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Browse files- app.py +25 -0
- model.pkl +3 -0
- requirements.txt +1 -0
app.py
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from fastai.vision.all import *
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import gradio as gr
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learn = load_learner('model.pkl')
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searches = ['formal','casual','athletic']
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searches = sorted(searches) # need to be sorted because that's the order the predictions will be outputed
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values = [i for i in range(0,len(searches))]
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class_dict = dict(zip(searches,values))
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def classify(im):
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classication,_,probs = learn.predict(im)
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confidences = {label: float(probs[i]) for i, label in enumerate(class_dict)}
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return confidences
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intf = gr.Interface(fn=classify, inputs='image', outputs='label',
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examples= [
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["https://www.datocms-assets.com/39109/1637755546-monochrome.jpg"],
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["https://live.staticflickr.com/4227/34761005741_917633fbb7.jpg"],
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["https://cdn.cliqueinc.com/posts/290845/classic-outfits-290845-1639432804292-main.1200x0c.jpg"],
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["https://www.refinery29.com/images/9193658.jpg"],
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["https://i.pinimg.com/736x/ac/ce/3a/acce3a1aea6aff8550c1c70a5b629394--sporty-clothes-nike-clothes.jpg"],
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],
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title = 'Outfit Type Classifier')
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intf.launch()
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model.pkl
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version https://git-lfs.github.com/spec/v1
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oid sha256:63ddbc594c37613da85e5272b3069a8a56af2426e70c04a3e2495ddaf276dfce
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size 46953241
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requirements.txt
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fastai==2.7.7
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