app.py

# AUTOGENERATED! DO NOT EDIT! File to edit: ../../Untitled-1.ipynb.

# %% auto 0
__all__ = ['model_path', 'learn', 'categories', 'is_cat', 'classify_image']

# %% ../../Untitled-1.ipynb 0
import gradio as gr
from fastai.vision.all import *
def is_cat(x): return x[0].isupper()

# %% ../../Untitled-1.ipynb 2
model_path = Path('model.pkl')
learn = load_learner(model_path)

# %% ../../Untitled-1.ipynb 4
categories = ('dog', 'cat')

def classify_image(img):
    pred,idx,probs = learn.predict(img)
    return dict(zip(categories, map(float,probs)))


# %% ../../Untitled-1.ipynb 6
gr.Interface(fn = classify_image, 
             inputs="image", 
             outputs="label", 
             title = "Dog or Cat", 
             description="Sample workflow", 
             examples = ['dog.jpg']
             ).launch()