序列化-pickle,json
1、序列化
将对象的状态信息转换为可以存储或者可以传输的形式过程
内存中有一些结构数据,希望保存下来冲用,或者发送给别人使用
很多游戏允许你在退出的时候保存进度,然后你再次启动的时候回到退出的地方。
2、常用的一些序列化
pickle,cPickle
JSON
Shelve
YAML
3、序列化对象到磁盘,所有的python支持的类型都可以用pickle做序列化
序列化到磁盘:pickle.dump(obj, file),从磁盘反序列化:pickle.load(file)
序列化到内存:pickle.dumps(obj),从内存反序列化:pickle.loads(str)
#pickle序列化到磁盘,pickle.dump(参数1,参数2),fd是问价句炳In [1]: import pickleIn [2]: entry = {'a':11, 'b':22}In [3]: with open('/tmp/1.pickle','wb') as fd: #w表示写方式,b表示二进制 ...: pickle.dump(entry, fd)[root@133 ~]# file /tmp/1.pickle /tmp/1.pickle: ASCII text [root@133 ~]cat /tmp/1.pickle (dp0S'a'p1I11sS'b'p2I22 #pickle.load(fd)从硬盘反序列化,In [7]: with open('/tmp/1.pickle') as fd: ...: a = pickle.load(fd) ...: In [8]: aOut[8]: {'a': 11, 'b': 22}#pickle序列化数据到内存中,In [14]: entry = {'a':11, 'b':22}In [15]: b = pickle.dumps(entry)In [16]: bOut[16]: "(dp0\nS'a'\np1\nI11\nsS'b'\np2\nI22\ns."#pickle.loads(fd)从内存反序列化In [17]: entry1=pickle.loads(b)In [19]: entry1Out[19]: {'a': 11, 'b': 22}pickle简单应用
[root@133 tmp]# cd /opt/python/django/[root@133 django]# cp -pr simplecmdb simplecmdbbak[root@133 simplecmdb]# cd /opt/python/django/simplecmdbbak/simplecmdb[root@133 simplecmdb]# vim settings.py#注释掉默认的sqlite3数据库#DATABASES = {# 'default': {# 'ENGINE': 'django.db.backends.sqlite3',# 'NAME': os.path.join(BASE_DIR, 'db.sqlite3'),# }#}#指定使用mysql数据库DATABASES = { 'default':{ 'ENGINE':'django.db.backends.mysql', 'NAME':'cmdb', 'USER':'root', 'PASSWORD':'Amos!@#$', 'HOST':'127.0.0.1', 'PORT':'3306', }}
登录mysql,创建数据库cmdb,在数据库cmdb中创建数据表
[root@133 simplecmdbbak]# cd /opt/python/django/simplecmdbbak[root@133 simplecmdbbak]# rm -rf db.sqlite3 #删除sqlite3的数据库[root@133 simplecmdbbak]# cd hostinfo/[root@133 hostinfo]# vim models.py #models.py已经定义了数据表,只要同步即可在mysql中建表from django.db import models# Create your models here.class Host(models.Model): hostname = models.CharField(max_length = 50) ip = models.IPAddressField() vendor = models.CharField(max_length = 50) product = models.CharField(max_length = 50) sn = models.CharField(max_length = 50) cpu_model = models.CharField(max_length = 50) cpu_num = models.IntegerField(max_length = 50) memory = models.CharField(max_length = 50) osver = models.CharField(max_length = 50) #查看数据库配置文件有没有错误[root@133 simplecmdbbak]# python manage.py validate0 errors foundmysql> create database cmdb;Query OK, 1 row affected (0.00 sec)[root@133 simplecmdbbak]# python manage.py syncdbCreating tables ...Creating table django_admin_logCreating table auth_permissionCreating table auth_group_permissionsCreating table auth_groupCreating table auth_user_groupsCreating table auth_user_user_permissionsCreating table auth_userCreating table django_content_typeCreating table django_sessionCreating table hostinfo_hostCreating table hostinfo_hostgroup_membersCreating table hostinfo_hostgroupYou just installed Django's auth system, which means you don't have any superusers defined.Would you like to create one now? (yes/no): yesUsername (leave blank to use 'root'): rootEmail address: 1350368559@qq.comPassword: Password (again): Superuser created successfully.Installing custom SQL ...Installing indexes ...Installed 0 object(s) from 0 fixture(s)[root@133 simplecmdbbak]# mysql -uroot -pEnter password: mysql> use cmdb;Reading table information for completion of table and column namesYou can turn off this feature to get a quicker startup with -ADatabase changedmysql> show tables;+----------------------------+| Tables_in_cmdb |+----------------------------+| auth_group || auth_group_permissions || auth_permission || auth_user || auth_user_groups || auth_user_user_permissions || django_admin_log || django_content_type || django_session || hostinfo_host || hostinfo_hostgroup || hostinfo_hostgroup_members |+----------------------------+12 rows in set (0.00 sec)mysql> exitBye
