Aroz7894 commited on
Commit
5ac5493
·
1 Parent(s): c69784f

added app and model files

Browse files
Files changed (2) hide show
  1. app.py +19 -4
  2. model.pkl +3 -0
app.py CHANGED
@@ -1,7 +1,22 @@
 
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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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+ from fastai.vision.all import *
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  import gradio as gr
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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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+ def is_cat(x): return x[0].isupper()
 
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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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+ 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.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)
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:b806652bd12b7e7a7210495b2982b0d2f9bdb9f612d733e4e427418adda8c476
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+ size 47061419