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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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import numpy as np |
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import pandas as pd |
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from .memory_load import MemoryLoad |
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from .memory_dump import MemoryDump |
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class BaseMemory: |
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def __init__(self, _space_, _main_args_, _cand_): |
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self._space_ = _space_ |
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self._main_args_ = _main_args_ |
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self.pos_best = None |
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self.score_best = -np.inf |
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self.memory_type = _main_args_.memory |
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self.memory_dict = {} |
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self.memory_dict_new = {} |
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self.meta_data_found = False |
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self.n_dims = None |
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class ShortTermMemory(BaseMemory): |
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def __init__(self, _space_, _main_args_, _cand_): |
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super().__init__(_space_, _main_args_, _cand_) |
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class LongTermMemory(BaseMemory): |
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def __init__(self, _space_, _main_args_, _cand_): |
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super().__init__(_space_, _main_args_, _cand_) |
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self._load_ = MemoryLoad(_space_, _main_args_, _cand_) |
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self._dump_ = MemoryDump(_space_, _main_args_, _cand_) |
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def load_memory(self, _cand_, _verb_): |
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self.memory_dict = self._load_._load_memory(_cand_, _verb_, self.memory_dict) |
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def save_memory(self, _main_args_, _opt_args_, _cand_): |
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self._dump_._save_memory(_main_args_, _opt_args_, _cand_, self.memory_dict_new) |
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def _get_para(self): |
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results_dict = self._dump_._get_opt_meta_data(self.memory_dict) |
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return pd.DataFrame(results_dict["params"]) |
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def _get_score(self): |
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results_dict = self._dump_._get_opt_meta_data(self.memory_dict) |
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return pd.DataFrame(results_dict["_score_"], columns=["_score_"]) |
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""" |
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def _get_hash(self, object): |
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return hashlib.sha1(object).hexdigest() |
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def _get_func_str(self, func): |
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return inspect.getsource(func) |
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def _obj2hash(self): |
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obj2hash_dict = {} |
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para_hash_list = self._get_para_hash_list() |
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for para_hash in para_hash_list: |
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obj = self._read_dill(para_hash) |
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obj2hash_dict[para_hash] = obj |
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return obj2hash_dict |
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""" |
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SimonBlanke /
Hyperactive
