Initial commit

.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
+export.pkl filter=lfs diff=lfs merge=lfs -text

app.py

@@ -0,0 +1,15 @@
+import gradio as gr
+from fastcore.all import *
+from fastai.vision.all import *
+
+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))}
+
+examples = ['radiatori.jpeg', 'fusilli.jpeg', 'fetuccini.jpeg', 'lasagna.jpeg', 'orzo.jpeg']
+
+description = "# 🍝 PASTA MACHINE 🍝  -  the pasta AI"
+gr.Interface(fn=predict, description=description, inputs=gr.inputs.Image(shape=(512, 512)), outputs=gr.outputs.Label(num_top_classes=3), examples=examples).launch(share=True)

export.pkl

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8684e8fd6ad71562aa836c27d6a6441c6bd3ae4f602cef250dee226b0e302894
+size 179328551