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import gradio as gr | |
from PIL import Image | |
import json | |
import os | |
# Obtener la ruta absoluta para guardar el archivo en el directorio actual | |
def get_file_path(filename): | |
return os.path.join(os.getcwd(), filename) | |
# Cargar puntuaciones Elo desde un archivo JSON | |
def load_elo_scores(): | |
try: | |
with open(get_file_path("elo_scores.json"), "r") as f: | |
return json.load(f) | |
except FileNotFoundError: | |
# Si el archivo no existe, inicializamos las puntuaciones | |
return {"DALL-E 3": 1000, "Midjourney 6.1": 1000, "Flux": 1000} | |
# Guardar puntuaciones Elo en un archivo JSON | |
def save_elo_scores(elo_scores): | |
try: | |
with open(get_file_path("elo_scores.json"), "w") as f: | |
json.dump(elo_scores, f) | |
print("Puntuaciones guardadas correctamente en elo_scores.json") | |
except Exception as e: | |
print(f"Error al guardar el archivo: {e}") | |
# Funci贸n para calcular la actualizaci贸n de Elo | |
def elo_update(winner_elo, loser_elo, k=32): | |
expected_score_winner = 1 / (1 + 10 ** ((loser_elo - winner_elo) / 400)) | |
new_winner_elo = winner_elo + k * (1 - expected_score_winner) | |
new_loser_elo = loser_elo + k * (0 - (1 - expected_score_winner)) | |
return new_winner_elo, new_loser_elo | |
# Cargar im谩genes predefinidas | |
def load_images(): | |
dalle3_image = Image.open("images/dalle3_image.png") | |
midjourney_image = Image.open("images/midjourney_image.png") | |
flux_image = Image.open("images/flux_image.png") | |
return dalle3_image, midjourney_image, flux_image | |
# Actualizar el puntaje Elo basado en la votaci贸n | |
def update_elo(first, second, third): | |
global elo_scores | |
# Primera elecci贸n | |
if first == "DALL-E 3": | |
elo_scores["DALL-E 3"], elo_scores["Midjourney 6.1"] = elo_update(elo_scores["DALL-E 3"], elo_scores["Midjourney 6.1"]) | |
elo_scores["DALL-E 3"], elo_scores["Flux"] = elo_update(elo_scores["DALL-E 3"], elo_scores["Flux"]) | |
elif first == "Midjourney 6.1": | |
elo_scores["Midjourney 6.1"], elo_scores["DALL-E 3"] = elo_update(elo_scores["Midjourney 6.1"], elo_scores["DALL-E 3"]) | |
elo_scores["Midjourney 6.1"], elo_scores["Flux"] = elo_update(elo_scores["Midjourney 6.1"], elo_scores["Flux"]) | |
elif first == "Flux": | |
elo_scores["Flux"], elo_scores["DALL-E 3"] = elo_update(elo_scores["Flux"], elo_scores["DALL-E 3"]) | |
elo_scores["Flux"], elo_scores["Midjourney 6.1"] = elo_update(elo_scores["Flux"], elo_scores["Midjourney 6.1"]) | |
# Segunda elecci贸n | |
if second == "DALL-E 3": | |
elo_scores["DALL-E 3"], elo_scores["Midjourney 6.1"] = elo_update(elo_scores["DALL-E 3"], elo_scores["Midjourney 6.1"]) | |
elo_scores["DALL-E 3"], elo_scores["Flux"] = elo_update(elo_scores["DALL-E 3"], elo_scores["Flux"]) | |
elif second == "Midjourney 6.1": | |
elo_scores["Midjourney 6.1"], elo_scores["DALL-E 3"] = elo_update(elo_scores["Midjourney 6.1"], elo_scores["DALL-E 3"]) | |
elo_scores["Midjourney 6.1"], elo_scores["Flux"] = elo_update(elo_scores["Midjourney 6.1"], elo_scores["Flux"]) | |
elif second == "Flux": | |
elo_scores["Flux"], elo_scores["DALL-E 3"] = elo_update(elo_scores["Flux"], elo_scores["DALL-E 3"]) | |
elo_scores["Flux"], elo_scores["Midjourney 6.1"] = elo_update(elo_scores["Flux"], elo_scores["Midjourney 6.1"]) | |
# Guardar las puntuaciones actualizadas en el archivo | |
save_elo_scores(elo_scores) | |
return elo_scores["DALL-E 3"], elo_scores["Midjourney 6.1"], elo_scores["Flux"] | |
# Cargar las puntuaciones Elo | |
elo_scores = load_elo_scores() | |
# Interfaz Gradio | |
def vote(first, second, third): | |
dalle3_score, midjourney_score, flux_score = update_elo(first, second, third) | |
dalle3_image, midjourney_image, flux_image = load_images() | |
return dalle3_image, midjourney_image, flux_image, f"DALL-E 3: {round(dalle3_score)}", f"Midjourney 6.1: {round(midjourney_score)}", f"Flux: {round(flux_score)}" | |
# Cargar im谩genes al inicio | |
dalle3_image, midjourney_image, flux_image = load_images() | |
with gr.Blocks() as demo: | |
gr.Markdown("# Akelarre Generativo (DALL-E 3 vs MJ 6.1 vs Flux 1)") | |
gr.Markdown("### Vota por la imagen generada por IA que prefieras. La puntuaci贸n Elo se actualizar谩 en tiempo real.") | |
dalle3_img = gr.Image(value=dalle3_image, label="DALL-E 3", interactive=False, height=512, width=512) | |
midjourney_img = gr.Image(value=midjourney_image, label="Midjourney 6.1", interactive=False, height=512, width=512) | |
flux_img = gr.Image(value=flux_image, label="Flux", interactive=False, height=512, width=512) | |
with gr.Row(): | |
first_choice = gr.Dropdown(["DALL-E 3", "Midjourney 6.1", "Flux"], label="Primera Favorita") | |
second_choice = gr.Dropdown(["DALL-E 3", "Midjourney 6.1", "Flux"], label="Segunda Favorita") | |
third_choice = gr.Dropdown(["DALL-E 3", "Midjourney 6.1", "Flux"], label="Tercera Favorita") | |
with gr.Row(): | |
dalle3_score_text = gr.Textbox(value=f"DALL-E 3: {elo_scores['DALL-E 3']}", label="Puntuaci贸n DALL-E 3", interactive=False) | |
midjourney_score_text = gr.Textbox(value=f"Midjourney 6.1: {elo_scores['Midjourney 6.1']}", label="Puntuaci贸n Midjourney 6.1", interactive=False) | |
flux_score_text = gr.Textbox(value=f"Flux: {elo_scores['Flux']}", label="Puntuaci贸n Flux", interactive=False) | |
vote_button = gr.Button("Votar y Actualizar") | |
vote_button.click(vote, inputs=[first_choice, second_choice, third_choice], | |
outputs=[dalle3_img, midjourney_img, flux_img, | |
dalle3_score_text, midjourney_score_text, flux_score_text]) | |
demo.launch() | |