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Source channel @githubtrending · Post #15428 · Jan 22

#cplusplus FlashMLA is DeepSeek's optimized attention library that makes AI models run faster and use less memory. It works with advanced NVIDIA GPUs to speed up how language models process information, achieving up to 660 trillion floating-point operations per second. The library supports both dense and sparse attention modes, meaning it can focus on important tokens while skipping less relevant ones, reducing computational waste. For you, this means faster AI responses, lower costs for running large language models, and better performance on tasks like chatbots and code generation. The technology is open-source and integrates with popular AI frameworks like PyTorch and Hugging Face, making it accessible for developers building next-generation AI applications. https://github.com/deepseek-ai/FlashMLA

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djangoproject

@djangoproject · Post #593 · 04/13/2018, 07:48 PM

@#classmethod vs @#staticmethod vs "plain" methods What's the difference? class MyClass: def method(self): """ Instance methods need a class instance and can access the instance through self. """ return 'instance method called', self @classmethod def classmethod(cls): """ Class methods don't need a class instance. They can't access the instance (self) but they have access to the class itself via cls. """ return 'class method called', cls @staticmethod def staticmethod(): """ Static methods don't have access to cls or self. They work like regular functions but belong to the class's namespace. """ return 'static method called' # All methods types can be # called on a class instance: »> obj = MyClass() »> obj.method() ('instance method called', <MyClass instance at 0x1019381b8>) »> obj.classmethod() ('class method called', <class MyClass at 0x101a2f4c8>) »> obj.staticmethod() 'static method called' # Calling instance methods fails # if we only have the class object: »> MyClass.classmethod() ('class method called', <class MyClass at 0x101a2f4c8>) »> MyClass.staticmethod() 'static method called' »> MyClass.method() TypeError: "unbound method method() must be called with MyClass " "instance as first argument (got nothing instead)"

djangoproject

@djangoproject · Post #385 · 07/15/2017, 04:17 PM

# @classmethod vs @staticmethod vs "plain" methods # What's the difference? class MyClass: def method(self): """ Instance methods need a class instance and can access the instance through self. """ return 'instance method called', self @classmethod def classmethod(cls): """ Class methods don't need a class instance. They can't access the instance (self) but they have access to the class itself via cls. """ return 'class method called', cls @staticmethod def staticmethod(): """ Static methods don't have access to cls or self. They work like regular functions but belong to the class's namespace. """ return 'static method called' # All methods types can be # called on a class instance: »> obj = MyClass() »> obj.method() ('instance method called', <MyClass instance at 0x1019381b8>) »> obj.classmethod() ('class method called', <class MyClass at 0x101a2f4c8>) »> obj.staticmethod() 'static method called' # Calling instance methods fails # if we only have the class object: »> MyClass.classmethod() ('class method called', <class MyClass at 0x101a2f4c8>) »> MyClass.staticmethod() 'static method called' »> MyClass.method() TypeError: "unbound method method() must be called with MyClass " "instance as first argument (got nothing instead)" #classmethod#staticmethod

djangoproject

@djangoproject · Post #426 · 08/28/2017, 08:10 PM

use #super () in #classmethod: # Compare your code # adjusted to use _ _ name _ _ to illustrate the difference: »> class SimpleGenerator(object): ... @classmethod ... def get_description(cls): ... return cls. _ _ name _ _ ... # without super() »> class AdvancedGenerator(SimpleGenerator): ... @classmethod ... def get_description(cls): ... desc = SimpleGenerator.get_description() ... return desc + ' Advanced(tm)' ... »> AdvancedGenerator.get_description() 'SimpleGenerator Advanced(tm)' # and using super(): »> class AdvancedGenerator(SimpleGenerator): ... @classmethod ... def get_description(cls): ... desc = super(AdvancedGenerator, cls).get_description() ... return desc + ' Advanced(tm)' ... »> AdvancedGenerator.get_description() 'AdvancedGenerator Advanced(tm)'

djangoproject

@djangoproject · Post #513 · 11/30/2017, 10:00 PM

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