updates !

docs/mkdocs.yml

@@ -434,18 +434,17 @@ nav:
       - Firecrawl: "developer_guides/firecrawl.md"
 
     - RAG:
-      - Overview: "rag-vector-databases/overview.md"
+      - Overview: "rag/overview.md"
-      - ChromaDB Integration: "rag-vector-databases/chromadb.md"
+      - ChromaDB Integration: "rag/chromadb.md"
-      - FAISS Integration: "rag-vector-databases/faiss.md"
+      - FAISS Integration: "rag/faiss.md"
-      - Milvus Cloud Integration: "rag-vector-databases/milvus-cloud.md"
+      - Milvus Cloud Integration: "rag/milvus-cloud.md"
-      - Milvus Local Integration: "rag-vector-databases/milvus-local.md"
+      - Milvus Local Integration: "rag/milvus-local.md"
-      - Pinecone Integration: "rag-vector-databases/pinecone.md"
+      - Pinecone Integration: "rag/pinecone.md"
-      - Qdrant Integration: "rag-vector-databases/qdrant.md"
+      - Qdrant Integration: "rag/qdrant.md"
-      - Qdrant Tutorial (Alternative): "rag-vector-databases/qdrant-alternative.md"
+      - Weaviate Cloud Integration: "rag/weaviate-cloud.md"
-      - Weaviate Cloud Integration: "rag-vector-databases/weaviate-cloud.md"
+      - Weaviate Local Integration: "rag/weaviate-local.md"
-      - Weaviate Local Integration: "rag-vector-databases/weaviate-local.md"
+      - Zyphra RAG Integration: "rag/zyphra-rag.md"
-      - Zyphra RAG Integration: "rag-vector-databases/zyphra-rag.md"
+      - SingleStore Integration: "rag/singlestore.md"
-      - SingleStore Integration: "rag-vector-databases/singlestore.md"
 
     - Apps:
       - Web Scraper Agents: "developer_guides/web_scraper.md"