刘剑桥 commited on
Commit
7d20e97
·
1 Parent(s): f7b7f20

Added the model

Browse files
Files changed (6) hide show
  1. app.py +22 -4
  2. cat.jpg +0 -0
  3. dog.jpg +0 -0
  4. dunno.jpg +0 -0
  5. model.pkl +3 -0
  6. requirements.txt +2 -0
app.py CHANGED
@@ -1,7 +1,25 @@
 
 
 
 
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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', 'categories', 'image', 'label', 'examples', 'intf']
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+
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+ # cell
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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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+ # Cell
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+ learn = load_learner('model.pkl')
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+
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+ # Cell
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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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+ # cell
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+ image = gr.inputs.Inage(shape=(192, 192))
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+ label = gr.outputs.Label()
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+ examples = ['dog.jpg', 'cat.jpg', 'dunno.jpg']
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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.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:a7d535bce6d20380ae76ed97d6e457d37f4a9053c0c6f02ac9f9ed0160b68c23
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+ size 47061483
requirements.txt ADDED
@@ -0,0 +1,2 @@
 
 
 
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+ fastai
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+ gradio