DebarthaChakraborty commited on
Commit
0250f59
1 Parent(s): 851048f

big commit

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Files changed (6) hide show
  1. app.ipynb +0 -0
  2. app.py +18 -4
  3. cat.jpg +0 -0
  4. dog.jpg +0 -0
  5. horse.jpg +0 -0
  6. model.pkl +3 -0
app.ipynb ADDED
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app.py CHANGED
@@ -1,7 +1,21 @@
 
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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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+ def is_cat(x): return x[0].isupper()
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+
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+
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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.inputs.Image(shape=(192,192))
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+ label = gr.outputs.Label()
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+ examples = ['dog.jpg', 'cat.jpg', 'horse.jpg']
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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)
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cat.jpg ADDED
dog.jpg ADDED
horse.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:a2334b535eac51eec39cb753a65cd5949563c84ac66d24cd0c9c0a85b57a5b72
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+ size 47061419