Class: OptimizationResultVisualizer

Visualization class for plotting results of genetic algorithm optimization.
Built on the Pydantic BaseModel.

Attributes

• ga_params, type: GeneticAlgorithmParams
  
• opt_params, type: OptimizationParams
  
• ga_result, type: GeneticAlgorithmResult
  

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Class Methods

• get_table_of_best_designs

  • Retrieves a table of the top-performing designs from the final population.
  • Args:
    • rows (int, optional)
      • The number of top designs to retrieve.
  • Returns: table_of_best_designs (ndarray)

• print_table_of_best_designs

  • Generates and displays a formatted table of the top-performing designs.
  • Args:
    • rows (int, optional)
      • The number of top designs to retrieve.
  • Returns:
    • plotly.graph_objects.Figure
      • A table of the best designs with rows rows

• plot_optimization_results

  • Generates a plot visualizing the optimization convergence over generations.
  • Returns:
    • plotly.graph_objects.Figure

• plot_cost_func_contribs

  • Generates a pie chart visualizing the contributions of different factors to the cost function for the best design found by the genetic algorithm.
  • Returns:
    • plotly.graph_objects.Figure