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import gradio as gr | |
import tensorflow | |
from tensorflow.keras.models import load_model | |
model = load_model('../input/cnn-model/cnn_model.h5') # aqui carregamos o modelo que treinamos e salvamos para avaliar sua capacidade de classificação | |
class_names = ['benign', 'malignant', 'normal'] | |
def predict_image(img): | |
img_4d = img.reshape(-1, 128, 128, 3) | |
img_4d = img_4d/255 | |
prediction = model.predict(img_4d)[0] | |
return {class_names[i]: float(prediction[i]) for i in range(3)} | |
image = gr.inputs.Image(shape=(128, 128)) | |
label = gr.outputs.Label(num_top_classes=3) | |
gr.Interface(fn=predict_image, inputs=image, outputs=label).launch(debug=False, share=True) | |