Llama-index-g

New Features

- add object index (6548)
- add SQL Schema Node Mapping + SQLTableRetrieverQueryEngine + obj index fixes (6569)
- sql refactor (NLSQLTableQueryEngine) (6529)

Bug Fixes / Nits

- Update vector_stores.md (6562)
- Minor `BaseResponseBuilder` interface cleanup (6557)
- Refactor TreeSummarize (6550)

Bug Fixes / Nits

- properly convert weaviate distance to score (6545)
- refactor tree summarize and fix bug to not truncate context (6550)
- fix custom KG retrieval notebook nits (6551)

New Features

- multi-selector support in router query engine (6518)
- pydantic selector support in router query engine using OpenAI function calling API (6518)
- streaming response support in `CondenseQuestionChatEngine` and `SimpleChatEngine` (6524)
- metadata filtering support in `QdrantVectorStore` (6476)
- add `PGVectorStore` to support postgres with pgvector (6190)

Bug Fixes / Nits

- better error handling in the mbox reader (6248)
- Fix blank similarity score when using weaviate (6512)
- fix for sorted nodes in `PrevNextNodePostprocessor` (6048)

Breaking/Deprecated API Changes

- Refactor PandasQueryEngine to take in df directly, deprecate PandasIndex (6527)

New Features

- query planning tool with OpenAI Function API (6520)
- docs: example of kg+vector index (6497)
- Set context window sizes for Cohere and AI21(J2 model) (6485)

Bug Fixes / Nits

- add default input size for Cohere and AI21 (6485)
- docs: replace comma with colon in dict object (6439)
- extra space in prompt and error message update (6443)
- [Issue 6417] Fix prompt_templates docs page (6499)
- Rip out monkey patch and update model to context window mapping (6490)

New Features

- New OpenAI Agent + Query Engine Cookbook (6496)
- allow recursive data extraction (pydantic program) (6503)

Bug Fixes / Nits

- update mongo interface (6501)
- fixes that we forgot to include for openai pydantic program (6503) (6504)
- Fix github pics in Airbyte notebook (6493)

New Features

- Add node doc_id filtering to weaviate (6467)
- New `TokenCountingCallback` to customize and track embedding, prompt, and completion token usage (6440)
- OpenAI Retrieval Function Agent (6491)

Breaking/Deprecated API Changes

- Deprecated current token tracking (llm predictor and embed model will no longer track tokens in the future, please use the `TokenCountingCallback` (6440)
- Add maximal marginal relevance to the Simple Vector Store, which can be enabled as a query mode (6446)

Bug Fixes / Nits

- `as_chat_engine` properly inherits the current service context (6470)
- Use namespace when deleting from pinecone (6475)
- Fix paths when using fsspec on windows (3778)
- Fix for using custom file readers in `SimpleDirectoryReader` (6477)
- Edit MMR Notebook (6486)
- FLARE fixes (6484)