2026-rff_mp/SolovevDS/docs/data/data_for_task2/diagrams.py

76 lines
2.0 KiB
Python
Raw Blame History

This file contains ambiguous Unicode characters

This file contains Unicode characters that might be confused with other characters. If you think that this is intentional, you can safely ignore this warning. Use the Escape button to reveal them.

import pandas as pd
import matplotlib.pyplot as plt
import numpy as np
df = pd.read_csv("results.csv")
maze_order = ["small_10", "medium_50", "large_100", "empty", "no_path"]
strategy_order = ["BFS", "DFS", "AStar"]
maze_labels = {
"small_10": "10×10",
"medium_50": "50×50",
"large_100": "100×100",
"empty": "Пустой",
"no_path": "Без выхода"
}
df["maze"] = pd.Categorical(df["maze"], categories=maze_order, ordered=True)
df["strategy"] = pd.Categorical(df["strategy"], categories=strategy_order, ordered=True)
df = df.sort_values(["maze", "strategy"])
def plot_grouped_bar(df, value_col, ylabel, title, filename):
mazes = maze_order
strategies = strategy_order
x = np.arange(len(mazes))
width = 0.25
plt.figure(figsize=(11, 6))
for i, strategy in enumerate(strategies):
values = []
for maze in mazes:
row = df[(df["maze"] == maze) & (df["strategy"] == strategy)]
values.append(row[value_col].values[0])
plt.bar(x + (i - 1) * width, values, width, label=strategy)
plt.xlabel("Лабиринт")
plt.ylabel(ylabel)
plt.title(title)
plt.xticks(x, [maze_labels[m] for m in mazes], rotation=20)
plt.legend(title="Стратегия")
plt.grid(axis="y", alpha=0.3)
plt.tight_layout()
plt.savefig(filename, format="svg")
plt.show()
plot_grouped_bar(
df,
value_col="time_ms",
ylabel="Время, мс",
title="Сравнение времени выполнения BFS, DFS и A*",
filename="time_comparison.svg"
)
plot_grouped_bar(
df,
value_col="cells_visited",
ylabel="Количество посещённых клеток",
title="Сравнение количества посещённых клеток",
filename="visited_cells_comparison.svg"
)
plot_grouped_bar(
df,
value_col="way_len",
ylabel="Длина пути, клеток",
title="Сравнение длины найденного пути",
filename="path_length_comparison.svg"
)