Card #1 - Initiation

app.py

@@ -0,0 +1,41 @@
+#!/usr/bin/env python
+# coding: utf-8
+# Dogs vs Cats
+
+# In[7]:
+
+
+#|export
+from fastai.vision.all import *
+import gradio as gr
+
+def is_cat(x): return x[0].isupper()
+
+
+# In[9]:
+
+
+#|export
+learn = load_learner('model.pkl')
+
+
+
+# In[12]:
+
+
+#|export
+categories = ('Dog', 'Cat')
+
+def classify_image(img):
+    pred,idx,probs = learn.predict(img)
+    return dict(zip(categories, map(float,probs)))
+
+
+#|export
+image = gr.inputs.Image(shape=(192,192))
+label = gr.outputs.Label()
+examples = ['dog.jpg', 'cat.jpg', 'dunno.jpg']
+
+intf = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples)
+intf.launch(inline=False, share=True)
+