anatexis commited on
Commit
013c1cb
1 Parent(s): 2a7146c

update .gitattributes so git lfs will track .pkl files

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Files changed (1) hide show
  1. app.py +22 -4
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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  import gradio as gr
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+ from fastai.vision.all import *
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+ import skimage
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+ learn = load_learner('export.pkl')
 
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+ categories = ('Lego Ninjago','Lego (non Ninjago)')
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+
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+
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+
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+ def predict(img):
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+ img = PILImage.create(img)
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+ pred, 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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+ title = "Lego Classifier"
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+ description = "Classifies Lego into 'Ninjago' and 'Non Ninjago' with fastai. Created from the fastai demo for Gradio and HuggingFace Spaces."
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+ #article = "<p style='text-align: center'><a href='https://tmabraham.github.io/blog/gradio_hf_spaces_tutorial' target='_blank'>Blog post</a></p>"
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+ examples = ['ninjago.jpg', 'lego_nn.jpg']
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+ interpretation = 'default'
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+ enable_queue = True
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+
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+ gr.Interface(fn=predict, inputs=gr.inputs.Image(shape=(512, 512)), outputs=gr.outputs.Label(num_top_classes=2), title=title,
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+ description=description, examples=examples, interpretation=interpretation, enable_queue=enable_queue).launch()