PyPDEVS-and-JADEVS-DEVStone-benchmarks/benchmarks/mean.py

import pandas as pd
import numpy as np
# file_path = 'benchmarks/Results/Agents/Time/LI_baseline.csv'
file_path = 'benchmarks/Results/PyPDEVS/Time/minimal/LI_baseline.csv'
# file_path = 'benchmarks/Results/PyPDEVS/Time/parallel/HOmod_baseline.csv'
target_width = 200
target_depth = 200

def format_to_latex(mean, std):
    if std == 0:
        return f"${mean:.3f} \\pm 0.000$"

    std_magnitude = int(np.floor(np.log10(abs(std))))
    decimal_places = -std_magnitude

    if decimal_places >= 0:
        formatted_mean = f"{mean:.{decimal_places}f}"
        formatted_std = f"{std:.{decimal_places}f}"
    else:
        formatted_mean = f"{round(mean, decimal_places):.0f}"
        formatted_std = f"{round(std, decimal_places):.0f}"

    return f"${formatted_mean} \\pm {formatted_std}$"

try:
    df = pd.read_csv(file_path)
    filtered_df = df[(df['depth'] == target_depth) & (df['width'] == target_width)]
    if filtered_df.empty:
        print(f"No rows found matching Depth={target_depth} and Width={target_width}.")
    else:
        combined_time = filtered_df['creation_time'] + filtered_df['setup_time'] + filtered_df['simulation_time']

        mean_val = combined_time.mean()
        std_sample = combined_time.std()

        latex_code = format_to_latex(mean_val, std_sample)

        print(f"--- Results for Width: {target_width} | Height: {target_depth} ---")
        print(f"Number of runs found: {len(filtered_df)}")
        print(f"Mean Combined Time:   {mean_val:.6f} seconds")
        print(f"Standard Deviation:    {std_sample:.6f} seconds")
        print("\n--- Copyable LaTeX Code ---")
        print(latex_code)

except FileNotFoundError:
    print(f"Error: The file '{file_path}' could not be found. Please check the path and try again.")
except Exception as e:
    print(f"An error occurred: {e}")