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from fastai.vision.all import *
import gradio as gr
import platform
import pathlib
plt = platform.system()
if plt == 'Linux':
pathlib.WindowsPath = pathlib.PosixPath
pasta_shape_labels = (
"bucatini",
"cannelloni",
"cavatappi",
"conchiglie",
"farfalle",
"fettuccine",
"fusilli",
"gemelli",
"lasagna",
"linguine",
"macaroni",
"orecchiette",
"orzo",
"penne",
"ravioli",
"rigatoni",
"rotini",
"spaghetti",
"tagliatelle",
"tortellini"
)
model = load_learner('pasta_shape_recognizer_v2.pkl')
def recognize_image(image):
pred, idx, probs = model.predict(image)
return dict(zip(pasta_shape_labels, map(float, probs)))
image = gr.inputs.Image(shape=(192,192))
label = gr.outputs.Label(num_top_classes=5)
examples = [
'unknown00.png',
# 'unknown01.png',
'unknown02.png',
'unknown03.png',
'unknown04.png',
'unknown05.png',
'unknown06.png',
'unknown07.png',
'unknown08.png',
'unknown09.png',
'unknown10.png',
'unknown11.png',
'unknown12.png',
'unknown13.png'
]
iface = gr.Interface(fn=recognize_image, inputs=image, outputs=label, examples=examples)
iface.launch(inline=False) |