Update app.py

app.py

@@ -30,8 +30,8 @@ def reply(input):
     
     input = input
     input_vector = generate_embeddings(input, model_id,hf_token)
-    df["similiarities"]=df["embedding"].apply(lambda x: cosine_similarity([x],[input_vector])[0][0])
-    data = df.sort_values("similiarities", ascending=False).head(10)
+    df["similarities"]=df["embedding"].apply(lambda x: cosine_similarity([x],[input_vector])[0][0])
+    data = df.sort_values("similarities", ascending=False).head(10)
     data.to_csv("sorted.csv")
     context = []
     for i, row in data.iterrows():
@@ -40,7 +40,7 @@ def reply(input):
     text = "\n".join(context)
     context = text
     prompt = f"""
-                Answer the following question If you don't know the answer for certain, say I don't know.
+                Answer the following question using the context given below.If you don't know the answer for certain, say I don't know.
                 Context: {context}
 
                 Q: {input}