Create app.py
Browse files
app.py
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import cv2
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import numpy as np
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import gradio as gr
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from ultralytics import YOLO
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def predict(path: str):
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model = YOLO("yolo11s.yaml")
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model = YOLO("best.pt")
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imagen = cv2.imread(path)
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results = model.predict(source=path)
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for r in results:
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return r.plot()
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# Definimos un tema personalizado
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theme = gr.themes.Base(
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primary_hue="blue",
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secondary_hue="gray",
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neutral_hue="gray",
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font=["Helvetica", "ui-sans-serif", "system-ui", "sans-serif"],
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).set(
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button_primary_background_fill="*primary_500",
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button_primary_background_fill_hover="*primary_600",
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button_primary_text_color="white",
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block_title_text_color="*primary_500",
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block_label_text_size="lg",
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checkbox_label_text_size="lg",
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input_background_fill="*neutral_50",
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)
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# Creamos la interfaz con diseño personalizado
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with gr.Blocks(theme=theme, css="footer {display: none !important}") as demo:
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gr.Markdown(
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"""
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# 🚗 Sistema de Clasificación de Neumáticos
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## Detección Automatizada de Estado y Condiciones
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Este sistema utiliza inteligencia artificial para analizar y clasificar el estado de los neumáticos
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a partir de imágenes. Simplemente suba una foto y el sistema realizará el análisis automáticamente.
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"""
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)
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with gr.Row():
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with gr.Column():
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input_image = gr.Image(
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type="filepath",
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label="Imagen de Entrada",
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elem_id="input_image"
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)
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submit_btn = gr.Button(
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"Analizar Neumático",
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variant="primary",
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size="lg"
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)
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with gr.Column():
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output_image = gr.Image(
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type="numpy",
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label="Resultado del Análisis"
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)
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with gr.Row():
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gr.Markdown(
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"""
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### Instrucciones de Uso:
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1. Suba una imagen clara del neumático que desea analizar
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2. Haga clic en "Analizar Neumático"
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3. Espere unos segundos mientras el sistema procesa la imagen
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4. Los resultados se mostrarán en el panel derecho
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"""
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)
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# Configuramos el evento de clic del botón
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submit_btn.click(
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fn=predict,
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inputs=input_image,
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outputs=output_image,
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)
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# Lanzamos la aplicación
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demo.launch(
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share=True,
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debug=False,
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enable_queue=True,
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server_name="0.0.0.0",
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server_port=7860,
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)
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