Commit
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06b2272
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Parent(s):
7efc4ee
upload application files
Browse files- README.md +14 -14
- app.py +20 -0
- cats_dogs_model.pkl +3 -0
- cats_dogs_model.pkl:Zone.Identifier +3 -0
- persian.jpg +0 -0
- persian.jpg:Zone.Identifier +4 -0
- pet_model.pkl +3 -0
- pet_model.pkl:Zone.Identifier +3 -0
README.md
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---
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title: Pet Classifier Fastai Course
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emoji: π
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colorFrom: indigo
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colorTo: gray
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sdk: gradio
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sdk_version: 5.12.0
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app_file: app.py
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pinned: false
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license: apache-2.0
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short_description: A pet classifier adopted from the fastai deep learning cours
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---
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Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
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---
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title: Pet Classifier Fastai Course
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emoji: π
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colorFrom: indigo
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colorTo: gray
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sdk: gradio
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sdk_version: 5.12.0
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app_file: app.py
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pinned: false
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license: apache-2.0
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short_description: A pet classifier adopted from the fastai deep learning cours
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---
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Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
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app.py
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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('export.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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title = "Pet Breed Classifier"
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description = "A pet breed classifier trained on the Oxford Pets dataset with fastai. Created as a demo for Gradio and HuggingFace Spaces, based on the blog post below."
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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 = ['persian.jpg']
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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,enable_queue=enable_queue).launch()
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cats_dogs_model.pkl
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version https://git-lfs.github.com/spec/v1
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oid sha256:6d5b2a789a2f8d0ce607a7226202fae527579263fe3dbd7b36d2864fc0b0d343
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size 47072660
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cats_dogs_model.pkl:Zone.Identifier
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[ZoneTransfer]
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ZoneId=3
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HostUrl=about:internet
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persian.jpg
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persian.jpg:Zone.Identifier
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[ZoneTransfer]
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ZoneId=3
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ReferrerUrl=https://www.google.com/
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HostUrl=https://www.google.com/
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pet_model.pkl
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version https://git-lfs.github.com/spec/v1
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oid sha256:56f6841687f62654f56ede21a805739995eba65b3848fe7e8170048c923058c6
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size 87637754
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pet_model.pkl:Zone.Identifier
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[ZoneTransfer]
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ZoneId=3
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HostUrl=https://www.kaggle.com/
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