NutriVisionAI commited on
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Create app.py

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  1. app.py +22 -0
app.py ADDED
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+ import gradio as gr
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+ from transformers import AutoFeatureExtractor, AutoModelForImageClassification
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+ from PIL import Image
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+ import torch
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+ import pandas as pd
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+
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+ # Cargar modelo de reconocimiento de alimentos
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+ model_name = "nateraw/food101" # modelo preentrenado Food-101
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+ model = AutoModelForImageClassification.from_pretrained(model_name)
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+ extractor = AutoFeatureExtractor.from_pretrained(model_name)
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+
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+ # Cargar tabla de nutrici贸n de ejemplo
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+ # Debes subir nutrition.csv despu茅s con columnas: food, calories, protein, fat, carbs
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+ nutrition_df = pd.read_csv("nutrition.csv")
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+
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+ def analizar_comida(imagen: Image):
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+ # Preprocesar imagen
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+ inputs = extractor(images=imagen, return_tensors="pt")
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+ with torch.no_grad():
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+ outputs = model(**inputs)
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+
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+ predicted_class = model.config.id2label[outputs.logits.]()_