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fix model path, added example and class names
Browse files- __pycache__/app.cpython-310.pyc +0 -0
- app.py +14 -7
- hammel.png +0 -0
- led.jpg +0 -0
- mosfet.jpg +0 -0
- screwdriver.jpg +0 -0
__pycache__/app.cpython-310.pyc
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Binary file (1.37 kB). View file
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app.py
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@@ -1,12 +1,18 @@
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import pathlib
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import gradio as gr
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from fastai.vision.all import *
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# to solve the mismatch between windows (local) system and huggingspace (linux)
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plt = platform.system()
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if plt == 'Linux': pathlib.WindowsPath = pathlib.PosixPath
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learn = load_learner('
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labels = learn.dls.vocab
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def predict(img):
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iface = gr.Interface(
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fn=predict,
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inputs=gr.components.Image(shape=(
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outputs=gr.components.Label(num_top_classes=3),
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description="
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article="<p style='text-align: center'
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)
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iface.launch(enable_queue=True)
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import pathlib
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import gradio as gr
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# to solve the mismatch between windows (local) system and huggingspace (linux)
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import platform
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plt = platform.system()
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if plt == 'Linux': pathlib.WindowsPath = pathlib.PosixPath
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elif plt == 'Windows': pathlib.PosixPath = pathlib.WindowsPath
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from fastai.vision.all import *
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class_names = ["resistor", "bipolar transistor", "mosfet", "capacitor", "inductor", "wire", "led", "diode", "thermistor", "switch", "battery", "hammer", "screwdriver", "scissors", "wrench", "mallet", "axe"]
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learn = load_learner('model.pkl')
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labels = learn.dls.vocab
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def predict(img):
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iface = gr.Interface(
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fn=predict,
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inputs=gr.components.Image(shape=(224, 224)),
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outputs=gr.components.Label(num_top_classes=3),
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description="Tool Classifier",
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article=f"<p style='text-align: center'>{', '.join(class_names)}</p>",
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examples=[["mosfet.jpg", "screwdriver.jpg", "hammel.png", "led.jpg"]],
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live=True,
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)
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iface.launch(enable_queue=True)
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hammel.png
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led.jpg
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mosfet.jpg
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screwdriver.jpg
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