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60bc679 cea761f 60bc679 cea761f 60bc679 | 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 37 | # import gradio as gr
# def greet(name):
# return "Hello " + name + "!!"
# demo = gr.Interface(fn=greet, inputs="text", outputs="text")
# demo.launch()
# AUTOGENERATED! DO NOT EDIT! File to edit: app.ipynb.
# %% auto 0
__all__ = ["learn", "categories", "image", "label", "examples", "intf", "classify_bike"]
# %% app.ipynb 5
from fastai.vision.all import *
import gradio as gr
# %% app.ipynb 9
learn = load_learner("model.pkl")
# %% app.ipynb 11
categories = ["giant", "specialized", "trek"]
def classify_bike(image):
pred, idx, probs = learn.predict(image)
return dict(zip(categories, map(float, probs)))
# %% app.ipynb 13
image = gr.Image(height=192, width=192, label="Bike Image")
label = gr.Label(label="Predicted Bike Type")
examples = ["trek.jpg", "specialized.jpg"]
intf = gr.Interface(fn=classify_bike, inputs=image, outputs=label, examples=examples)
intf.launch(inline=False)
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