Merge branch 'georgia-tech-db:feature/remote_indexes' into feature/re…

…mote_indexes

README.md

@@ -1,5 +1,7 @@
 # pgvector-remote
 
+[introduction](https://medium.com/@sweta.vooda/pgvector-remote-a-pgvector-fork-with-the-performance-of-pinecone-5d8a7f6a50bd)
+
 pgvector-remote is a fork of pgvector which combines the simplicity of [pgvector](https://github.com/pgvector/pgvector)
 with the power of remote vector databases, by introducing a new remote vector index type. Currently, pgvector-remote only supports [pinecone]("https://www.pinecone.io/")
 , but we plan to support other vendors in the future.
@@ -12,6 +14,10 @@ with the power of remote vector databases, by introducing a new remote vector in
 - [Docker](#docker)
 - [Credits](#credits)
 
+
+![image](https://github.com/georgia-tech-db/pgvector-remote/assets/66109536/707eb52e-50f5-4675-8e66-d0a97066afd0)
+*Benchmarks for a 10M filtered search workload. https://big-ann-benchmarks.com/neurips23.html#tracks. Results for pgvector are shown for a tuned hnsw index on a t2.2xlarge (32GB RAM). Results for pinecone are for a p2.x8 pod.*
+
 ## Short Version
 
 ```sql