Python ?????? ??? ?? ? ?? ??? ????? ? ?? ??? ?????. ??? ???? ??? ??? ?? ????? ??? ? ????. ???? ???? ????, ??? ????, ?? ???? ?? ?? ??? ???? ? ?? ????? ?? ?????.
??? ?? ?????? ???? ?? ??? ??? ?????.
class MyMetaclass(type): def __new__(cls, name, bases, attrs): # Add a new method to the class attrs['custom_method'] = lambda self: print("This is a custom method") return super().__new__(cls, name, bases, attrs) class MyClass(metaclass=MyMetaclass): pass obj = MyClass() obj.custom_method() # Outputs: This is a custom method
? ???? ?? ???? ?? ???? ??? ?? ???? ???? ?????? ??????. ?? ?????? ??? ? ?? ??? ???? ??? ?????.
?????? ???? ?? ? ??? ??? ?????. ??? ?????? ???? ??? ??? ????.
class Singleton(type): _instances = {} def __call__(cls, *args, **kwargs): if cls not in cls._instances: cls._instances[cls] = super().__call__(*args, **kwargs) return cls._instances[cls] class MysingClass(metaclass=Singleton): pass a = MySingClass() b = MySingClass() print(a is b) # Outputs: True
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?????? ?? ?? ??????? ?????. ?? ???? ?? ??? ??? ???? ??? ??, ??? ?? ?? ?? ?? ??? ???? ??? ? ????. ??? ?? ???? ???? ???? ?????? ????.
import time class TimingMetaclass(type): def __new__(cls, name, bases, attrs): for attr_name, attr_value in attrs.items(): if callable(attr_value): attrs[attr_name] = cls.timing_wrapper(attr_value) return super().__new__(cls, name, bases, attrs) @staticmethod def timing_wrapper(method): def wrapper(*args, **kwargs): start = time.time() result = method(*args, **kwargs) end = time.time() print(f"{method.__name__} took {end - start} seconds") return result return wrapper class MyClass(metaclass=TimingMetaclass): def method1(self): time.sleep(1) def method2(self): time.sleep(2) obj = MyClass() obj.method1() obj.method2()
? ?????? ?? ???? ??? ???? ???? ????? ? ???? ???? ? ??? ??? ??? ? ????.
?????? ???? ?????? ?? ?? ???? ??? ?? ????. ?? ??? ????.
class InterfaceMetaclass(type): def __new__(cls, name, bases, attrs): if not attrs.get('abstract', False): for method in attrs.get('required_methods', []): if method not in attrs: raise TypeError(f"Class {name} is missing required method: {method}") return super().__new__(cls, name, bases, attrs) class MyInterface(metaclass=InterfaceMetaclass): abstract = True required_methods = ['method1', 'method2'] class MyImplementation(MyInterface): def method1(self): pass def method2(self): pass # This will work fine obj = MyImplementation() # This will raise a TypeError class IncompleteImplementation(MyInterface): def method1(self): pass
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?????? ?? ??? ?? ? ??? ??? ??? ???? ?????. ?? ???? ?? ?? ??? ?? ??? ??? ? ????.
class AutoPropertyMetaclass(type): def __new__(cls, name, bases, attrs): for key, value in attrs.items(): if isinstance(value, tuple) and len(value) == 2: getter, setter = value attrs[key] = property(getter, setter) return super().__new__(cls, name, bases, attrs) class MyClass(metaclass=AutoPropertyMetaclass): x = (lambda self: self._x, lambda self, value: setattr(self, '_x', value)) obj = MyClass() obj.x = 10 print(obj.x) # Outputs: 10
? ?????? getter ? setter ??? ??? ???? ?? ?????.
?????? ???? ???? ???? ?? ??? ??? ??? ?? ????. ?? ?? ?? ??? ??? ?? ??? ??? ? ????.
class RegisterMethods(type): def __new__(cls, name, bases, attrs): new_attrs = {} for key, value in attrs.items(): if callable(value) and key.startswith('register_'): new_attrs[key[9:]] = value else: new_attrs[key] = value return super().__new__(cls, name, bases, new_attrs) class MyClass(metaclass=RegisterMethods): def register_method1(self): print("This is method1") def register_method2(self): print("This is method2") obj = MyClass() obj.method1() # Outputs: This is method1 obj.method2() # Outputs: This is method2
