rpa45 commited on
Commit
38aadeb
1 Parent(s): a91cddc

simple interface built

Browse files
Files changed (6) hide show
  1. aih_model.pkl +3 -0
  2. app.py +15 -8
  3. model_cm.png +0 -0
  4. samples/h1.jpg +0 -0
  5. samples/h2.jpg +0 -0
  6. samples/h3.jpg +0 -0
aih_model.pkl ADDED
@@ -0,0 +1,3 @@
 
 
 
 
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:60b6145a2a1c9b374b1c7b642c9847a3712c1b4693d77dedeb46a10160d0bcb6
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+ size 46971755
app.py CHANGED
@@ -1,12 +1,19 @@
 
 
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  import gradio as gr
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- def greet(name):
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- return "Hey " +name+ "!!"
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- iface = gr.Interface(
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- fn=greet,
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- inputs='text',
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- outputs='text'
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- )
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- iface.launch()
 
 
 
 
 
 
 
 
 
 
 
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+ from fastai.vision.all import *
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+ from pathlib import Path
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  import gradio as gr
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+ learn = load_learner('aih_model.pkl')
 
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+ categories = ('AI Hand', 'Human Hand')
 
 
 
 
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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.Image(shape=(512,512))
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+ label = gr.Label()
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+ examples = [str(x) for x in Path('./samples').glob('*')]
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+
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+ intf = gr.Interface(fn=classify_image, inputs=image, outputs=label,
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+ examples=examples)
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+ intf.launch()
model_cm.png ADDED
samples/h1.jpg ADDED
samples/h2.jpg ADDED
samples/h3.jpg ADDED