"""
DataStructureOptimizer
Generated by Eden via recursive self-improvement
2025-11-01 05:11:45.419556
"""

from collections import defaultdict

class DataStructureOptimizer:
    """
    Optimizes the choice of data structures for a given set of operations.
    
    Attributes:
        operations (dict): A dictionary mapping operation names to their frequency.
        data_structure_options (list): A list of available data structures as classes.
        optimal_data_structure (type): The most suitable data structure based on the operations' frequency.
    """
    
    def __init__(self, operations=None, data_structure_options=None):
        self.operations = operations or defaultdict(int)
        self.data_structure_options = data_structure_options or []
        self.optimal_data_structure = None
    
    def add_operation(self, operation_name, frequency=1):
        """Add an operation with a given frequency."""
        self.operations[operation_name] += frequency
    
    def optimize(self):
        """
        Determine the most suitable data structure based on the operations' frequency.
        
        The optimization is done by comparing the time and space complexity of each
        data structure for the specified operations. For simplicity, this example will
        choose the data structure that has the highest frequency of matching operations,
        assuming it provides a balance of efficiency.
        """
        max_frequency = 0
        optimal_data_structure = None
        
        # Check each available data structure against the operations
        for ds in self.data_structure_options:
            current_frequency = sum(op in ds.supported_operations() for op in self.operations.keys())
            
            if current_frequency > max_frequency:
                max_frequency = current_frequency
                optimal_data_structure = ds
                
        self.optimal_data_structure = optimal_data_structure
    
    def get_optimal_data_structure(self):
        """Return the currently optimized data structure."""
        return self.optimal_data_structure

# Example Data Structure Classes (for illustration)
class ListStructure:
    supported_operations = {'append', 'remove'}

class SetStructure:
    supported_operations = {'add', 'discard'}

class DictStructure:
    supported_operations = {'setdefault', 'pop', 'update'}

# Example Usage
if __name__ == "__main__":
    optimizer = DataStructureOptimizer()
    
    # Adding operations and their frequencies
    optimizer.add_operation('append', 5)
    optimizer.add_operation('remove', 3)
    optimizer.add_operation('add', 2)
    optimizer.add_operation('pop', 1)
    
    print("Initial Operations:", optimizer.operations)
    
    # Optimizing the data structure choice
    optimizer.optimize()
    
    # Getting and printing the optimized data structure
    optimal_ds = optimizer.get_optimal_data_structure()
    if optimal_ds:
        print(f"Optimal Data Structure: {optimal_ds.__name__}")
    else:
        print("No suitable data structure foun