如何解决python的过大类large Class
解决Python中的Large Class问题有多种方式,下面以举例的方式介绍其中的几种方法:
1. 分离职责
一个类通常具有多个职责,但如果一个类的职责过多,会使得代码变得难以维护和扩展。为了解决这个问题,可以将一个大类拆分成多个小类,每个小类只负责一个职责。下面以炒菜为例,展示如何使用分离职责来重构代码:
class Cook:
def __init__(self, ingredients):
self.ingredients = ingredients
def stir_fry(self):
print(f"stir-frying: {self.ingredients}")
def steaming(self):
print(f"steaming: {self.ingredients}")
def deep_frying(self):
print(f"deep-frying: {self.ingredients}")
上面的代码中,Cook类包含了炒、蒸、炸三个方法,如果需要添加新的菜品,需要不断地修改这个类,代码变得冗长且难以维护。我们可以将每种烹饪方法提取成一个小类:
class StirFry:
def __init__(self, ingredients):
self.ingredients = ingredients
def cook(self):
print(f"stir-frying: {self.ingredients}")
class Steaming:
def __init__(self, ingredients):
self.ingredients = ingredients
def cook(self):
print(f"steaming: {self.ingredients}")
class DeepFrying:
def __init__(self, ingredients):
self.ingredients = ingredients
def cook(self):
print(f"deep-frying: {self.ingredients}")
这样,每个小类都负责一个职责,代码变得更加清晰易读,同时也有助于扩展和维护。
2. 组合类
当一个类需要处理多个对象时,通常会导致这个类变得庞大。可以使用组合类的方式将大类拆成多个小类,每个小类只负责其中一部分的功能。下面以学生选课为例,展示如何使用组合类来重构代码:
class Course:
def __init__(self, name, credit, teacher):
self.name = name
self.credit = credit
self.teacher = teacher
class Student:
def __init__(self, name, id):
self.name = name
self.id = id
self.courses = []
def add_course(self, course):
self.courses.append(course)
def get_total_credit(self):
return sum([c.credit for c in self.courses])
def get_teacher(self, course_name):
for c in self.courses:
if c.name == course_name:
return c.teacher
class Teacher:
def __init__(self, name, courses):
self.name = name
self.courses = courses
def get_students(self, course_name):
return [s for s in self.courses if course_name in [c.name for c in s.courses]]
上面的代码中,Student类负责选课、计算学分等功能,代码量较大。我们可以将Course类和Student类合并成一个大类,再将Teacher作为一个小类与之组合:
class Course:
def __init__(self, name, credit, teacher_name):
self.name = name
self.credit = credit
self.teacher_name = teacher_name
class Teacher:
def __init__(self, name):
self.name = name
self.courses = []
def add_course(self, course):
self.courses.append(course)
def get_students(self, course_name):
students = []
for c in self.courses:
if c.name == course_name:
for s in c.students:
students.append(s.name)
return students
class Student:
def __init__(self, name, id):
self.name = name
self.id = id
self.courses = []
def add_course(self, course):
self.courses.append(course)
class School:
def __init__(self):
self.courses = []
self.teachers = []
self.students = []
def add_course(self, course):
self.courses.append(course)
def add_teacher(self, teacher):
self.teachers.append(teacher)
def add_student(self, student):
self.students.append(student)
def assign_teachers(self):
for c in self.courses:
teacher_name = c.teacher_name
for t in self.teachers:
if t.name == teacher_name:
t.add_course(c)
c.students = [s for s in self.students if c in s.courses]
这样,每个小类都负责一个职责,代码变得更加清晰易读,同时也有助于扩展和维护。
3. 使用继承
使用继承可以将一个大类分解成多个子类,每个子类只负责其中的一部分功能,同时又能够保持相同的接口。下面以图形绘制为例,展示如何使用继承来重构代码:
class Shape:
def __init__(self, color):
self.color = color
def draw(self):
pass
class Rectangle(Shape):
def __init__(self, color, width, height):
super().__init__(color)
self.width = width
self.height = height
def draw(self):
print(f"Drawing a {self.color} rectangle with width {self.width} and height {self.height}.")
class Circle(Shape):
def __init__(self, color, radius):
super().__init__(color)
self.radius = radius
def draw(self):
print(f"Drawing a {self.color} circle with radius {self.radius}.")
上面的代码中,Shape类负责基本的颜色属性,Rectangle类和Circle类继承了Shape类,并添加了自己的绘制方法,代码更加清晰易读,同时也有助于扩展和维护。
综上所述,解决Python中的Large Class问题有多种方式,除了上述方法外,还可以使用抽象类、接口等技术,使得代码变得更加易于维护和重构。