修改系统收集信息
[root@133 django]# vim /opt/python/django/sysinformation-pickle.pyimport pickle# d = urllib.urlencode(dic) d = pickle.dumps(dic) #使用pickle将收集到的信息保存到内存中 #修改视图文件,得到属性文件[root@133 django]# vim /opt/python/django/simplecmdbbak/hostinfo/views.py print req.body
启动django服务器
[root@133 simplecmdbbak]# python manage.py runserver 112.65.140.133:8080
执行系统收集脚本:python sysinformation-pickle.py,报错500,排查过程如下:
[root@133 django]# python sysinformation-pickle.py #由于后边的变量值没有收到具体的信息报错Traceback (most recent call last): File "sysinformation-pickle.py", line 118, inreq = urllib2.urlopen('http://112.65.140.133:8080/hostinfo/collect/',d) File "/opt/amos/python2.7/lib/python2.7/urllib2.py", line 126, in urlopen return _opener.open(url, data, timeout) File "/opt/amos/python2.7/lib/python2.7/urllib2.py", line 406, in open response = meth(req, response) File "/opt/amos/python2.7/lib/python2.7/urllib2.py", line 519, in http_response 'http', request, response, code, msg, hdrs) File "/opt/amos/python2.7/lib/python2.7/urllib2.py", line 444, in error return self._call_chain(*args) File "/opt/amos/python2.7/lib/python2.7/urllib2.py", line 378, in _call_chain result = func(*args) File "/opt/amos/python2.7/lib/python2.7/urllib2.py", line 527, in http_error_default raise HTTPError(req.get_full_url(), code, msg, hdrs, fp)urllib2.HTTPError: HTTP Error 500: INTERNAL SERVER ERROR[root@133 simplecmdbbak]# python manage.py runserver 112.65.140.133:8080Validating models...0 errors foundJanuary 15, 2017 - 18:00:56Django version 1.6.5, using settings 'simplecmdb.settings'Starting development server at http://112.65.140.133:8080/Quit the server with CONTROL-C.#以下是pickle发送到服务器的信息,格式是pickle格式,由simplecmdbbak/hostinfo/views.py处理得到的(dp0S'osver'p1S'CentOS release 6.7 (Final)'p2sS'product'p3S'PowerEdge R710'p4sS'vendor'p5S'Dell Inc.'p6sS'sn'p7S'4HBDT2X'p8sS'memory'p9S'19976M'p10sS'cpu_num'p11I8sS'ip'p12(S'br1'p13S'112.65.140.133'p14S'A4:BA:DB:20:93:23'p15tp16sS'hostname'p17S'133'p18sS'cpu_model'p19S'Intel(R) 2.00GHz'p20s.NoneNoneNoneNoneNoneNoneNoneNoneNone[15/Jan/2017 18:01:04] "POST /hostinfo/collect/ HTTP/1.1" 500 118260#测试,如果将:sysinformation-pickle.py修改为: d = urllib.urlencode(dic)# d = pickle.dumps(dic)结果就是:osver=CentOS+release+6.7+%28Final%29&product=PowerEdge+R710&vendor=Dell+Inc.&sn=4HBDT2X&memory=19976M&cpu_num=8&ip=%28%27br1%27%2C+%27112.65.140.133%27%2C+%27A4%3ABA%3ADB%3A20%3A93%3A23%27%29&hostname=133&cpu_model=Intel%28R%29+2.00GHz133('br1', '112.65.140.133', 'A4:BA:DB:20:93:23')CentOS release 6.7 (Final)Dell Inc.PowerEdge R710Intel(R) 2.00GHz819976M4HBDT2X数据已经发送到djago这里,如何将数据发序列化出来成为字典,即可正常使用。