Add model and app files.

.gitattributes

@@ -33,3 +33,4 @@ 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
+ranch_house.jpg filter=lfs diff=lfs merge=lfs -text

app.py

@@ -0,0 +1,30 @@
+import gradio as gr
+from fastai.vision.all import *
+import skimage
+
+learn = load_learner("export.pkl")
+
+labels = learn.dls.vocab
+
+
+def predict(img):
+    img = PILImage.create(img)
+    pred, pred_idx, probs = learn.predict(img)
+    return {labels[i]: float(probs[i]) for i in range(len(labels))}
+
+
+title = "House Style Classifier"
+description = (
+    "Classifier that will classify a style of house into modern, ranch or victorian."
+)
+examples = ["modern_house.jpg", "ranch_house.jpg", "victorian_house.jpg"]
+interpretation = "default"
+gr.Interface(
+    fn=predict,
+    inputs=gr.inputs.Image(shape=(512, 512)),
+    outputs=gr.outputs.Label(num_top_classes=3),
+    title=title,
+    description=description,
+    examples=examples,
+    interpretation=interpretation,
+).launch(share=True)

house_model.pkl

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:12edf9dc0b7e1f128b1ab45f8438ddeee791edc90362d95fdd63c2946984a9f1
+size 46957103

requirements.txt

@@ -0,0 +1,2 @@
+fastai
+scikit-image