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# Author: Simon Blanke |
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# Email: [email protected] |
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# License: MIT License |
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from optimization_metadata import HyperactiveWrapper |
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from .meta_data.meta_data_path import meta_data_path |
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class ResultsManagerBase: |
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def __init__( |
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self, search_name, objective_function, search_space, function_parameter, |
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): |
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self.search_name = search_name |
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self.objective_function = objective_function |
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self.search_space = search_space |
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self.function_parameter = function_parameter |
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self.memory_dict_new = {} |
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class ResultsManager(ResultsManagerBase): |
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def __init__( |
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self, search_name, objective_function, search_space, function_parameter, |
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): |
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super().__init__( |
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search_name, objective_function, search_space, function_parameter |
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) |
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class ResultsManagerMemory(ResultsManagerBase): |
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def __init__( |
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self, search_name, objective_function, search_space, function_parameter, |
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): |
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super().__init__( |
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search_name, objective_function, search_space, function_parameter |
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) |
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self.hypermem = HyperactiveWrapper( |
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main_path=meta_data_path(), |
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X=function_parameter["features"], |
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y=function_parameter["target"], |
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model=self.objective_function, |
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search_space=search_space, |
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) |
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def load_long_term_memory(self): |
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return self.hypermem.load() |
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def save_long_term_memory(self): |
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self.hypermem.save(self.memory_dict_new) |
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