Deploy model to HF Space

.gitattributes

@@ -29,3 +29,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+*.jpg filter=lfs diff=lfs merge=lfs -text

app.py

@@ -0,0 +1,15 @@
+from fastai.vision.all import *
+import gradio as gr
+
+learn = load_learner('archi_styles_model.pkl')
+
+styles = ('Baroque Architecture','Gothic Architecture', 'Greek and Roman Classical Architecture', 'Modern Architecture', 'Neoclassical Architecture', 'Neofuturist Architecture', 'Post-Modern Architecture', 'Victorian Architecture')
+examples = ['Baroque Architecture.jpg', 'Gothic Architecture.jpg', 'Modern Architecture.jpg']
+
+# Use dict() and zip() to build a dict, not formaliar with data object in python.
+def image_classifier(img):
+    pred_styles,pred_idx,probs = learn.predict(img)
+    return dict(zip(styles, map(float, probs)))
+
+demo = gr.Interface(fn=image_classifier, inputs="image", outputs="label", examples = examples)
+demo.launch()

archi_styles_model.pkl

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8054a45e7972e17cf127c12a4e04a3689ebf8f01349dbb3b4a5c0a2365770b00
+size 46989487