1. Timing Decorator
関数の実行時間を測定します。
import time
def timing_decorator(func):
def wrapper(*args, **kwargs):
start_time = time.time()
result = func(*args, **kwargs)
end_time = time.time()
print(f"{func.__name__} took {end_time - start_time:.4f} seconds to execute")
return result
return wrapper
# Example usage
@timing_decorator
def slow_function():
time.sleep(2)
slow_function()
# Output: slow_function took 2.0051 seconds to execute
2. Logging Decorator
関数の呼び出し、引数、および戻り値をログに記録します。
def logging_decorator(func):
def wrapper(*args, **kwargs):
print(f"Calling {func.__name__} with args: {args}, kwargs: {kwargs}")
result = func(*args, **kwargs)
print(f"{func.__name__} returned {result}")
return result
return wrapper
# Example usage
@logging_decorator
def add(a, b):
return a + b
result = add(2, 3)
# Output: Calling add with args: (2, 3), kwargs: {}
# Output: add returned 5
3. Cache Decorator
再帰関数のような重い計算の結果をキャッシュしてパフォーマンスを最適化します。
def cache_decorator(func):
cache = {}
def wrapper(*args):
if args in cache:
print(f"Returning cached result for {args}")
return cache[args]
result = func(*args)
cache[args] = result
return result
return wrapper
# Example usage
@cache_decorator
def fib(n):
if n < 2:
return n
return fib(n - 1) + fib(n - 2)
print(fib(10))
# Returning cached result for (1,)
# Returning cached result for (2,)
# Returning cached result for (3,)
# Returning cached result for (4,)
# Returning cached result for (5,)
# Returning cached result for (6,)
# Returning cached result for (7,)
# Returning cached result for (8,)
# 55
4. Retry Decorator
例外が発生した場合、指定された回数だけ関数呼び出しを再試行します。
import time
def retry_decorator(retries=3, delay=1):
def decorator(func):
def wrapper(*args, **kwargs):
attempts = 0
while attempts < retries:
try:
return func(*args, **kwargs)
except Exception as e:
print(f"Attempt {attempts+1} failed with {e}. Retrying in {delay} seconds...")
time.sleep(delay)
attempts += 1
return None
return wrapper
return decorator
# Example usage
@retry_decorator(retries=5, delay=0.5)
def example_function():
raise Exception("Error")
example_function()
# Attempt 1 failed with Error. Retrying in 0.5 seconds...
# Attempt 2 failed with Error. Retrying in 0.5 seconds...
# Attempt 3 failed with Error. Retrying in 0.5 seconds...
# Attempt 4 failed with Error. Retrying in 0.5 seconds...
# Attempt 5 failed with Error. Retrying in 0.5 seconds...
5. Authorization Decorator
ユーザーが必要な権限を持っているかどうかをチェックしてから関数を実行します。
def authorization_decorator(allowed_roles):
def decorator(func):
def wrapper(user, *args, **kwargs):
if user.role not in allowed_roles:
raise PermissionError(f"User {user.name} does not have the required permissions")
return func(user, *args, **kwargs)
return wrapper
return decorator
# Example usage
class User:
def __init__(self, name, role):
self.name = name
self.role = role
@authorization_decorator(allowed_roles=["admin", "superuser"])
def delete_user(user, username):
print(f"User {username} deleted by {user.name}")
# This will work
admin_user = User("AdminUser", "admin")
delete_user(admin_user, "SomeUser")
# Output: User SomeUser deleted by AdminUser
# This will raise a PermissionError
regular_user = User("RegularUser", "regular")
delete_user(regular_user, "SomeUser")
# Output: PermissionError: User RegularUser does not have the required permissions
6. Singleton Decorator
クラスが一つのインスタンスしか持たないようにします。
def singleton(cls):
instances = {}
def get_instance(*args, **kwargs):
if cls not in instances:
instances[cls] = cls(*args, **kwargs)
return instances[cls]
return get_instance
# Example usage
@singleton
class SingletonClass:
def __init__(self):
print("Singleton instance created")
instance1 = SingletonClass()
instance2 = SingletonClass()
print(instance1 is instance2)
# Output: True
7. Validate Arguments Decorator
関数に渡される引数のタイプを検証します。
def validate_args(types):
def decorator(func):
def wrapper(*args, **kwargs):
for (a, t) in zip(args, types):
if not isinstance(a, t):
raise TypeError(f"Argument {a} is not of type {t.__name__}")
return func(*args, **kwargs)
return wrapper
return decorator
# Example usage 1
@validate_args((int, int))
def add(a, b):
return a + b
print(add(2, 3)) # 5
# print(add(2, '3')) # Raises TypeError: Argument 3 is not of type int
# Example usage 2
@validate_args((np.ndarray, np.ndarray))
def add_array(a, b):
return a + b
print(add_array(np.array([1, 2]), np.array([3, 4]))) # [4 6]
# print(add_array(np.array([1, 2]), [3, 4])) # Raises TypeError: Argument [3, 4] is not of type ndarray
8. Ensure Positive Decorator
関数に渡されるすべての引数が正の値であることを確認します。
def ensure_positive(func):
def wrapper(*args, **kwargs):
for arg in args:
if arg <= 0:
raise ValueError("All arguments must be positive")
return func(*args, **kwargs)
return wrapper
# Example usage
@ensure_positive
def multiply(a, b):
return a * b
print(multiply(3, 4)) # 12
# print(multiply(3, -4)) # Raises ValueError: All arguments must be positive
9. Count Calls Decorator
関数が呼び出された回数をカウントします。
def count_calls(func):
def wrapper(*args, **kwargs):
wrapper.calls += 1
print(f"{func.__name__} has been called {wrapper.calls} times")
return func(*args, **kwargs)
wrapper.calls = 0
return wrapper
# Example usage
@count_calls
def say_hello():
print("Hello")
say_hello()
say_hello()
# say_hello has been called 1 times
# Hello
# say_hello has been called 2 times
# Hello
10. Throttling Decorator
関数が呼び出される頻度を制限します。
import time
from functools import wraps
def throttle(rate):
interval = 1.0 / rate
def decorator(func):
last_call = [0.0]
@wraps(func)
def wrapper(*args, **kwargs):
elapsed = time.time() - last_call[0]
if elapsed < interval:
time.sleep(interval - elapsed)
last_call[0] = time.time()
return func(*args, **kwargs)
return wrapper
return decorator
# Example usage
@throttle(2) # 2 calls per second
def print_message():
print("時刻" + time.strftime("%H:%M:%S", time.localtime()))
for _ in range(6):
print_message()
# 時刻04:54:26
# 時刻04:54:26
# 時刻04:54:27
# 時刻04:54:27
# 時刻04:54:28
# 時刻04:54:28