v1.0.9

What's Changed

• Streamlined API Installation and Documentation Enhancement by @ParisNeo in #514
• Fixed keywords_extraction_examples format error by @zhangch-ss in #515
• Fixed the async issue while running on Windows by @ShanGor in #516
• Feature (lightrag): Added document status tracking and breakpoint resume support by @magicyuan876 in #521
• Feature (lightrag): Implemented mixed search mode combining knowledge graph and other techniques by @magicyuan876 in #523
• Optimized the prompts in the mixed search mode by @magicyuan876 in #524
• Feature: Enhanced temporal support for knowledge graph relationships by @magicyuan876 in #525
• Fixed breakpoint resume bug, ensuring that only documents with completed statuses are filtered out by @magicyuan876 in #529
• Fixed: Changed exception type by @ChenZiHong-Gavin in #527
• Development updates by @LarFii in #532
• Updated LICENSE, fixed copyright license year by @JasonnnW3000 in #533

New Contributors

• @zhangch-ss made their first contribution in #515
• @ShanGor made their first contribution in #516
• @JasonnnW3000 made their first contribution in #533

Full Changelog: v1.0.8...v1.0.9

v1.0.8

What's Changed

• Add LoLLMs Integration to LightRAG by @ParisNeo in #502
• GremlinStorage: support more Gremlin compatible DBs by @alllexx88 in #505
• Added Azure OpenAI api sample with streaming by @congiuluc in #504
• API Installation Options and Documentation Improvements by @ParisNeo in #507
• Fix the issue where the cache is not properly enabled. by @theClassLight in #513

New Contributors

• @congiuluc made their first contribution in #504

Full Changelog: v1.0.7...v1.0.8

v1.0.7

What's Changed

• Add Apache AGE graph storage by @alllexx88 in #465
• refactor(lightrag): Optimize the initialization logic of by @theClassLight in #477
• fix(llm): Fix the initialization issue of by @theClassLight in #479
• support TiDBGraphStorage by @Weaxs in #483
• Added ollama and openai Fastapi api services by @ParisNeo in #482
• Add Gremlin graph storage by @alllexx88 in #494

New Contributors

• @alllexx88 made their first contribution in #465
• @theClassLight made their first contribution in #477
• @ParisNeo made their first contribution in #482

Full Changelog: v1.0.6...v1.0.7

v1.0.6

What's Changed

• chore: update llm.py by @eltociear in #436
• fix(lightrag): Fix the logic for handling chunks with entities but no relationships by @magicyuan876 in #443
• Fix/lazy import by @davidleon in #444
• fix: rare embedding issue. by @davidleon in #440
• Feature/add concurrent embedding limit by @davidleon in #441
• Fix/extra keyword extraction by @davidleon in #442
• feat: Add ChromaDB integration for vector storage by @spo0nman in #447
• support TiDB: add TiDBKVStorage, TiDBVectorDBStorage by @Weaxs in #452
• fix: fix variable name(entitiy->entity) by @ChenZiHong-Gavin in #458
• fix: update operate.py by @tjyiiuan in #461
• Maybe very important!!! Fix embedding error by @billvsme in #464
• Supporting Zhipu AI API by @JasonGuoo in #462

New Contributors

• @eltociear made their first contribution in #436
• @spo0nman made their first contribution in #447
• @Weaxs made their first contribution in #452
• @tjyiiuan made their first contribution in #461
• @billvsme made their first contribution in #464
• @JasonGuoo made their first contribution in #462

Full Changelog: v1.0.5...v1.0.6

v1.0.5

What's Changed

• Added the ability to use embedding cache during queries by @magicyuan876 in #406
• Fixed a bug where args_hash was not calculated during embedding caching due to only being computed in regular caching scenarios by @magicyuan876 in #408
• Update oracle_impl.py by @zsuroy in #409
• Add support for Ollama streaming output and integrate Open-WebUI as the chat UI demo by @partoneplay in #407
• Refactored caching logic by @magicyuan876 in #412
• Optimized embedding similarity caching mechanism, added LLM similarity check functionality, and improved caching mechanism by @magicyuan876 in #421
• Added Jina embedding support by @davidleon in #423
• Interactive Graph: Mouse hover on nodes and edges displays description in a pop-up window by @kaushikacharya in #424
• Fixed a bug #306 by @magicyuan876 in #428
• Fix: Ensure entity_or_relation_name is a string in _handle_entity_relation_summary by @SaujanyaV in #415
• Add an Ollama API service demo by @zhenya-zhu in #430
• Add support for OpenAI-compatible streaming output and delete unreachable code by @partoneplay in #417
• Fix: SyntaxError by @guyuecode in #425
• Fix extra kwargs error: keyword_extraction by @davidleon in #429
• Fix (LightRAG): Use is_closed() instead of _closed by @ChenZiHong-Gavin in #432
• Fix Unicode escape for cases like "/utils" in the response by @davidleon in #435
• Optimized keyword extraction prompt by @magicyuan876 in #434

New Contributors

• @zsuroy made their first contribution in #409
• @kaushikacharya made their first contribution in #424
• @SaujanyaV made their first contribution in #415
• @zhenya-zhu made their first contribution in #430
• @guyuecode made their first contribution in #425
• @ChenZiHong-Gavin made their first contribution in #432

Full Changelog: v1.0.4...v1.0.5

v1.0.4

What's Changed

• Add MongoDB as KV storage by @partoneplay in #399
• Fix JSON parsing error

Full Changelog: v1.0.3...v1.0.4

v1.0.3

Fix: unexpected keyword argument error.