Python面向对象入门
这本书的第二章写的是抽象数据类型和Python类
以前从没想过认真的去写Python但是既然用Python去学Spark了
现在就要认真对待Python进行数据处理的基础了
整体上看除了更随意的感觉之外和java或者cpp的感觉差不多
类可以定义在程序的任何地方,一般都是写在最外层
类的实例使用__init__(self)函数初始化
_num在属性前面加下划线就是默认的私有变量
__method这样的属性类外无法访问
__add__, __init__, __st__,等是特殊的意义的函数
属性不需要定义,直接使用
实例也是独立的数据体可以传递到其他的函数中
也可以作为其他实例的属性值
这可以构造成复杂的对象结构
类中三种方法
实例方法:智能通过实例调用,方法对象例如p.m(a,b)也是一种对象,可以写成q=p.m然后用q(a,b)去执行
静态方法:@staticmethod,函数里面没有self参数,可以用类名字调用,可以用self调用,也可以实例调用
类方法:@classmethod,习惯使用cls作为参数,可以访问类属性,无法访问实例属性,关注从类中调用而不是实例调用
可以认为类方法进行的是类内部的数据的转换,实例方法进行的数据的输出,静态方法可以做一些独立的验证
动态约束:
class B:def f(self):self.g()def g(self):print("B.g Called.")class C(B):def g(self):print("C.g Called.")b = B()c = C()b.f()c.f()#调用f()的时候self是c的实例,所以调用c的g()'''B.g Called.C.g Called.'''
下面是一个完整的面向对象的例子:
#导入可以获取日期的包import datetime#继承现有的错误类型,创建两个空的错误类class PersonTypeError(TypeError):passclass PersonValueError(ValueError):pass#构造基类Personclass Person:_num = 0@staticmethoddef _hello(str):return print("我是静态方法"+ str)def __init__(self,name ,sex, birthday, ident):if not(isinstance(name, str)) and sex in ("男","女"):#name 不是字符串或者性别不是这两个的时候报错raise PersonTypeError(name ,sex)try:birth = datetime.date(*birthday)except:raise PersonValueError("Wrong date:", birthday)self._name = name#表示约定的私有属性self._sex = sexself._birthday = birthdayself._id = identPerson._num += 1#每调用一次初始化,这个值都增加1,表示计数def id(self): #定义简单的方法取出内部的属性值,相当于简单的getter方法return self._iddef name(self):return self._namedef sex(self):return self._sexdef birthday(self):return self._birthdaydef age(self):return (datetime.date.today().year - self._birthday.year)def set_name(self,name): #定义简单的方法:设置属性值,相当于简单的setter方法if not isinstance(name, str):raise PersonValueError("set_name", name)self._name = namedef __lt__(self,another): #小于运算的方法要求另外的一个参数也是Person的实例if not isinstance(another, Person):raise PersonTypeError(another)return self._id < another._id@classmethoddef num(cls): #获取计数return Person._numdef __str__(self):return " ".join((self._id,self._name,self._sex,str(self._birthday)))def details(self):self._hello("self调用")return ", ".join(("编号: " + self._id,"姓名: " + self._name,"性别: " + self._sex,"出生日期: " + str(self._birthday)))#join参数要求可迭代的元组#手动实例化p1 = Person("jason","男",(1992,8,12),"201422501030")p2 = Person("peggy","女",(1994,10,14),"201422501032")p3 = Person("shown","男",(1993,8,13),"201422501031")p4 = Person("thea","女",(1995,11,15),"201422501033")plist2 = [p1,p2,p3,p4]for p in plist2:print(p)print("\nAfter Sorting:")plist2.sort(key=None, reverse=True)for p in plist2:print(p.details())print("People created:", Person.num(),"\n")Person._hello("Persop调用")p1._hello("实例调用")#继承创建第一个类:学生类class Student(Person):_id_num = 0@classmethoddef _id_gen(cls):cls._id_num+=1year = datetime.date.today().yearreturn "1{:04}{:05}".format(year, cls._id_num)#构造学生学号,1+年份+编号def __init__(self,name,sex,birthday,department):#重写初始化方法,Person.