app.py

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

# %% auto 0
__all__ = ['learner', 'categories', 'image', 'label', 'examples', 'intf', 'classify_image']

# %% ../app.ipynb 2
from fastai.vision.all import *
import gradio as gr


# %% ../app.ipynb 4
learner = load_learner('plants.pkl')

# %% ../app.ipynb 8
categories = ('Coriander قزبر','Parsley معدنوس')
def classify_image(img):
    pred, idx, probs = learner.predict(img)
    return dict(zip(categories,map(float,probs)))

# %% ../app.ipynb 10
image = gr.inputs.Image(shape=(192,192))
label = gr.outputs.Label()
examples = ['coriander.jpg','parsley.jpg']

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