alexandertitus commited on
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48f078f
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1 Parent(s): 029ac05

Upload 5 files

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Files changed (5) hide show
  1. app.py +21 -4
  2. cat.jpg +0 -0
  3. dog.jpg +0 -0
  4. dunno.jpg +0 -0
  5. model.pkl +3 -0
app.py CHANGED
@@ -1,7 +1,24 @@
 
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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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- demo = gr.Interface(fn=greet, inputs="text", outputs="text")
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- demo.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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+ 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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+ with gr.Blocks() as demo:
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+ image = gr.Image(type="pil")
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+ label = gr.Label()
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+ examples = gr.Examples(['dog.jpg', 'cat.jpg', 'dunno.jpg'], image)
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+
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+ classify_btn = gr.Button("Classify")
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+ classify_btn.click(fn=classify_image, inputs=image, outputs=label)
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+
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+ # Launch the interface
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+ demo.launch(inline=False)
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cat.jpg ADDED
dog.jpg ADDED
dunno.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:bc73bd893aef1e327981951358c7ea3ba5e5f09718d192094ca5ac7c4cbe7e54
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+ size 47061419