changed embeddings

app.py

@@ -14,8 +14,8 @@ def init_pinecone():
 @st.cache_resource
 def init_models():
     #retriever = SentenceTransformer("multi-qa-MiniLM-L6-cos-v1")
-    retriever = SentenceTransformer('Xenova/text-embedding-ada-002')
-    model_name = 'Xenova/text-embedding-ada-002'
+    retriever = SentenceTransformer("all-MiniLM-L6-v2")
+    model_name = "all-MiniLM-L6-v2"
     reader = pipeline(tokenizer=model_name, model=model_name, task='question-answering')
     return retriever, reader
 
@@ -58,7 +58,7 @@ def run_query(query):
         # force reload
         pinecone.init(api_key=PINECONE_KEY, environment=PINE_CONE_ENVIRONMENT)
         st.session_state.index = pinecone.Index("dompany-description")
-        xc = st.session_state.index.query(xq, top_k=3, include_metadata=True)
+        xc = st.session_state.index.query(xq, top_k=10, include_metadata=True)
 
     results = []
     for match in xc['matches']: