lucaskishima commited on
Commit
337aeb5
1 Parent(s): 75f31b3

adding app

Browse files
.gitattributes CHANGED
@@ -32,3 +32,6 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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  *.zip filter=lfs diff=lfs merge=lfs -text
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  *.zst filter=lfs diff=lfs merge=lfs -text
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  *tfevents* filter=lfs diff=lfs merge=lfs -text
 
 
 
 
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  *.zip filter=lfs diff=lfs merge=lfs -text
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  *.zst filter=lfs diff=lfs merge=lfs -text
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  *tfevents* filter=lfs diff=lfs merge=lfs -text
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+ examples/bacterial_blight.jpg filter=lfs diff=lfs merge=lfs -text
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+ examples/healthy.jpg filter=lfs diff=lfs merge=lfs -text
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+ examples/soybean_rust.jpg filter=lfs diff=lfs merge=lfs -text
app.py ADDED
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+ import gradio as gr
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+ from fastai.vision.all import *
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+
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+ learn = load_learner('export.pkl')
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+
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+ labels = learn.dls.vocab
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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 {labels[i]: float(probs[i]) for i in range(len(labels))}
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+
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+ title = "Soybean desease Classifier"
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+ description = "A Soybean desease classifier trained with "
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+ article="<p style='text-align: center'><a href='https://www.kaggle.com/lucaskishima/soybeandeseaseclassifier/' target='_blank'>Blog post</a></p>"
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+ examples = ['examples/bacterial_blight.jpg','examples/cercospora_leaf_blight.jpg','examples/healthy.jpg','examples/septoria_glycines.jpg','examples/soybean_rust.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(share=False)
examples/bacterial_blight.jpg ADDED

Git LFS Details

  • SHA256: 89262a800367ae14634da69718478ef480445994bf2684dd8f9a07e1ca61e86d
  • Pointer size: 132 Bytes
  • Size of remote file: 6.08 MB
examples/cercospora_leaf_blight.jpg ADDED
examples/healthy.jpg ADDED

Git LFS Details

  • SHA256: df62d0fae993bd7d59cd21daa4c23e2e6b1402b2f09801458c9ac889e699456f
  • Pointer size: 132 Bytes
  • Size of remote file: 5.89 MB
examples/septoria_glycines.jpg ADDED
examples/soybean_rust.jpg ADDED

Git LFS Details

  • SHA256: c9f51599e9c42a69b6de8251f653640a1eb9dee12868ae8607ab6b4e8883c3ac
  • Pointer size: 132 Bytes
  • Size of remote file: 7.38 MB
export.pkl ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:603533903d5931ccd4ce81f1aa99e0427f1d35f51aad32071ecdf8ffeaa4fd0f
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+ size 102906645
requirements.txt ADDED
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+ fastai