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dmitryhits
commited on
Commit
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841823d
1
Parent(s):
672d629
first hugging space deployment
Browse files- SugarBeet.png +0 -0
- app.py +28 -0
- export.pkl +3 -0
- requirements.txt +2 -0
SugarBeet.png
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app.py
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# AUTOGENERATED! DO NOT EDIT! File to edit: ../weed_classifier.ipynb.
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# %% auto 0
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__all__ = ['learn', 'labels', 'title', 'description', 'article', 'examples', 'interpretation', 'enable_queue', 'predict']
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# %% ../weed_classifier.ipynb 1
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from fastai.vision.all import *
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import gradio as gr
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import skimage
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# %% ../weed_classifier.ipynb 2
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learn = load_learner('export.pkl')
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# %% ../weed_classifier.ipynb 3
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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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# %% ../weed_classifier.ipynb 5
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title = "Weed Classifier"
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description = "A weed classifier trained on the Kaggle V2 Plant Seedling dataset with fastai. Dataset has mostly african weeds in it at the moment."
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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 = ['SugarBeet.png']
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interpretation='default'
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enable_queue=True
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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).launch(share=True, enable_queue=enable_queue)
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export.pkl
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version https://git-lfs.github.com/spec/v1
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oid sha256:8611976c26b9bb1e6deedf03ae034d9be1992786048915b8b9cfed4c4ad2d9f5
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size 87656638
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requirements.txt
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fastai
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scikit-image
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