Update app.py

app.py

@@ -82,12 +82,20 @@ if sidebar_selectbox == "Bulk upload and mark":
               similarity_scores = []
               
               for index, sentence in enumerate(range(total_rows)):
-                     
               
-              # similarity_scores.append()
+              sentence_comparison = df.get_value(index,1)
+              sentences.append(sentence_reference)
+              sentences.append(sentence_comparison)
+              
+              sentence_embeddings = model.encode(sentences)
+              
+              cos_sim = cosine_similarity(sentence_embeddings[0].reshape(1, -1), sentence_embeddings[1].reshape(1, -1))[0][0]
+              cos_sim = round(cos_sim * 100)
+              
+              similarity_scores.append(cos_sim)                    
               
               # Append new column to dataframe
               
-              # df['Similarity'] = similarity_scores
+              df['Similarity'] = similarity_scores
               
               st.dataframe(df)