? ??? 'register_'? ???? ???? ??? ???? ???? ?? ???? ?????.
?????? ???? ?? ???? ?????? ??? ??? ???? ??? ?? ????. ??? ??? ?? ?? ??? ???? ?????? ????.
class TypedDescriptor: def __init__(self, name, expected_type): self.name = name self.expected_type = expected_type def __get__(self, obj, objtype): if obj is None: return self return obj.__dict__.get(self.name) def __set__(self, obj, value): if not isinstance(value, self.expected_type): raise TypeError(f"Expected {self.expected_type}, got {type(value)}") obj.__dict__[self.name] = value class TypeCheckedMeta(type): def __new__(cls, name, bases, attrs): for key, value in attrs.items(): if isinstance(value, type): attrs[key] = TypedDescriptor(key, value) return super().__new__(cls, name, bases, attrs) class MyClass(metaclass=TypeCheckedMeta): x = int y = str obj = MyClass() obj.x = 10 # This is fine obj.y = "hello" # This is fine obj.x = "10" # This will raise a TypeError
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?????? ???? ?? ???? ? ???? ????? ??? ??? ?? ????. ?? ??? ????.
class TraitMetaclass(type): def __new__(cls, name, bases, attrs): traits = attrs.get('traits', []) for trait in traits: for key, value in trait.__dict__.items(): if not key.startswith('__'): attrs[key] = value return super().__new__(cls, name, bases, attrs) class Trait1: def method1(self): print("Method from Trait1") class Trait2: def method2(self): print("Method from Trait2") class MyClass(metaclass=TraitMetaclass): traits = [Trait1, Trait2] obj = MyClass() obj.method1() # Outputs: Method from Trait1 obj.method2() # Outputs: Method from Trait2
? ?????? ???? ?? ??? ???? ??? ???? ???? ??? ? ????.
?????? ???? ??? ??? ?? ??? ??? ?? ????. ?? ??? ????.
class MyMetaclass(type): def __new__(cls, name, bases, attrs): # Add a new method to the class attrs['custom_method'] = lambda self: print("This is a custom method") return super().__new__(cls, name, bases, attrs) class MyClass(metaclass=MyMetaclass): pass obj = MyClass() obj.custom_method() # Outputs: This is a custom method
? ??? ?????? @lazy? ??? ???? ?? ???? ?? ???? ?? ???? ????.
?????? ???? ??? ?????? ?? ???? ??? ?? ????. ?? ??? ????.
class Singleton(type): _instances = {} def __call__(cls, *args, **kwargs): if cls not in cls._instances: cls._instances[cls] = super().__call__(*args, **kwargs) return cls._instances[cls] class MysingClass(metaclass=Singleton): pass a = MySingClass() b = MySingClass() print(a is b) # Outputs: True
? ?????? ???? ??? ???? ???? ?? ?????? ???? ??? ?? ?? ???? ??? ? ????.
?????? ???? ??? ?? ??? ??? ??? ?? ????. ?? ??? ????.
import time class TimingMetaclass(type): def __new__(cls, name, bases, attrs): for attr_name, attr_value in attrs.items(): if callable(attr_value): attrs[attr_name] = cls.timing_wrapper(attr_value) return super().__new__(cls, name, bases, attrs) @staticmethod def timing_wrapper(method): def wrapper(*args, **kwargs): start = time.time() result = method(*args, **kwargs) end = time.time() print(f"{method.__name__} took {end - start} seconds") return result return wrapper class MyClass(metaclass=TimingMetaclass): def method1(self): time.sleep(1) def method2(self): time.sleep(2) obj = MyClass() obj.method1() obj.method2()
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???? Python ?? ?? ?????? ?? ????, "??? ?????, ?? ??"? ???? ??? ??? ??? ?? ??? ?????. 1. ???? ?? ? ??? ?? ?????. ?? ???? ?? ??? ???? ??? ? ? ????. ?? ??, Spoke () ?? ???? ??? ??? ?? ??? ?? ????? ?? ??? ??? ????. 2. ???? ?? ???? ??? ??? ?????? Draw () ???? ???? ????? ?? ???? ?? ??? ???? ??? ???? ?? ?? ?? ??? ????? ?? ?? ????? ?? ?????. 3. Python ?? ???? ???????. ?? ???? ??? ???? ?? ???? ??? ????? ??? ?? ???? ??? ???? ????. ??? ??? ??? ???? ? ??? "?? ??"??????. 4. ???? ? ???? ?? ??? ?????

