jorgenlybeck commited on
Commit
61cc902
1 Parent(s): cf738b0

add gui to app

Browse files
Files changed (2) hide show
  1. .gitignore +1 -0
  2. app.py +27 -4
.gitignore ADDED
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+ .idea
app.py CHANGED
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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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+ __all__ = ['learn', 'classify_image', 'categories', 'image', 'label', 'examples', 'intf']
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+
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+ from fastai.vision.all import *
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  import gradio as gr
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+ import timm
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+
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+ # Some magic according to https://forums.fast.ai/t/lesson-2-official-topic/96033/376?page=17
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+ def is_cat(x):
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+ return x[0].isupper() # Used by model
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+
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+ import sys
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+ sys.modules["__main__"].is_cat = is_cat
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+
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+ # Upload your model
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+ learn = load_learner('model.pkl')
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+
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+ categories = learn.dls.vocab
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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.Image()
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+ label = gr.Label()
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+ # Upload your own images and link them
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+ examples = ['basset.jpg']
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+ intf = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples)
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+ intf.launch()