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56d3e17 f0f8316 379c283 56d3e17 379c283 56d3e17 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 | # -*- coding: utf-8 -*-
"""dogs_cats.ipynb
Automatically generated by Colaboratory.
Original file is located at
https://colab.research.google.com/drive/1M-mzhZdFQ2XWBSbLCuKzrmLsm0aLEYxQ
## Gradio Pets
"""
from fastai.vision.all import *
import gradio as gr
def is_cat(x): return x[0].isupper()
learn= load_learner('model.pk1')
categories= ('Dog', 'Cat')
def classify_image(img):
pred,idx,probs= learn.predict(img)
return dict(zip(categories, map(float, probs)))
im=PILImage.create('dog.jpg')
im.thumbnail((192,192))
im
learn.predict(im)
classify_image(im)
examples= ['dog.jpg', 'cat.jpg']
gr.Interface(fn=classify_image, inputs=[gr.Image(type="pil")], outputs=[gr.Label(num_top_classes=2)], examples=examples).launch() |