Update app.py

app.py

@@ -43,23 +43,9 @@ def data_ingestion():
     splits = text_splitter.split_documents(documents)
 
     # create embeddings here
-    #embeddings = SentenceTransformerEmbeddings(model_name="all-MiniLM-L6-v2")
-    openai.api_key = os.getenv("OPENAI_API_KEY")
-                model = "text-embedding-ada-002"
-
-                embeddings = []
-                for split in splits:
-                    completion = openai.Completion.create(
-                        model=model,
-                        prompt=split,
-                        temperature=0.7,
-                        max_tokens=100,
-                    )
-
-                    embedding = completion.choices[0].embedding
-                    embeddings.append(embedding)
-                    vectordb = FAISS.from_documents(splits, embeddings)
-                    vectordb.save_local("faiss_index")
+    embeddings = SentenceTransformerEmbeddings(model_name="all-MiniLM-L6-v2")
+    vectordb = FAISS.from_documents(splits, embeddings)
+    vectordb.save_local("faiss_index")
 
 
 @st.cache_resource