Update app.py

app.py

@@ -172,7 +172,7 @@ if search_buttion or prev_query != str(query_input):
     query_embedding = model.encode([query]).numpy()
 
     distances = scipy.spatial.distance.cdist(
-        query_embedding, sentence_vectors, metric="euclidean"
+        query_embedding, sentence_vectors, metric="cosine"
     )[0]
 
     results = zip(range(len(distances)), distances)
@@ -183,6 +183,6 @@ if search_buttion or prev_query != str(query_input):
         page_url = df.iloc[idx]["page"]
         for img_url in df.iloc[idx]["images"]:
             md_content += f'<a href="{page_url}" target="_blank" rel="noopener noreferrer"><img src="{img_url}" width="100"></a>'
-        md_content += f'\n[%.4f {df.iloc[idx]["title"]}]({page_url})' % (distance / 2)
-        md_content += f'\n{df.iloc[idx]["normalized_description"]}'
+        md_content += f'\n[%.4f {df.iloc[idx]["description"]}]({page_url})' % (distance / 2)
+        #md_content += f'\n{df.iloc[idx]["normalized_description"]}'
         st.markdown(md_content, unsafe_allow_html=True)