| #!/usr/bin/env python | |
| # coding: utf-8 | |
| # Dogs vs Cats | |
| # In[7]: | |
| #|export | |
| from fastai.vision.all import * | |
| import gradio as gr | |
| def is_cat(x): return x[0].isupper() | |
| # In[9]: | |
| #|export | |
| learn = load_learner('model.pkl') | |
| # In[12]: | |
| #|export | |
| categories = ('Dog', 'Cat') | |
| def classify_image(img): | |
| pred,idx,probs = learn.predict(img) | |
| return dict(zip(categories, map(float,probs))) | |
| #|export | |
| image = gr.inputs.Image(shape=(192,192)) | |
| label = gr.outputs.Label() | |
| examples = ['dog.jpg', 'cat.jpg', 'dunno.jpg'] | |
| intf = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples) | |
| intf.launch(inline=False, share=True) | |