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from fastai.vision.all import * | |
import gradio as gr | |
import pathlib | |
plt = platform.system() | |
if plt == 'Windows': pathlib.WindowsPath = pathlib.PosixPath | |
learn = load_learner('export.pkl') | |
categories = ('Great White', 'Hammerhead', 'Tiger') | |
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 = ['white.jpg', 'hammer.jpg', 'tiger.jpg'] | |
intf = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples) | |
intf.launch(inline=False) |