AgrimSomani commited on
Commit
04eb825
1 Parent(s): e2d2bee

added my trained model

Browse files
Files changed (2) hide show
  1. app.py +15 -4
  2. model.pkl +3 -0
app.py CHANGED
@@ -1,9 +1,20 @@
 
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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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+ learner = load_learner('model.pkl')
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+ categories = ('linked-list', 'table', 'graph', 'code', 'math')
 
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+ def classify_img(img):
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+ pred, idx, probs = learner.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 = ['linked-list.png', 'code.png',
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+ 'table.png', 'graph.png', 'math.png']
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+
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+ intf = gr.Interface(fn=classify_img, inputs=image, outputs=label)
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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 sha256:67833d7a29ee4fb3e8ec03ea18fa368ca66f0d2d0f744d181c1833597fe40305
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+ size 46970533