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# AUTOGENERATED! DO NOT EDIT! File to edit: ../weed_classifier.ipynb.
import json
# %% auto 0
__all__ = ['learn', 'labels', 'article', 'title', 'description', 'examples', 'interpretation', 'enable_queue', 'predict']
# %% ../weed_classifier.ipynb 1
from fastai.vision.all import *
import gradio as gr
import skimage
# %% ../weed_classifier.ipynb 2
learn = load_learner('export.pkl')
# JSON de recomendaciones
with open("WEEDS_JSON.json", "r") as f:
recommendations = json.load(f)
# %% ../weed_classifier.ipynb 3
labels = learn.dls.vocab
print(learn.dls.vocab)
def predict(img):
img = PILImage.create(img)
pred, pred_idx, probs = learn.predict(img)
label = labels[pred_idx]
# Clasificación con porcentajes
classification_output = {labels[i]: float(probs[i]) for i in range(len(labels))}
# Información de recomendaciones
recommendations_output = recommendations.get(label, {})
# Generación de la salida en formato HTML para las recomendaciones
html_output = display_output(label, recommendations_output)
return classification_output, html_output
def display_output(weed_name, recommendations):
products = recommendations.get("products", [])
weed_url = recommendations.get("weed_url", "#")
control = recommendations.get("text", "")
# Crear una lista para almacenar la información de salida
output_list = [f"Weed Identified: <a href='{weed_url}' target='_blank'>{weed_name}</a>"]
# Añadir recomendaciones de productos
output_html = f"<h3>Hierba Identificada:</h3> <a href='{weed_url}' target='_blank'>{weed_name}</a> <br> <h3>Control:</h3> <div>{control}</div><br> <h3>Herbicidas recomendados</h3>"
output_list = ["<div style=' display: grid;grid-template-columns: auto auto auto auto;grid-gap: 10px;padding: 10px;'>"]
for product in products:
product_name = product["name"]
product_img = product["img"]
product_url = product["url"]
output_list.append(f"<a href='{product_url}' target='_blank'><img src='{product_img}' alt='{product_name}' style='width:150px;height:150px;padding:5px;'></a>")
# Unir la lista en una cadena de texto HTML para la salida
output_html += "".join(output_list)
return output_html
# %% ../weed_classifier.ipynb 5
article = """<div>Este modelo se entrenó con un conjunto de datos que contiene 5.539 imágenes de plántulas de cultivos y malas hierbas. Las imágenes se agrupan en 12 clases. Estas clases representan especies de plantas comunes en la agricultura danesa en distintas fases de crecimiento. Se ajustó un modelo ResNet34 preentrenado utilizando la biblioteca de visión fastai. La tasa de error alcanzada en el conjunto de datos de validación es del 2,5% tras 4 épocas.
<p style='text-align: center;padding:1rem;display: flex; justify-content:center;align-items: center;'><a href='https://sciling.com' target='_blank'><img src="data:image/png;base64,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" width="150px"></a></p>
</div>"""
# %% ../weed_classifier.ipynb 6
description = '''
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<img 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" width='60px' height='auto'>
<h1 style="margin:0px;padding-left:2rem;text-align:center;">RECOMENDADOR DE HERBICIDAS</h1>
</div>
<div style="padding: 50px 20px">
<p style="text-align:center">Descubre nuestra plataforma diseñada para facilitar la selección de herbicidas de Bayer de manera eficiente. Captura imágenes con tu dispositivo móvil y recibe recomendaciones precisas basadas en las necesidades específicas de tu terreno.</p>
<p style="text-align:center">La intuitiva interfaz presenta información detallada sobre los herbicidas, destacando sus características, beneficios y aplicaciones recomendadas. Mantenemos actualizada nuestra base de datos con los últimos avances en la protección de cultivos para ofrecerte la información más actualizada.</p>
<p style="text-align:center">Esta herramienta no solo simplifica la toma de decisiones, sino que también fomenta una gestión más sostenible de los cultivos, alineándose con las mejores prácticas agrícolas y el cuidado responsable del medio ambiente.</p>
</div>
'''
examples = [ 'FatHen.png', 'Loose Silky-bent.png', 'CommonChickweed.png', 'cleavers.png', 'ShepherdsPurse.png', 'Black-grass.png']
interpretation='default'
enable_queue=True
theme = gr.themes.Monochrome(primary_hue="blue").set(
button_primary_background_fill="*primary_800",
button_primary_background_fill_hover="*primary_950",
checkbox_label_text_color="*primary_800",
checkbox_label_background_fill="white",
checkbox_label_background_fill_hover="white",
checkbox_label_background_fill_selected="white",
checkbox_background_color_selected="*primary_800",
checkbox_background_color="*primary_200",
checkbox_background_color_focus="*primary_600",
)
demo = gr.Interface(fn=predict,
inputs=gr.components.Image(shape=(512, 512)),
examples=examples,
outputs=[gr.components.Label(num_top_classes=1), gr.components.HTML()],
description=description,
article=article,
theme=theme,
allow_flagging="never"
)
demo.launch(enable_queue=enable_queue) |