doublelotus commited on
Commit
62d3088
·
1 Parent(s): b9c36cc
Files changed (3) hide show
  1. app.py +18 -4
  2. model.pkl +3 -0
  3. requirements.txt +2 -0
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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+ __all__ = ['is_cat', 'learn', 'classify_image', 'categoreies', 'image', 'label', 'examples', 'intf']
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+
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+ from fastai.vision import *
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  import gradio as gr
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+ def is_cat(x): return x[0].obj == 'cat'
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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_class, pred_idx, outputs = learn.predict(img)
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+ return dict(zip(categories, map(float,probs)))
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+ # return {'label': str(pred_class), 'confidence': float(outputs[pred_idx])}
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+ image = gr.inputs.Image(shape=(192,192))
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+ label = gr.outputs.Label(num_top_classes=2)
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+ examples = ['dog.jpg', 'cat.jpg', 'dunno.jpg']
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+ intf = gr.Interface(classify_image, image, label, capture_session=True, examples=examples)
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+ intf.launch()
model.pkl ADDED
@@ -0,0 +1,3 @@
 
 
 
 
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:1fc32c3ba5114f2ec20768522beea7f7459d15b4bdaf7c3c710fc3f524176de2
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+ size 47063121
requirements.txt ADDED
@@ -0,0 +1,2 @@
 
 
 
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+ gradio
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+ fastai