Duplicate from shakasom/fastai-planet-classifier

Co-authored-by: Abdishakur <[email protected]>

.gitattributes

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README.md

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+---
+title: Fastai Planet Classifier
+emoji: 🌍
+colorFrom: blue
+colorTo: blue
+sdk: gradio
+sdk_version: 3.0.9
+app_file: app.py
+pinned: false
+duplicated_from: shakasom/fastai-planet-classifier
+---
+
+Check out the configuration reference at https://huggingface.co/docs/hub/spaces#reference

app.py

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+import gradio as gr
+from fastai.vision.all import *
+import skimage as sk
+
+learn = load_learner('export.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))}
+
+gr.Interface(fn=predict, inputs=gr.inputs.Image(shape=(512, 512)), outputs=gr.outputs.Label(num_top_classes=3)).launch(share=True)

export.pkl

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+version https://git-lfs.github.com/spec/v1
+oid sha256:e3cb137ac34024585d9082e853a77c051ba920b77bbffa75c3eac0634a64f4ae
+size 102919957

requirements.txt

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+fastai
+scikit-image