add models, examples and app

app.py

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+# AUTOGENERATED! DO NOT EDIT! File to edit: app.ipynb.
+
+# %% auto 0
+__all__ = ['learn', 'cloud_types', 'image', 'label', 'examples', 'intf', 'classify_image']
+
+# %% app.ipynb 2
+from fastai.vision.all import *
+import gradio as gr
+
+# %% app.ipynb 3
+learn = load_learner('models/architecture_style_classifyier_levit_384_model.pkl')
+
+# %% app.ipynb 4
+architecture_styles = [
+    'Achaemenid architecture',
+    'American craftsman style',
+    'American Foursquare architecture',
+    'Ancient Egyptian architecture',
+    'Art Deco architecture',
+    'Art Nouveau architecture',
+    'Baroque architecture',
+    'Bauhaus architecture',
+    'Beaux-Arts architecture',
+    'Byzantine architecture',
+    'Chicago school architecture',
+    'Colonial architecture',
+    'Deconstructivism',
+    'Edwardian architecture',
+    'Georgian architecture',
+    'Gothic architecture',
+    'Greek Revival architecture',
+    'International style',
+    'Novelty architecture',
+    'Palladian architecture',
+    'Postmodern architecture',
+    'Queen Anne architecture',
+    'Romanesque architecture',
+    'Russian Revival architecture',
+    'Tudor Revival architecture'
+] 
+
+def classify_image(img):
+    pred,idx,probs = learn.predict(img)
+    return dict(zip(architecture_styles, map(float, probs)))
+
+# %% app.ipynb 6
+image = gr.inputs.Image(shape=(192,192))
+label = gr.outputs.Label()
+examples = ['Chicago school architecture.jpeg', 'Deconstructivism.jpeg', 'Gothic architecture.jpeg']
+
+intf = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples)
+intf.launch(inline=False)

models/architecture_style_classifyier_levit_384_model.pkl

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+version https://git-lfs.github.com/spec/v1
+oid sha256:511a72baa6a1dd8d93397019ea104918b3b531ff3fc505bfa63cfa653bb53d1c
+size 154291159

models/architecture_style_classifyier_resnet18_model.pkl

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+version https://git-lfs.github.com/spec/v1
+oid sha256:f857b17737564dd0daadc965cfd1a89f4f7edb535ce50dba9b832d51cce14ab3
+size 47239117