Update app.py

app.py

@@ -1,45 +1,45 @@
-import gradio as gr
-from fastai.vision.all import *
-import skimage
-
-learn = load_learner('export-castles.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))}
-
-title = "Japanese Castle (Tenshu) Classifier"
-description = '''A castle classifier trained on a small set of Japanese Castles with fastai. 
-Demo for Gradio and HuggingFace Spaces. Based on blog and demo from Tanisq Abraham. Example images below are from jcastle.info.'''
-
-# link
-article='''
-<p>There are many hundreds of castle sites scattered across Japan, for this demo we have trained on just 9 <a href="https://en.wikipedia.org/wiki/Tenshu">Tenshu.</a>
-Images sourced from my own collection and Bing Image Search.
-<br>Learn more about Japanese Castles and their history at   
-<a href='https://jcastle.info/' target='_blank'>Jcastle - Guide to Japanese Castles</a>.
-<ul>
-<li><a href='https://jcastle.info/view/Hiroshima_Castle' target='_blank'>Hiroshima</a></li>
-<li><a href='https://jcastle.info/view/Marugame_Castle' target='_blank'>Marugame</a></li>
-<li><a href='https://jcastle.info/view/Matsue_Castle' target='_blank'>Matsue</a></li>
-<li><a href='https://jcastle.info/view/Matsumae_Castle' target='_blank'>Matsumae</a></li>
-<li><a href='https://jcastle.info/view/Matsumoto_Castle' target='_blank'>Matsumoto</a></li>
-<li><a href='https://jcastle.info/view/Nagoya_Castle' target='_blank'>Nagoya</a></li>
-<li><a href='https://jcastle.info/view/Okayama_Castle' target='_blank'>Okayama</a></li>
-<li><a href='https://jcastle.info/view/Osaka_Castle' target='_blank'>Osaka</a></li>
-<li><a href='https://jcastle.info/view/Shimabara_Castle' target='_blank'>Shimabara</a></li>
-</ul>
-
-</p>
-<p style='text-align: center'><a href='https://tmabraham.github.io/blog/gradio_hf_spaces_tutorial' target='_blank'>Tanisq Abraham's Blog post</a>
-</p>
-</p>'''
-
-interpretation='default'
-examples = ['osaka.jpg','matsumoto.jpg','nagoya.jpg','okayama.jpg','shimabara.jpg']
-enable_queue=True
-share = False    
-
-gr.Interface(fn=predict,inputs=gr.inputs.Image(shape=(512, 512)),outputs=gr.outputs.Label(num_top_classes=9),title=title,description=description,article=article,examples=examples,interpretation=interpretation,enable_queue=enable_queue).launch(share=share)
+import gradio as gr
+from fastai.vision.all import *
+import skimage
+
+learn = load_learner('export-castles.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))}
+
+title = "Japanese Castle (Tenshu) Classifier"
+description = '''A castle classifier trained on a small set of Japanese Castles with fastai. 
+Demo for Gradio and HuggingFace Spaces. Based on blog and demo from Tanisq Abraham. Example images below are from jcastle.info.'''
+
+# link
+article='''
+<p>There are many hundreds of castle sites scattered across Japan, for this demo we have trained on just 9 <a href="https://en.wikipedia.org/wiki/Tenshu">Tenshu.</a>
+Images sourced from my own collection and Bing Image Search.
+<br>Learn more about Japanese Castles and their history at   
+<a href='https://jcastle.info/' target='_blank'>Jcastle - Guide to Japanese Castles</a>.
+<ul>
+<li><a href='https://jcastle.info/view/Hiroshima_Castle' target='_blank'>Hiroshima</a></li>
+<li><a href='https://jcastle.info/view/Marugame_Castle' target='_blank'>Marugame</a></li>
+<li><a href='https://jcastle.info/view/Matsue_Castle' target='_blank'>Matsue</a></li>
+<li><a href='https://jcastle.info/view/Matsumae_Castle' target='_blank'>Matsumae</a></li>
+<li><a href='https://jcastle.info/view/Matsumoto_Castle' target='_blank'>Matsumoto</a></li>
+<li><a href='https://jcastle.info/view/Nagoya_Castle' target='_blank'>Nagoya</a></li>
+<li><a href='https://jcastle.info/view/Okayama_Castle' target='_blank'>Okayama</a></li>
+<li><a href='https://jcastle.info/view/Osaka_Castle' target='_blank'>Osaka</a></li>
+<li><a href='https://jcastle.info/view/Shimabara_Castle' target='_blank'>Shimabara</a></li>
+</ul>
+
+</p>
+<p style='text-align: center'><a href='https://tmabraham.github.io/blog/gradio_hf_spaces_tutorial' target='_blank'>Tanisq Abraham's Blog post</a>
+</p>
+</p>'''
+
+interpretation=None #'default'
+examples = ['osaka.jpg','matsumoto.jpg','nagoya.jpg','okayama.jpg','shimabara.jpg']
+enable_queue=True
+share = False    
+
+gr.Interface(fn=predict,inputs=gr.inputs.Image(shape=(512, 512)),outputs=gr.outputs.Label(num_top_classes=9),title=title,description=description,article=article,examples=examples,interpretation=interpretation,enable_queue=enable_queue).launch(share=share)