laylabitar commited on
Commit
101c0cc
1 Parent(s): b86152b

Added the interface for the model

Browse files
Files changed (2) hide show
  1. app.py +24 -4
  2. model1.pkl +3 -0
app.py CHANGED
@@ -1,7 +1,27 @@
 
 
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  import gradio as gr
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- def greet(name):
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- return "Hello " + name + "!!"
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- iface = gr.Interface(fn=greet, inputs="text", outputs="text")
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- iface.launch()
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ !pip install fastai
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+ from fastai.vision.all import*
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  import gradio as gr
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+ def ECG(x):
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+ return x[0].isupper()
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+
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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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+ from pathlib import Path
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+
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+ learn = load_learner(str(Path('model1.pkl')))
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+
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+ categories = ('bradycardia','tachycardia')
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+
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+ def classify_image(img):
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+ pred,idx,probs = learn.predict(img)
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+ return dict(zip(categories, map(float,probs)))
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+
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+ image = gr.inputs.Image(shape=(192,192))
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+ label = gr.outputs.Label()
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+ examples = ['bradycardia-ECG.jpg']
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+
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+ iface = gr.Interface(fn = classify_image, inputs = image, outputs = label, examples = examples)
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+ iface.launch()
model1.pkl ADDED
@@ -0,0 +1,3 @@
 
 
 
 
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:b3bd4a2299278f52c1d698db7f57e6502cf8ac8580603874a4e0cdd9fafcabbf
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+ size 46961807