"Z":95}}) db.stu.insert({"sno":3,"sname":"赵五","course":{"A":70,"B":56,"F":85,"G":84,"H":80}}) db.stu.insert({"sno":4,"sname":"zhoujy","course":{"A":64,"B":60,"C":95,"T":94,"Y":85}}) db.stu.insert({"sno":5,"sname":"abc","course":{"A":87,"B":70,"Z":56,"G":54,"H":75}}) db.stu.insert({"sno":6,"sname":"杨六","course":{"A":65,"U":80,"C":78,"R":75,"N":90}}) db.stu.insert({"sno":7,"sname":"陈二","course":{"A":95,"M":68,"N":84,"S":79,"K":89}}) db.stu.insert({"sno":8,"sname":"zhoujj","course":{"P":90,"B":77,"J":85,"K":68,"L":80}}) db.stu.insert({"sno":9,"sname":"ccc","course":{"Q":85,"B":86,"C":90,"V":87,"U":85}}) '''
计算Mongodb文档中各集合的数目:
import pymongo conn = pymongo.Connection(host='127.0.0.1',port=27017) db = conn.abc #abc文档 for tb_name in db.collection_names(): #循环出各集合名 Count = db[tb_name].count() #计算各集合的数量 if Count > 2: #过滤条件 print tb_name + ':' + str(Count) ''' conn = pymongo.Connection(host='127.0.0.1',port=27017) db = conn.abc for tb_name in db.collection_names(): print tb_name + ':' exec('print ' + 'db.'+tb_name+'.count()') #变量当集合的处理方式 OR conn = pymongo.Connection(host='127.0.0.1',port=27017) db = conn.abc for tb_name in db.collection_names(): mon_dic=db.command("collStats", tb_name) #以字典形式返回 print mon_dic.get('ns'),mon_dic.get('count') '''
updatetime: 2015-06-30
MongoDB升级到了3.0之后,用python的连接会出错:
pymongo.errors.OperationFailure: command SON([('authenticate', 1), ('user', u'dba'), ('nonce', u'8c7842b068e14d3'), ('key', u'584ec63f1cdfd8525ce33d99cd269c2c')]) failed: auth failed
表示认证失败,说明MongoDB升级之后,对用用户的加密方式改变了。那就升级pymongo。
zhoujy@zhoujy:~$ sudo pip install pymongo --upgrade [sudo] password for zhoujy: ... ... Successfully installed pymongo Cleaning up...
升级成功,要是没有安装pip,看这里:http://www.saltycrane.com/blog/2010/02/how-install-pip-ubuntu/
ubuntu10.10之后:
$ sudo apt-get install python-pip python-dev build-essential $ sudo pip install --upgrade pip $ sudo pip install --upgrade virtualenv
ubuntu10.10之前的老版本:
$ sudo apt-get install python-setuptools python-dev build-essential $ sudo easy_install pip $ sudo pip install --upgrade virtualenv
升级成功之后,继续执行python脚本,还是出错:
AttributeError: 'module' object has no attribute 'Connection'
表示没有 Connection ,pymongo升级完之后不支持了,看手册,发现用MongoClient 来替换了Connection。修改脚本:
conn = pymongo.Connection(host='127.0.0.1',port=27017) 改成 conn = pymongo.MongoClient(host='127.0.0.1',port=27017)
最后执行python,正常。
三,python 操作 Redis:详情见这里 和 这里/这里;集群连接
#!/bin/env python # -*- encoding: utf-8 -*- #------------------------------------------------------------------------------- # Purpose: example for python_to_mongodb # Author: zhoujy # Created: 2013-06-14 # update: 2013-06-14 #------------------------------------------------------------------------------- import redis f = open('aa.txt') while True: line = f.readline().strip().split(' # ') if line == ['']: break UserName,Pwd,Email = line # print name.strip(),pwd.strip(),email.strip() rc = redis.StrictRedis(host='127.0.0.1',port=6379,db=15) rc.hset('Name:' + UserName,'Email',Email) rc.hset('Name:' + UserName,'Password',Pwd) f.close() alluser = rc.keys('*') #print alluser print "===================================读出存进去的数据===================================" for user in alluser: print ' # '.join((user.split(':')[1],rc.hget(user,'Password'),rc.hget(user,'Email')))
一个pipeline的请看:这里
四,python 操作 memcache:详情见 这里 和 这里
import memcache
mc = memcache.Client(['127.0.0.1:11211'],debug=1)
#!/usr/bin/env python #coding=utf-8 import MySQLdb import memcache import sys import time def get_data(mysql_conn): # nn = raw_input("press string name:") mc = memcache.Client(['127.0.0.1:11211'],debug=1) t1 =time.time() value = mc.get('zhoujinyia') if value == None: t1 = time.time() print t1 query = "select company,email,sex,address from uc_user_offline where realName = 'zhoujinyia'" cursor= mysql_conn.cursor() cursor.execute(query) item = cursor.fetchone() t2 = time.time() print t2 t = round(t2-t1) print "from mysql cost %s sec" %t print item mc.set('zhoujinyia',item,60) else : t2 = time.time() t=round(t2-t1) print "from memcache cost %s sec" %t print value if __name__ =='__main__': mysql_conn = MySQLdb.connect(host='127.0.0.1',user='root',passwd='123456',db='member',port=3306,charset='utf8') get_data(mysql_conn)
上面介绍了一些python连接数据库,红色部分是连接操作的关键部分,大部分的操作没有列出来,具体的请见各官网。