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Source channel @githubtrending · Post #15340 · Dec 17

#python#gym#gym_environment#reinforcement_learning#reinforcement_learning_agent#reinforcement_learning_environments#rl_environment#rl_training NeMo Gym helps you build and run reinforcement‑learning training environments for large language models, letting you develop, test, and collect verified rollouts separately from the training loop and integrate with your preferred RL framework and model endpoints (OpenAI, vLLM, etc.). It includes ready resource servers, datasets, and patterns for multi‑step, multi‑turn, and tool‑using scenarios, runs on a typical dev machine (no GPU required), and is early-stage with evolving APIs and docs. Benefit: you can generate high‑quality, verifiable training data faster and plug it into existing training pipelines to improve model behavior. https://github.com/NVIDIA-NeMo/Gym

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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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