[root@133 django]# vim /opt/python/django/simplecmdbbak/hostinfo/views.pyfrom django.shortcuts import renderfrom django.http import HttpResponsefrom hostinfo.models import Hostimport pickle# Create your views here.def collect(req): if req.POST: print pickle.loads(req.body) [root@133 django]# python sysinformation-pickle.py#结果显示已经去得了pickle loads出来的字典了{'product': 'PowerEdge R710', 'vendor': 'Dell Inc.', 'cpu_num': 8, 'ip': ('br1', '112.65.140.133', 'A4:BA:DB:20:93:23'), 'hostname': '133', 'cpu_model': 'Intel(R) 2.00GHz', 'osver': 'CentOS release 6.7 (Final)', 'sn': '4HBDT2X', 'memory': '19976M'}[root@133 django]# vim /opt/python/django/simplecmdbbak/hostinfo/views.py import pickledef collect(req): if req.POST: obj = pickle.loads(req.body) hostname = obj['hostname'] print hostname ip = obj['ip'] print ip osver = obj['osver'] print osver vendor = obj['vendor'] print vendor product = obj['product'] print product cpu_model = obj['cpu_model'] print cpu_model cpu_num = obj['cpu_num'] print cpu_num memory = obj['memory'] print memory sn = obj['sn'] print sn :10,27s/req.POST.get/obj/:10,27s/(/[/:10,27s/)/]/[root@133 simplecmdb]# vim hostinfo/models.pyfrom django.db import models# Create your models here.class Host(models.Model): hostname = models.CharField(max_length = 200) ip = models.IPAddressField() vendor = models.CharField(max_length = 200) product = models.CharField(max_length = 200) sn = models.CharField(max_length = 200) cpu_model = models.CharField(max_length = 200) cpu_num = models.IntegerField(max_length = 200) memory = models.CharField(max_length = 200) osver = models.CharField(max_length = 200) def __unicode__(self): return self.hostname数据库字段的长度改为200,然后数据库cmdb删除,重新同步的,结果还是一样。500搞不清为什么会这样?另外一个问题: #d = urllib.urlencode(dic) d = pickle.dumps(dic) req = urllib2.urlopen('http://112.65.140.133:8080/hostinfo/collect/',d) print req.read() #d = urllib.urlencode(dic) 这里的d难道不用urlencode吗?不转换成urlencode格式,怎么能用urllib2.urlopen发送处理呢?host是实例,不是字典,所以不能这样host['hostname'],只能host.hostname这样来调用属性。可以在实例化( host = Host())之前来打印hostname、ip等信息,来进行拍错。这里的d是序列化后的对象,这里可以使用pickle序列化,跟使用json一样。视频里有三种方式1. 使用urlencode2. 使用pickle3. 使用json我的问题找到了,原因是:ip = models.IPAddressField() 无法保存元祖。def collect(req): if req.POST: print pickle.loads(req.body) obj = pickle.loads(req.body) hostname = obj['hostname'] ip = obj['ip'] osver = obj['osver'] vendor = obj['vendor'] product = obj['product'] cpu_model = obj['cpu_model'] cpu_num = obj['cpu_num'] memory = obj['memory'] sn = obj['sn'] print sn print 'pickle load ok' host = Host() host.hostname = hostname host.ip = ip host.osver = osver host.vendor = vendor host.product = product host.cpu_model = cpu_model host.cpu_num = cpu_num host.memory = memory host.sn = sn print host.sn host.save() print "host save ok" #没有打印 print host.sn #没有打印 return HttpResponse('OK') else: return HttpResponse('no data')结果是:[16/Jan/2017 11:34:20] "POST /hostinfo/collect/ HTTP/1.1" 500 72226{'product': 'PowerEdge R710', 'vendor': 'Dell Inc.', 'cpu_num': 8, 'ip': ('br1', '112.65.140.133', 'A4:BA:DB:20:93:23'), 'hostname': '133', 'cpu_model': 'Intel(R) 2.00GHz', 'osver': 'CentOS release 6.7 (Final)', 'sn': '4HBDT2X', 'memory': '19976M'}4HBDT2Xpickle load ok4HBDT2X很明显是host.save()没有成功,但是我却不知道为什么没有成功?最后发现是:我打印出来的IP被我设置为三个参数:def parseIfconfig(parsed_data): dic = {} tuple_addr= ('lo','vir','vnet','em3','em4') parsed_data = [i for i in parsed_data if i and not i.startswith(tuple_addr)] for lines in parsed_data: line_list = lines.split('\n') devname = line_list[0].split()[0] macaddr = line_list[0].split()[-1] ipaddr = line_list[1].split()[1].split(':')[1] break dic['ip'] = devname,ipaddr,macaddr return dicip如果是:'ip': '112.65.140.133' 就可以保存了而实际结果是:'ip': ('br1', '112.65.140.133', 'A4:BA:DB:20:93:23')所以无法保存到数据库中,所以会报错改为:dic['ip'] = ipaddr就ok了