add model and graddle interface

.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
+/cats.pkl filter=lfs diff=lfs merge=lfs -text

app.py

@@ -1,7 +1,17 @@
 import gradio as gr
+from fastbook import *
+from fastai.vision.all import *
 
-def greet(name):
-  return "Hello " + name + "!!"
+learn = load_learner("cats.pkl")
+cat_breeds = ['persian', 'siamese', 'angora', 'sphynx']
 
-iface = gr.Interface(fn=greet, inputs="text", outputs="text")
+def classify_image(img):
+  pred, idx, probs = learn.predict(img)
+  return dict(zip(cat_breeds, map(float, probs)))
+
+image = gr.inputs.Image(shape=(192,192))
+label = gr.outputs.Label()
+examples = ['cat_siamese.jpg', 'cat_persian.jpg', 'cat_sphynx.jpg']
+
+iface = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples)
 iface.launch()

cats.pkl

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a418d86e517aece09743151be117ff94fa4dd44a31e999b891dcef2e2275294d
+size 46973483