Add file applications

app.py

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+# AUTOGENERATED! DO NOT EDIT! File to edit: ../app.ipynb.
+
+# %% auto 0
+__all__ = ['learner', 'categories', 'image', 'label', 'examples', 'intf', 'is_cat', 'classify_image']
+
+# %% ../app.ipynb 1
+from fastai.vision.all import *
+from huggingface_hub import push_to_hub_fastai, from_pretrained_fastai
+import gradio as gr
+
+def is_cat(x): return x[0].isupper()
+
+# %% ../app.ipynb 4
+learner = load_learner('model.pkl')
+
+# %% ../app.ipynb 6
+categories = ('Dog', 'Cat')
+
+def classify_image(img):
+    pred, idx, probs = learner.predict(img)
+    return dict(zip(categories, map(float, probs)))
+
+# %% ../app.ipynb 8
+image = gr.inputs.Image(shape=(192,192))
+label = gr.outputs.Label()
+examples = ['dog.jpg','cat.jpg', 'doat.jpg', 'gaumeo.jpg']
+
+intf = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples)
+intf.launch(inline=False)

requirements.txt

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+fastai
+git+https://github.com/huggingface/huggingface_hub
+gradio