Ross May
changed read path of model
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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)