Spaces:
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Sleeping
NasrinRipa
commited on
Commit
•
ca45f71
1
Parent(s):
30166f0
adding app file and model file and test images files
Browse files- Pistachio.jpg +0 -0
- app.py +43 -0
- cashew.jpg +0 -0
- macadamia-nut.jpg +0 -0
- nut-recognizer-v4.pkl +3 -0
- peanuts.jpg +0 -0
Pistachio.jpg
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app.py
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from fastai.vision.all import *
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import gradio as gr
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from pathlib import Path
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#import pathlib
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#temp = pathlib.PosixPath
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#pathlib.PosixPath = pathlib.WindowsPath
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nut_labels = (
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"raw Almonds",
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"raw Walnuts",
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"raw Cashew nut",
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"raw Pecans",
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"raw Peanut",
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"raw Pili nut",
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"raw Pistachios nut",
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"raw Hazelnuts",
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"raw Brazil nut",
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"raw Maccademia nut",
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"raw Pine nut",
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"raw Chestnut",
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"raw Hickory nut",
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"raw Ginkgo nut"
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)
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model = load_learner('nut-recognizer-v4.pkl')
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def recognize_image(image):
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pred, idx, probs = model.predict(image)
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return dict(zip(nut_labels, map(float, probs)))
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image = gr.inputs.Image(shape=(192,192))
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label = gr.outputs.Label(num_top_classes=5)
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examples = [
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'almond1.jpg',
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'pistachio.jpg',
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'cashew.jpg',
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'peanuts.jpg'
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]
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iface = gr.Interface(fn=recognize_image, inputs=image, outputs=label, examples=examples)
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iface.launch(inline=False)
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cashew.jpg
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macadamia-nut.jpg
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nut-recognizer-v4.pkl
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version https://git-lfs.github.com/spec/v1
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oid sha256:ac0d5c84eae82a61694be22c23a70f7f5ca42c82faeb1453ed0cbcf4afb0e1e6
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size 87525405
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peanuts.jpg
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