???? __iter __ () ? __next __ () ???? ???? ?????. ???? ??? ? ??? ????, ?? ???? ?? ??? ??? ???? ?????. 1. ???? ?? () ?? ? ??? ??? ???? ? ?? ??? ?? ? ?? ???? ??? ????. 2. ???? ?? ??? ???? ??? ???? ???? ???? ???? ?? ???? ?????. 3. ???? ???? ?? ??? ?? ? ? ? ??? ?? ? ???????? ? ? ??? ?? ??? ??? ???? ?? ? ? ???? ??????. ?? : ??? ?? ???? ??? ???? ????. ???? ?? ?? ? ??? ?????? ???? ? ?? ?? ? ? ????.

API ??? ??? ??? ?? ??? ???? ???? ???? ????. 1. Apikey? ?? ??? ?? ????, ????? ?? ?? ?? URL ?? ??? ?????. 2. Basicauth? ?? ???? ??? Base64 ??? ??? ??? ??? ????? ?????. 3. OAUTH2? ?? Client_ID ? Client_Secret? ?? ??? ?? ?? ?? ??? BearEtroken? ???????. 4. ?? ??? ???? ?? ?? ?? ???? ????? ???? ?? ?? ? ????. ???, ??? ?? ??? ??? ???? ?? ??? ???? ???? ?? ?????.

Assert? ????? ???? ???? ?? ? ???? ??? ???? ??? ?? ?? ????. ??? ??? ??? ?? ??? ?????, ?? ?? ?? ??, ?? ?? ?? ?? ?? ?? ??? ????? ?? ?? ??? ?? ???? ??? ? ??? ??? ??? ??? ?? ???????. ?? ??? ???? ?? ?? ???? ?? ????? ??? ? ????.

????? ??? ? ??? ??? ?? ??? ???? ??? zip () ??? ???? ????.? ??? ?? ??? ???? ?? ??? ?? ????. ?? ??? ???? ?? ?? itertools.zip_longest ()? ???? ?? ?? ? ??? ?? ? ????. enumerate ()? ???? ??? ???? ?? ? ????. 1.zip ()? ???? ????? ?? ??? ??? ??? ?????. 2.zip_longest ()? ???? ?? ??? ?? ? ? ???? ?? ? ????. 3. Enumental (Zip ())? ??? ??? ????? ??? ???? ???? ?? ???? ?? ? ????.

inpython, iteratorsareobjectsthatlowloppingthroughcollections __ () ? __next __ ()

typehintsinpythonsolvetheproblemombiguityandpotentialbugsindynamicallytypedcodebyallowingdevelopscifyexpectiontypes. theyenhancereadability, enablearylybugdetection ? improvetoomingsupport.typehintsareaddedusingaColon (:) forvariblesAndAramete

Python? ???? ????? ???? API? ???? Fastapi? ?????. ?? ??? ?? ????? ?????? ??? ??? ??? ???? ?? ? ? ????. Fastapi ? Asgi Server Uvicorn? ?? ? ? ????? ??? ??? ? ????. ??? ??, ?? ?? ?? ? ???? ?????? API? ???? ?? ? ? ????. Fastapi? ??? HTTP ??? ???? ?? ?? ? Swaggerui ? Redoc Documentation Systems? ?????. ?? ??? ?? URL ?? ??? ?? ? ??? ??, ?? ?? ??? ???? ???? ?? ?? ??? ??? ? ????. Pydantic ??? ???? ??? ?? ???? ???? ????? ? ??? ? ? ????.
