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from fastai.vision.all import * | |
import gradio as gr | |
learn = load_learner('export.pkl') | |
categories = ('Benign', 'Malignant') | |
def classify_image(img): | |
pred,idx,probs = learn.predict(img) | |
return dict(zip(categories, map(float,probs))) | |
image = gr.inputs.Image(shape=(192,192)) | |
label = gr.outputs.Label() | |
examples = ['Benign1.jpg','Benign2.jpg','Benign3.jpg', 'Malignant1.jpg', 'Malignant2.jpg', 'Malignant3.jpg'] | |
title = 'Skin Cancer Predictor' | |
description = 'This app predicts whether skin cancer is benign or malignant. For reference only.' | |
article = "Author: <a href=\"https://huggingface.co/archietram\">Archie Tram</a>. " | |
intf = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples) | |
intf.launch(inline=False) |