update dogs model

app.py

@@ -4,8 +4,16 @@ from fastai.vision.all import *
 def greet(name):
     return f"Hello {name} !!"
 
-learn_inf = load_learner(path/'export.pkl')
-learn_inf.predict('/home/joseph/fastbook/clean/seasons/autumn/0f2b6170-7605-47bd-b4e4-49726ceae836.jpg')
+def classify_image(img):
+    pred, idx, probs = learn.predict(img)
+    return dict(zip(categories, map(float, probs)))
 
-iface = gr.Interface(fn=greet, inputs="text", outputs="text")
+learn = load_learner('dogs.pkl')
+categories = learn.dls.vocab
+
+image = gr.inputs.Image(shape = (192, 192))
+label = gr.outputs.Label()
+examples = ['golden_retriver.jpg', 'husky.jpg', 'samoyed.jpg']
+
+iface = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples = examples)
 iface.launch()

dogs.pkl

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:75855d20cc308272526932e4995757d7efcbdfa6fea44b818d13b65f61fc2737
+size 355582638

requriements.txt

@@ -0,0 +1,3 @@
+torch <1.12
+fastai>2.6.1
+timm