app.py

# AUTOGENERATED! DO NOT EDIT! File to edit: ../dino.ipynb.

__all__ = ['learn', 'categories', 'image', 'label', 'examples', 'demo', 'classify']

# %% ../dino.ipynb 1
from fastai.vision.all import *
import gradio as gr


# %% ../dino.ipynb 3
learn = load_learner('export.pkl')


# %% ../dino.ipynb 5
categories = ('ankylosaurus', 'brontosaurus', 'pterodactyl', 'trex', 'triceraptops')

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

# %% ../dino.ipynb 7
image = gr.Image(width=512, height=512)
label = gr.Label(num_top_classes=3)
examples = ['ankylosaurus.jpg', 'images.jpeg']

demo = gr.Interface(fn=classify, inputs=image, outputs=label, examples=examples)
demo.launch(inline=False)