__init__(self, name, sex, birthday, Student._id_gen())#指明了父类,要self参数self._department = departmentself._enroll_date = datetime.date.today()self._courses = {} #空字典def set_course(self,course_name):self._courses[course_name] = None #给key赋值,value为空def set_score(self,course_name,score):if course_name not in self._courses:raise PersonValueError("No this course selected:", course_name)self._courses[course_name] =score #给value赋值def scores(self):return [(cname, self._courses[cname]) for cname in self._courses]def details(self):return ", ".join((Person.details(self),"入学日期: " + str(self._enroll_date),"院系: " + self._department,"课程记录: " + str(self.scores())))s1 = Student("Charles","男",(1992,8,12),"Automation Dept")s2 = Student("jason","男",(1991,9,18),"Cybernetics Dept")print(s1)s1.set_course("Python")#选课s1.set_score("Python", 90)#给分s1.set_course("Spark")s1.set_score("Spark",100)print(s1.scores())print(s1.details())print(s2.details())print("\n")#继承创建第二个类:员工类class Staff(Person):_id_num = 0@classmethoddef _id_gen(cls,birthday):cls._id_num +=1birth_year = datetime.date(*birthday).yearreturn "0{:04}{:05}".format(birth_year, cls._id_num)def __init__(self,name,sex,birthday,entry_date=None):super().__init__(name, sex, birthday, Staff._id_gen(birthday))if entry_date:try:self._entry_date = datetime.date(*entry_date)except:raise PersonValueError("Wrong date:", entry_date)else:self._entry_date = datetime.date.today()self._salary = 1720self._depertment = "未定"self._position = "未定"def set_salary(self,amount):if not type(amount) is int:raise TypeErrorself._salary = amountdef set_posotion(self,position):self._position = positiondef set_department(self,department):self._depertment = departmentdef details(self):return ", ".join((super().details(),"入职日期: " + str(self._entry_date),"院系: "+ self._depertment,"职位: " + self._position,"工资: " + str(self._salary)))t1 = Staff("natasha","女",(1991,9,18))t2 = Staff("heater","女",(1992,10,19))print(t1)print(t2)t1.set_department("数学")t1.set_posotion("讲师")t1.set_salary(8888)print(t1.details())print(t2.details())
程序的执行结果:
201422501030 jason 男 (1992, 8, 12)201422501032 peggy 女 (1994, 10, 14)201422501031 shown 男 (1993, 8, 13)201422501033 thea 女 (1995, 11, 15)After Sorting:我是静态方法self调用编号: 201422501033, 姓名: thea, 性别: 女, 出生日期: (1995, 11, 15)我是静态方法self调用编号: 201422501032, 姓名: peggy, 性别: 女, 出生日期: (1994, 10, 14)我是静态方法self调用编号: 201422501031, 姓名: shown, 性别: 男, 出生日期: (1993, 8, 13)我是静态方法self调用编号: 201422501030, 姓名: jason, 性别: 男, 出生日期: (1992, 8, 12)People created: 4我是静态方法Persop调用我是静态方法实例调用1201600001 Charles 男 (1992, 8, 12)[('Python', 90), ('Spark', 100)]我是静态方法self调用编号: 1201600001, 姓名: Charles, 性别: 男, 出生日期: (1992, 8, 12), 入学日期: 2016-08-24, 院系: Automation Dept, 课程记录: [('Python', 90), ('Spark', 100)]我是静态方法self调用编号: 1201600002, 姓名: jason, 性别: 男, 出生日期: (1991, 9, 18), 入学日期: 2016-08-24, 院系: Cybernetics Dept, 课程记录: []0199100001 natasha 女 (1991, 9, 18)0199200002 heater 女 (1992, 10, 19)我是静态方法self调用编号: 0199100001, 姓名: natasha, 性别: 女, 出生日期: (1991, 9, 18), 入职日期: 2016-08-24, 院系: 数学, 职位: 讲师, 工资: 8888我是静态方法self调用编号: 0199200002, 姓名: heater, 性别: 女, 出生日期: (1992, 10, 19), 入职日期: 2016-08-24, 院系: 未定, 职位: 未定, 工资: 1720
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