Graphrag

- minor: Add support for JSON input files.
- minor: Updated the prompt tunning client to support csv-metadata injection and updated output file types to match the new naming convention.
- patch: Add check for custom model types while config loading
- patch: Adds general-purpose pipeline run state object.

- major: Add children to communities to avoid re-compute.
- major: Reorganize and rename workflows and their outputs.
- major: Rework API to accept callbacks.
- minor: Add LMM Manager and Factory, to support provider registration
- minor: Add NLP graph extraction.
- minor: Add pipeline_start and pipeline_end callbacks.
- minor: Move embeddings snapshots to the workflow runner.
- minor: Remove config inheritance, hydration, and automatic env var overlays.
- minor: Rework the update output storage structure.
- patch: Add caching to NLP extractor.
- patch: Add vector store id reference to embeddings config.
- patch: Export NLP community reports prompt.
- patch: Fix DRIFT search on Azure AI Search.
- patch: Fix StopAsyncIteration catch.
- patch: Fix missing embeddings workflow in FastGraphRAG.
- patch: Fix proper use of n_depth for drift search
- patch: Fix report generation recursion.
- patch: Fix summarization over large datasets for inc indexing. Fix relationship summarization
- patch: Optimize data iteration by removing some iterrows from code
- patch: Patch json mode for community reports
- patch: Properly increment text unit IDs during updates.
- patch: Refactor config defaults from constants to type-safe, hierarchical dataclass.
- patch: Require explicit azure auth settings when using AOI.
- patch: Separates graph pruning for differential usage.
- patch: Tuck flow functions under their workflow modules.
- patch: Update fnllm. Remove unused libs.
- patch: Use ModelProvider for query module
- patch: Use shared schema for final outputs.
- patch: add dynamic retry logic.
- patch: add option to prepend metadata into chunks
- patch: cleanup query code duplication.
- patch: implemented multi-index querying for api layer
- patch: multi index query cli support
- patch: remove unused columns and change property document_attribute_columns to metadata
- patch: update multi-index query to support new workflows

- patch: Basic Rag minor fix

- patch: Fix a bug on creating community hierarchy for dynamic search
- patch: Increase LOCAL_SEARCH_COMMUNITY_PROP to 15%

- minor: Make gleanings independent of encoding
- minor: Remove DataShaper (first steps).
- minor: Remove old pipeline runner.
- minor: new search implemented as a new option for the api
- patch: Fix gleanings loop check
- patch: Implement cosmosdb storage option for cache and output
- patch: Move extractor code to co-locate with operations.
- patch: Remove config input models.
- patch: Ruff update
- patch: Simplify and streamline internal config.
- patch: Simplify callbacks model.
- patch: Streamline flows.
- patch: fix instantiation of storage classes.

- patch: Fix encoding model config parsing
- patch: Fix exception on error callbacks
- patch: Manage llm instances inside a cached singleton. Check for empty dfs after entity/relationship extraction
- patch: Respect encoding_model option