sneed

.gitattributes

@@ -33,3 +33,6 @@ 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
+pasta.jpg filter=lfs diff=lfs merge=lfs -text
+.jpg filter=lfs diff=lfs merge=lfs -text
+*.jpg filter=lfs diff=lfs merge=lfs -text

.gitignore

@@ -0,0 +1,2 @@
+venv
+flagged

app.py

@@ -0,0 +1,29 @@
+import sys
+import pathlib
+
+if sys.platform == "win32":
+    temp = pathlib.PosixPath
+    pathlib.PosixPath = pathlib.WindowsPath
+
+from fastai.vision.all import *
+import gradio as gr
+
+learn = load_learner(Path("model.pkl"))
+
+categories = {'Pizza', 'Pasta'}
+
+
+def classify_image(img):
+    pred, idx, probs = learn.predict(img)
+    return dict(zip(categories, map(float, probs)))
+
+
+image = gr.Image(shape=(192, 192))
+label = gr.Label()
+examples = ['pizza.jpg', 'pasta.jpg', 'dunno.jpg']
+
+app = gr.Interface(fn=classify_image, 
+                   inputs=image,
+                   outputs=label, 
+                   examples=examples)
+app.launch()

model.pkl

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9b9c27ae184cb5923593c03f6d71b2109cd7adeeee80fbca817b28173a4be2ad
+size 46966653