Llama-index-g

New Features
- Added support for `MarvinEntityExtractor` metadata extractor (7438)
- Added a url_metadata callback to SimpleWebPageReader (7445)
- Expanded callback logging events (7472)

Bug Fixes / Nits
- Only convert newlines to spaces for text 001 embedding models in OpenAI (7484)
- Fix `KnowledgeGraphRagRetriever` for non-nebula indexes (7488)
- Support defined embedding dimension in `PGVectorStore` (7491)
- Greatly improved similarity calculation speed for the base vector store (7494)

New Features
- feat: non-kg heterogeneous graph support in Graph RAG (7459)
- rag guide (7480)

Bug Fixes / Nits
- Improve openai fine-tuned model parsing (7474)
- doing some code de-duplication (7468)
- support both str and templates for query_wrapper_prompt in HF LLMs (7473)

New Features
- Add embedding finetuning (7452)
- Added support for RunGPT LLM (7401)
- Integration guide and notebook with DeepEval (7425)
- Added `VectorIndex` and `VectaraRetriever` as a managed index (7440)
- Added support for `to_tool_list` to detect and use async functions (7282)

New Features

- add openai finetuning class (7442)
- Service Context to/from dict (7395)
- add finetuning guide (7429)

Smaller Features / Nits / Bug Fixes
- Add example how to run FalkorDB docker (7441)
- Update root.md to use get_response_synthesizer expected type. (7437)
- Bugfix MonsterAPI Pydantic version v2/v1 support. Doc Update (7432)

New Features
- AutoMergingRetriever (7420)

New Features
- Added support for `MonsterLLM` using MonsterAPI (7343)
- Support comments fields in NebulaGraphStore and int type VID (7402)
- Added configurable endpoint for DynamoDB (6777)
- Add structured answer filtering for Refine response synthesizer (7317)

Bug Fixes / Nits
- Use `utf-8` for json file reader (7390)
- Fix entity extractor initialization (7407)