Duplicate from ihanif/fastai_pet_classifier

Co-authored-by: Hanif Rahman <ihanif@users.noreply.huggingface.co>

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README.md

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+---
+title: Fastai Pet Classifier
+emoji: 🏃
+colorFrom: gray
+colorTo: indigo
+sdk: gradio
+sdk_version: 3.9.1
+app_file: app.py
+pinned: false
+duplicated_from: ihanif/fastai_pet_classifier
+---
+
+Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference

app.py

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+import gradio as gr
+from fastai.vision.all import *
+import skimage
+
+learn = load_learner('pets-model.pkl')
+
+labels = learn.dls.vocab
+
+
+def predict(img):
+    img = PILImage.create(img)
+    pred, pred_idx, probs = learn.predict(img)
+    return {labels[i]: float(probs[i]) for i in range(len(labels))}
+
+
+title = "Pet Breed Classifier"
+description = "A pet breed classifier trained on the Oxford Pets dataset with fastai. Created as a demo for Gradio and HuggingFace Spaces."
+article = "<p style='text-align: center'><a href='https://tmabraham.github.io/blog/gradio_hf_spaces_tutorial' target='_blank'>Blog post</a></p>"
+examples = ['siamese.jpg']
+interpretation = 'default'
+enable_queue = True
+
+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()

pets-model.pkl

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+version https://git-lfs.github.com/spec/v1
+oid sha256:4328254f798997342879bad6c1eb6e9e6d77baf1f29a525a844e828b3b0fd5e3
+size 103047829

requirements.txt

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+fastai
+scikit-image