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from fastai.vision.all import *
import gradio as gr
learn=load_learner('model.pkl')
categories = ['chimpanzee','gorilla','human', 'orangutan']
def classify_image(img):
pred,idx,probs = learn.predict(img)
return dict(zip(categories, map(float,probs)))
image = gr.Image(shape=(192, 192))
lable = gr.Label()
examples = ['chimpanzee.jpg', 'gorilla.jpg', 'human.jpg', 'orangutan.jpg']
description = '''This project is inspired from the first lesson in the fast.ai course.
Choose an example photo or upload a photo of a Great Ape (Human, Chimpanzee, Gorilla, or Orangutan) to classify the Great Ape.
The classifier was trained using the fastai library to fine tune a ResNet-18 CNN model to classify Great Apes.'''
intf = gr.Interface(fn=classify_image, inputs=image, outputs=lable, examples=examples, title='Great Apes Classifier', description=description)
intf.launch(inline=False) |