Gagan Sharma commited on
Commit
ef6d400
1 Parent(s): 2e871d5

update .gitattributes so git lfs will track .pkl files

Browse files
Files changed (6) hide show
  1. app.py +16 -4
  2. bird.jpeg +0 -0
  3. model.pkl +3 -0
  4. plane.jpeg +0 -0
  5. requirements.txt +2 -0
  6. superman.jpeg +0 -0
app.py CHANGED
@@ -1,7 +1,19 @@
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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('model.pkl')
 
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+ labels = learn.dls.vocab
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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 {labels[i]: float(probs[i]) for i in range(len(labels))}
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+
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+ title = "Is it a Bird? Is it a Plane? It's SUPERMAN!!"
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+ description = "A simple bird/plane/superman classifier made with fastai. Created as a demo for Gradio and HuggingFace Spaces."
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+ examples = ['bird.jpg','plane.jpg','superman.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=3),title=title,description=description,article=article,examples=examples,interpretation=interpretation,enable_queue=enable_queue).launch()
bird.jpeg 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 sha256:05cc9f913126161136d05bbaa81d4ca32599b5981e9c360dff494a44526e5973
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+ size 87466539
plane.jpeg ADDED
requirements.txt ADDED
@@ -0,0 +1,2 @@
 
 
 
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+ fastai
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+ scikit-image
superman.jpeg ADDED