chamarak commited on
Commit
0bce2af
1 Parent(s): 286bb97

modified codes

Browse files
Files changed (6) hide show
  1. app.py +24 -4
  2. images/cat.jpg +0 -0
  3. images/dog.jpg +0 -0
  4. images/pitbull.jpg +0 -0
  5. model.pkl +3 -0
  6. requirements.txt +2 -0
app.py CHANGED
@@ -1,7 +1,27 @@
 
 
 
 
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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 pathlib
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+ temp = pathlib.PosixPath
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+ pathlib.PosixPath = pathlib.WindowsPath
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+ from fastai.vision.all import *
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  import gradio as gr
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+ def is_pitbull(x): return 'american_pit_bull' in x.lower()
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+
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+ learn = load_learner('model.pkl')
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+ pathlib.PosixPath = temp
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+
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+ categories = ('not a Pitbull','a Pitbull')
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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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+
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+
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+ examples = ['images\pitbull.jpg','images\cat.jpg','images\dog.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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images/cat.jpg ADDED
images/dog.jpg ADDED
images/pitbull.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 sha256:5282f116070110c9c90be6c7b9bd98e13a2ee046afb6e48c8d1a24487e4ec442
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+ size 47063121
requirements.txt ADDED
@@ -0,0 +1,2 @@
 
 
 
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+ fastai
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+ gradio==3.50