Initial commit for LAICC Gradio App

app.py

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+# AUTOGENERATED! DO NOT EDIT! File to edit: ../app.ipynb.
+
+# %% auto 0
+__all__ = ['path_to_pkl_model', 'learn', 'categories', 'image', 'label', 'intf', 'classify_image']
+
+# %% ../app.ipynb 3
+from fastai.vision.all import *
+import gradio as gr
+path_to_pkl_model = '/workspace/models/'
+
+# %% ../app.ipynb 6
+learn = load_learner(path_to_pkl_model)
+
+# %% ../app.ipynb 9
+categories = learn.dls.vocab # learn.dls.vocab provides the categories from our trained model
+
+def classify_image(img):
+    img = PILImage.create(img).resize((192, 192))
+    pred,idx,probs = learn.predict(img)
+    return dict(zip(categories, map(float,probs)))
+
+# %% ../app.ipynb 12
+image = gr.Image()
+label = gr.Label()
+
+intf = gr.Interface(fn=classify_image, inputs=image, outputs=label)
+intf.launch(inline=False)

model.pkl

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+version https://git-lfs.github.com/spec/v1
+oid sha256:320601c00d7e8b75f425f0d56ce3bf172aa0060df84af9149729b5b1bf198952
+size 49467174

requirements.txt

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+fastai