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Upload app.py

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+ from fastai.vision.all import *
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+ import gradio as gr
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+ from pathlib import Path
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+
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+ # Montar Drive si quieres usar imágenes de Drive en la app (opcional)
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+ from google.colab import drive
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+ # drive.mount('/content/drive') # normalmente NO se monta en Hugging Face, solo local
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+
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+ # Rutas relativas al espacio
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+ path = Path(".") # aquí se suben las carpetas de clases
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+
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+ dls = ImageDataLoaders.from_folder(
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+ path,
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+ valid_pct=0.2,
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+ seed=42,
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+ item_tfms=Resize(224)
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+ )
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+
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+ learn = vision_learner(dls, resnet34)
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+ learn.load("model_lab")
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+
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+ labels = learn.dls.vocab
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+
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+ def predict(img):
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+ img = PILImage.create(img)
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+ _, _, probs = learn.predict(img)
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+ return {labels[i]: float(probs[i]) for i in range(len(labels))}
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+
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+ demo = gr.Interface(
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+ fn=predict,
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+ inputs=gr.Image(type="filepath"),
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+ outputs=gr.Label(num_top_classes=3),
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+ title="Lab Utensils Classifier"
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+ )
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+
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+ demo.launch()