initial commit to gh

app.py

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+# AUTOGENERATED! DO NOT EDIT! File to edit: ../dog-breeds.ipynb.
+
+# %% auto 0
+__all__ = ['learn_inf', 'categories', 'image', 'label', 'examples', 'intf', 'classify_image']
+
+# %% ../dog-breeds.ipynb 2
+from fastai import *
+from fastai.vision.all import *
+import gradio as gr
+
+# %% ../dog-breeds.ipynb 13
+# Load model wherever you plan to use it for inference
+learn_inf = load_learner('export2.pkl')
+
+# %% ../dog-breeds.ipynb 15
+categories = dls.vocab
+
+def classify_image(img):
+    pred, idx, probs = learn_inf.predict(img)
+    return dict(zip(categories, map(float,probs)))
+
+# %% ../dog-breeds.ipynb 16
+image = gr.Image(shape=(192,192))
+label = gr.Label()
+examples =  ['dog.jpg', 'cat.jpg']
+
+intf = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples)
+intf.launch(inline=True, share=True)

export2.pkl

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+version https://git-lfs.github.com/spec/v1
+oid sha256:28dfdab55cd50b04a4a8ec8fc44323ad90a2ed01c0e675d057f7972f6b7c262b
+size 87642145