Fix matplotlib fitness graph.
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@@ -3,19 +3,21 @@ import sys
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from gameobjects import *
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from genetic_alg import GeneticAlgorithm
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import matplotlib.pyplot as plt
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import random
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POPULATION_SIZE = 300
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POPULATION_SIZE = 500
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MUTATION_RATE = 0.5
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POPULATION_NEW = 0.1
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POPULATION_BEST = 0.3
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FRAME_RATE = 300
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BARRIER_SPEED = 10
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BARRIER_DELAY = 100
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MAX_ITERATIONS = 5
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MAX_ITERATIONS = -1
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BARRIER_SEED = 42
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current_iteration = 1
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best_fitnesses = []
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running_fitnesses = []
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pygame.init()
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@@ -38,7 +40,7 @@ last_barrier = None
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def init_game():
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global gameobjects, horses, barriers, upper_bound_rect, lower_bound_rect, spawner, last_barrier, BARRIER_SPEED
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random.seed(BARRIER_SEED)
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grass = Background("images/Grass.jpg", 0, 0)
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grass.set_size(WIDTH, HEIGHT)
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@@ -88,11 +90,10 @@ genecticAlg = GeneticAlgorithm(POPULATION_SIZE, MUTATION_RATE, POPULATION_BEST,
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while True:
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for event in pygame.event.get():
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if event.type == pygame.QUIT:
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# Generate and display the Matplotlib graph
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plt.plot(best_fitnesses)
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plt.plot(running_fitnesses)
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plt.xlabel("Iteration")
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plt.ylabel("Max Fitness")
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plt.title("Max Fitness per Iteration")
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plt.ylabel("Current Fitness")
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plt.title("Current Fitness per Iteration")
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plt.show()
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pygame.quit()
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sys.exit()
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@@ -140,32 +141,32 @@ while True:
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for object in gameobjects:
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object.draw(screen)
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current_fitnesses = [horse.fitness for horse in horses]
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current_fitness = max(current_fitnesses)
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if all(horse.stopped for horse in horses):
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UI.iteration_num += 1
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genecticAlg.learn([x.fitness for x in horses])
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# store the best fitness
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best_fitnesses.append(max(genecticAlg.fitnessBest) if len(genecticAlg.fitnessBest) != 0 else 0)
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local_best_fitness = max(horse.fitness for horse in horses)
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best_fitnesses.append(local_best_fitness)
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running_fitnesses.append(current_fitness)
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current_iteration += 1
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if current_iteration > MAX_ITERATIONS:
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# Generate and display the Matplotlib graph
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plt.plot(best_fitnesses)
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plt.xlabel("Iteration")
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plt.ylabel("Max Fitness")
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plt.title("Max Fitness per Iteration")
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plt.show()
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pygame.quit()
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sys.exit()
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init_game()
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UI.draw(screen)
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UI.draw_marks(screen)
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iteration_num_txt = font.render(f"iteration: {current_iteration}", True, BLACK)
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current_fitness_txt = font.render(
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f"Current Fitness: {current_fitness}", True, BLACK)
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best_fitness_txt = font.render(
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f"Best: {max(genecticAlg.fitnessBest) if len(genecticAlg.fitnessBest) != 0 else 0}", True, BLACK)
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f"Best Fitness: {best_fitnesses[-1] if best_fitnesses else 0}", True, BLACK)
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screen.blit(iteration_num_txt, (WIDTH / 2 - 90, HEIGHT + HUD_HEIGHT - 120))
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screen.blit(best_fitness_txt, (WIDTH / 2 - 90, HEIGHT + HUD_HEIGHT - 80))
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screen.blit(best_fitness_txt, (WIDTH / 2 - 120, HEIGHT + HUD_HEIGHT - 80))
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screen.blit(current_fitness_txt, (WIDTH / 2 - 140, HEIGHT + HUD_HEIGHT - 40))
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pygame.display.flip()
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pygame.time.Clock().tick(FRAME_RATE)
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