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                """  | 
            
            
                                                        
            
                                    
            
            
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                    2
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                Optional:  | 
            
            
                                                        
            
                                    
            
            
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                    4
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                It might make sense to use a class instead of a dictionary for the search-space.  | 
            
            
                                                        
            
                                    
            
            
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                    5
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                The search-space can have specifc properties, that can be computed from the params (previously called search-space-dictionary).  | 
            
            
                                                        
            
                                    
            
            
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                    6
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                The search-space can have a certain size, has n dimensions, some of which are numeric, some of which are categorical.  | 
            
            
                                                        
            
                                    
            
            
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                    7
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                """  | 
            
            
                                                        
            
                                    
            
            
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                    8
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                    9
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                from typing import Union, List, Dict, Type  | 
            
            
                                                        
            
                                    
            
            
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                    10
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                from collections.abc import MutableMapping  | 
            
            
                                                        
            
                                    
            
            
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                    12
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                from ._properties import calculate_properties  | 
            
            
                                                        
            
                                    
            
            
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                    13
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                    15
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                View Code Duplication | 
                class SearchSpaceDictLike(MutableMapping):  | 
            
                            
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                    16
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                    _search_space: dict = None  | 
            
            
                                                        
            
                                    
            
            
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                    18
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                    def __init__(self, constraints: List[callable] = None, **param_space):  | 
            
            
                                                        
            
                                    
            
            
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                    19
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                        self._search_space = dict(**param_space)  | 
            
            
                                                        
            
                                    
            
            
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                    20
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                        self.constraints = constraints  | 
            
            
                                                        
            
                                    
            
            
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                    21
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                    22
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                    def __getitem__(self, key):  | 
            
            
                                                        
            
                                    
            
            
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                    23
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                        return self._search_space[key]  | 
            
            
                                                        
            
                                    
            
            
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                    25
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                    def __setitem__(self, key, value):  | 
            
            
                                                        
            
                                    
            
            
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                    26
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                        self._search_space[key] = value  | 
            
            
                                                        
            
                                    
            
            
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                    27
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                    28
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                    def __delitem__(self, key):  | 
            
            
                                                        
            
                                    
            
            
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                    29
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                        del self._search_space[key]  | 
            
            
                                                        
            
                                    
            
            
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                    31
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                    def __iter__(self):  | 
            
            
                                                        
            
                                    
            
            
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                    32
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                        return iter(self._search_space)  | 
            
            
                                                        
            
                                    
            
            
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                    34
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                    def __len__(self):  | 
            
            
                                                        
            
                                    
            
            
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                    35
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                        return len(self._search_space)  | 
            
            
                                                        
            
                                    
            
            
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                    37
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                    def __repr__(self):  | 
            
            
                                                        
            
                                    
            
            
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                    38
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                        return f"{self.__class__.__name__}({self._search_space})" | 
            
            
                                                        
            
                                    
            
            
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                    40
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                    def __call__(self):  | 
            
            
                                                        
            
                                    
            
            
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                    41
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                        return self._search_space  | 
            
            
                                                        
            
                                    
            
            
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                    42
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                    43
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                    def keys(self):  | 
            
            
                                                        
            
                                    
            
            
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                    44
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                        return self._search_space.keys()  | 
            
            
                                                        
            
                                    
            
            
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                    45
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                    46
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                    def values(self):  | 
            
            
                                                        
            
                                    
            
            
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                    47
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                        return self._search_space.values()  | 
            
            
                                                        
            
                                    
            
            
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                    48
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                    49
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                    def items(self):  | 
            
            
                                                        
            
                                    
            
            
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                    50
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                        return self._search_space.items()  | 
            
            
                                                        
            
                                    
            
            
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                    53
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                View Code Duplication | 
                class SearchConfig(SearchSpaceDictLike):  | 
            
                            
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                    54
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                    55
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                    @calculate_properties  | 
            
            
                                                        
            
                                    
            
            
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                    56
                 | 
                                    
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                    def __init__(self, **param_space):  | 
            
            
                                                        
            
                                    
            
            
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                    57
                 | 
                                    
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                        super().__init__(**param_space)  | 
            
            
                                                        
            
                                    
            
            
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                    58
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                    59
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                        for key, value in param_space.items():  | 
            
            
                                                        
            
                                    
            
            
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                    60
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                            setattr(self, key, value)  | 
            
            
                                                        
            
                                    
            
            
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                    61
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                    62
                 | 
                                    
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                    @calculate_properties  | 
            
            
                                                        
            
                                    
            
            
                | 
                    63
                 | 
                                    
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                    def __setitem__(self, key, value):  | 
            
            
                                                        
            
                                    
            
            
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                    64
                 | 
                                    
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                        SearchSpaceDictLike.__setitem__(self, key, value)  | 
            
            
                                                        
            
                                    
            
            
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                    65
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                    66
                 | 
                                    
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                    @calculate_properties  | 
            
            
                                                        
            
                                    
            
            
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                    67
                 | 
                                    
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                    def __delitem__(self, key):  | 
            
            
                                                        
            
                                    
            
            
                | 
                    68
                 | 
                                    
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                        SearchSpaceDictLike.__delitem__(self, key)  | 
            
            
                                                        
            
                                    
            
            
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                    69
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                | 
                    70
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                    def print(self, indent=2, max_list_length=5):  | 
            
            
                                                        
            
                                    
            
            
                | 
                    71
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                        """  | 
            
            
                                                        
            
                                    
            
            
                | 
                    72
                 | 
                                    
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                 | 
                        Prints the dictionary in a readable format.  | 
            
