functional programming concepts
分两类:
- Function decorators
- Class decorators
A decorator in Python is any callable Python object that is used to modify a function or a class. A reference to a function "func" or a class "C" is passed to a decorator and the decorator returns a modified function or class. The modified functions or classes usually contain calls to the original function "func" or class "C".
show me the code
- 参数检查
def argument_test_natural_number(f):
def helper(x):
if type(x) == int and x > 0:
return f(x)
else:
raise Exception("Argument is not an integer")
return helper
@argument_test_natural_number
def factorial(n):
if n == 1:
return 1
else:
return n * factorial(n-1)
for i in range(1,10):
print(i, factorial(i))
print(factorial(-1))
- 统计次数
def call_counter(func):
def helper(*args, **kwargs):
helper.calls += 1
return func(*args, **kwargs)
helper.calls = 0
return helper
@call_counter
def succ(x):
return x + 1
@call_counter
def mul1(x, y=1):
return x*y + 1
print(succ.calls)
for i in range(10):
succ(i)
mul1(3, 4)
mul1(4)
mul1(y=3, x=2)
print(succ.calls)
print(mul1.calls)
- 含参数的decorator
def greeting(expr):
def greeting_decorator(func):
def function_wrapper(x):
print(expr + ", " + func.__name__ + " returns:")
func(x)
return function_wrapper
return greeting_decorator
@greeting("-wyq-")
def foo(x):
print(42)
foo("Hi")
- using import 要注意变量的域
greeting_decorator.py 没用functools的版本
def greeting(func):
def function_wrapper(x):
""" function_wrapper of greeting """
print("Hi, " + func.__name__ + " returns:")
return func(x)
function_wrapper.__name__ = func.__name__
function_wrapper.__doc__ = func.__doc__
function_wrapper.__module__ = func.__module__
return function_wrapper
anotherfile.py:
from greeting_decorator import greeting
@greeting
def f(x):
""" just some silly function """
return x + 4
f(10)
print("function name: " + f.__name__)
print("docstring: " + f.__doc__)
print("module name: " + f.__module__)
greeting_decorator.py
from functools import wraps
def greeting(func):
@wraps(func)
def function_wrapper(x):
""" function_wrapper of greeting """
print("Hi, " + func.__name__ + " returns:")
return func(x)
return function_wrapper
否则将返回
function name: function_wrapper
docstring: function_wrapper of greeting
module name: greeting_decorator
__call__
class Fibonacci:
def __init__(self):
self.cache = {}
def __call__(self, n):
if n not in self.cache:
if n == 0:
self.cache[0] = 0
elif n == 1:
self.cache[1] = 1
else:
self.cache[n] = self.__call__(n-1) + self.__call__(n-2)
return self.cache[n]
fib = Fibonacci()
for i in range(15):
print(fib(i), end=", ")
- using class
class decorator2:
def __init__(self, f):
self.f = f
def __call__(self):
print("Decorating", self.f.__name__)
self.f()
@decorator2
def foo():
print("inside foo()")
foo()