erkhem-gantulga commited on
Commit
a322e29
·
1 Parent(s): 531af33

Implemented cat classifier

Browse files
Files changed (5) hide show
  1. app.py +17 -4
  2. cat.png +0 -0
  3. dog.jpg +0 -0
  4. model.pkl +3 -0
  5. requirements.txt +1 -0
app.py CHANGED
@@ -1,7 +1,20 @@
 
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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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+ from fastai.vision.all import *
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  import gradio as gr
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+ from fastai.vision.all import *
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+ def is_cat(x): return x[0].isupper()
 
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+ learn = load_learner('model.pkl')
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+
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+ categories = ('Dog', 'Cat')
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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.Image(width=192, height=192)
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+ label = gr.Label()
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+ examples = ['dog.jpg', 'cat.png']
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+
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+ intf = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples)
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+ intf.launch(inline=False)
cat.png ADDED
dog.jpg ADDED
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:d326a1afe57ce382424a4b8e9db1c784ad2fece25bbcaee7a8e9cbdea6683caf
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+ size 47064702
requirements.txt ADDED
@@ -0,0 +1 @@
 
 
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+ fastai