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62d3088 b9c36cc 62d3088 b9c36cc 62d3088 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 | __all__ = ['is_cat', 'learn', 'classify_image', 'categoreies', 'image', 'label', 'examples', 'intf']
from fastai.vision import *
import gradio as gr
def is_cat(x): return x[0].obj == 'cat'
learn = load_learner('model.pkl')
categories = ('Dog', 'Cat')
def classify_image(img):
pred_class, pred_idx, outputs = learn.predict(img)
return dict(zip(categories, map(float,probs)))
# return {'label': str(pred_class), 'confidence': float(outputs[pred_idx])}
image = gr.inputs.Image(shape=(192,192))
label = gr.outputs.Label(num_top_classes=2)
examples = ['dog.jpg', 'cat.jpg', 'dunno.jpg']
intf = gr.Interface(classify_image, image, label, capture_session=True, examples=examples)
intf.launch() |