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# import gradio as gr | |
# def greet(name): | |
# return "Hello " + name + "!!" | |
# iface = gr.Interface(fn=greet, inputs="text", outputs="text") | |
# iface.launch() | |
from fastai.vision.all import * | |
import gradio as gr | |
learn = load_learner("model_lec2.pkl") | |
brd_category = ( | |
"Black Woodpecker", | |
"Eurasian Three-Toed Woodpecker", | |
"Great Spotted Woodpecker", | |
"Green Woodpecker", | |
"Grey-Headed Woodpecker", | |
"Lesser Spotted Woodpecker", | |
"Middle Spotted Woodpecker", | |
"White-Backed Woodpecker", | |
) | |
def classify_image(img): | |
pred,idx,probs = learn.predict(img) | |
return dict(zip(brd_category, map(float,probs))) | |
image = gr.inputs.Image(shape=(192,192)) | |
label = gr.outputs.Label() | |
examples = [ | |
"blk_woodpeck.jpg", | |
"grt_spot_woodpeck.jpg", | |
"eur_woodpeck.jpg", | |
] | |
intf = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples) | |
intf.launch(inline=False) |