            
                                                        
            
                                    
            
            
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                    73
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                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    74
                 | 
                                    
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                 | 
                        Args:  | 
            
            
                                                        
            
                                    
            
            
                | 
                    75
                 | 
                                    
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                 | 
                            indent (int): The number of spaces to indent nested structures.  | 
            
            
                                                        
            
                                    
            
            
                | 
                    76
                 | 
                                    
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                            max_list_length (int): The maximum number of items to display from long lists.  | 
            
            
                                                        
            
                                    
            
            
                | 
                    77
                 | 
                                    
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                        """  | 
            
            
                                                        
            
                                    
            
            
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                    78
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                    79
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                        def format_value(value, level=0):  | 
            
            
                                                        
            
                                    
            
            
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                    80
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                            prefix = " " * (level * indent)  | 
            
            
                                                        
            
                                    
            
            
                | 
                    81
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                            if isinstance(value, list):  | 
            
            
                                                        
            
                                    
            
            
                | 
                    82
                 | 
                                    
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                                if len(value) > max_list_length:  | 
            
            
                                                        
            
                                    
            
            
                | 
                    83
                 | 
                                    
                                                     | 
                
                 | 
                                    # Truncate long lists for readability  | 
            
            
                                                        
            
                                    
            
            
                | 
                    84
                 | 
                                    
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                                    result = "[\n"  | 
            
            
                                                        
            
                                    
            
            
                | 
                    85
                 | 
                                    
                                                     | 
                
                 | 
                                    result += "".join(  | 
            
            
                                                        
            
                                    
            
            
                | 
                    86
                 | 
                                    
                                                     | 
                
                 | 
                                        f"{prefix}{' ' * indent}{repr(item)},\n" | 
            
            
                                                        
            
                                    
            
            
                | 
                    87
                 | 
                                    
                                                     | 
                
                 | 
                                        for item in value[:max_list_length]  | 
            
            
                                                        
            
                                    
            
            
                | 
                    88
                 | 
                                    
                                                     | 
                
                 | 
                                    )  | 
            
            
                                                        
            
                                    
            
            
                | 
                    89
                 | 
                                    
                                                     | 
                
                 | 
                                    result += f"{prefix}{' ' * indent}... ({len(value) - max_list_length} more items)\n" | 
            
            
                                                        
            
                                    
            
            
                | 
                    90
                 | 
                                    
                                                     | 
                
                 | 
                                    result += f"{prefix}]" | 
            
            
                                                        
            
                                    
            
            
                | 
                    91
                 | 
                                    
                                                     | 
                
                 | 
                                else:  | 
            
            
                                                        
            
                                    
            
            
                | 
                    92
                 | 
                                    
                                                     | 
                
                 | 
                                    result = "[\n"  | 
            
            
                                                        
            
                                    
            
            
                | 
                    93
                 | 
                                    
                                                     | 
                
                 | 
                                    result += "".join(  | 
            
            
                                                        
            
                                    
            
            
                | 
                    94
                 | 
                                    
                                                     | 
                
                 | 
                                        f"{prefix}{' ' * indent}{repr(item)},\n" | 
            
            
                                                        
            
                                    
            
            
                | 
                    95
                 | 
                                    
                                                     | 
                
                 | 
                                        for item in value  | 
            
            
                                                        
            
                                    
            
            
                | 
                    96
                 | 
                                    
                                                     | 
                
                 | 
                                    )  | 
            
            
                                                        
            
                                    
            
            
                | 
                    97
                 | 
                                    
                                                     | 
                
                 | 
                                    result += f"{prefix}]" | 
            
            
                                                        
            
                                    
            
            
                | 
                    98
                 | 
                                    
                                                     | 
                
                 | 
                            elif isinstance(value, dict):  | 
            
            
                                                        
            
                                    
            
            
                | 
                    99
                 | 
                                    
                                                     | 
                
                 | 
                                # Format nested dictionaries  | 
            
            
                                                        
            
                                    
            
            
                | 
                    100
                 | 
                                    
                                                     | 
                
                 | 
                                result = "{\n" | 
            
            
                                                        
            
                                    
            
            
                | 
                    101
                 | 
                                    
                                                     | 
                
                 | 
                                for k, v in value.items():  | 
            
            
                                                        
            
                                    
            
            
                | 
                    102
                 | 
                                    
                                                     | 
                
                 | 
                                    result += f"{prefix}{' ' * indent}{repr(k)}: {format_value(v, level + 1)},\n" | 
            
            
                                                        
            
                                    
            
            
                | 
                    103
                 | 
                                    
                                                     | 
                
                 | 
                                result += f"{prefix}}}" | 
            
            
                                                        
            
                                    
            
            
                | 
                    104
                 | 
                                    
                                                     | 
                
                 | 
                            else:  | 
            
            
                                                        
            
                                    
            
            
                | 
                    105
                 | 
                                    
                                                     | 
                
                 | 
                                result = repr(value)  | 
            
            
                                                        
            
                                    
            
            
                | 
                    106
                 | 
                                    
                                                     | 
                
                 | 
                            return result  | 
            
            
                                                        
            
                                    
            
            
                | 
                    107
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    108
                 | 
                                    
                                                     | 
                
                 | 
                        for key, value in self.items():  | 
            
            
                                                        
            
                                    
            
            
                | 
                    109
                 | 
                                    
                                                     | 
                
                 | 
                            print(f"{key}: {format_value(value)}") | 
            
            
                                                        
            
                                    
            
            
                | 
                    110
                 | 
                                    
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                 |