mikelyndon commited on
Commit
d7d8358
·
1 Parent(s): 2c402e9

Updated to dog/cat classifier.

Browse files
Files changed (5) hide show
  1. app.py +25 -2
  2. cat.jpg +0 -0
  3. dog.jpg +0 -0
  4. dunno.png +0 -0
  5. model.pkl +3 -0
app.py CHANGED
@@ -1,7 +1,30 @@
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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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  import gradio as gr
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+ from fastai.vision.all import *
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+
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+
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+ def is_cat(x):
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+ return x[0].isupper()
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+
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  def greet(name):
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  return "Hello " + name + "!!"
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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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+
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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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+
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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", "dunno.png"]
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+
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+
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+ iface = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples)
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+ iface.launch(inline=False)
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+
cat.jpg ADDED
dog.jpg ADDED
dunno.png 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:dcdb8c18ace8f284e8fa8d73f75e3c24e374a653e25bb529bdfa8a2d4a7e643a
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+ size 47060011