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v1.4.4 source code.tar.gz (7.1 MB)
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| Name | Modified | Size | Downloads / Week |
|---|---|---|---|
| Parent folder | |||
| README.md | 2025-07-15 | 6.3 kB | |
| v1.4.0 source code.tar.gz | 2025-07-15 | 7.1 MB | |
| v1.4.0 source code.zip | 2025-07-15 | 7.3 MB | |
| Totals: 3 Items | 14.5 MB | 0 | |
Added
- Add chunk reranking support to improve query performance by @LarFii in https://github.com/HKUDS/LightRAG/pull/1753 https://github.com/HKUDS/LightRAG/pull/1782
- Implement document deletion functionality in the WebUI by @danielaskdd in https://github.com/HKUDS/LightRAG/pull/1698 https://github.com/HKUDS/LightRAG/pull/1697 https://github.com/HKUDS/LightRAG/pull/1732
- Implement data isolation for all storage types via WORKSPACE environment variable by @danielaskdd in https://github.com/HKUDS/LightRAG/pull/1743
- Enable parallel processing in the merge stage of document processing to leverage LLM concurrent capabilities by @maharjun in https://github.com/HKUDS/LightRAG/pull/1549 https://github.com/HKUDS/LightRAG/pull/1772 https://github.com/HKUDS/LightRAG/pull/1771 https://github.com/HKUDS/LightRAG/pull/1770
- Update ollama compatible api by @SLKun in https://github.com/HKUDS/LightRAG/pull/1724
- Flatten LLM cache structure for improved recall efficiency by @danielaskdd in https://github.com/HKUDS/LightRAG/pull/1729
- Webui sync MAX_GRAPH_NODES setting from backend by @danielaskdd in https://github.com/HKUDS/LightRAG/pull/1747
- Reduce default embedding batch size from 32 to 10 by @danielaskdd in https://github.com/HKUDS/LightRAG/pull/1750
- Support COT/reasoning model by removing <think> tag for entities and keywords extraction by @SLKun in https://github.com/HKUDS/LightRAG/pull/1752
- Remove deprecated MAX_TOKEN_SUMMARY parameter to prevent LLM output truncation by @danielaskdd in https://github.com/HKUDS/LightRAG/pull/1783
- Refine summary logic and add dedicated Ollama num_ctx config by @danielaskdd in https://github.com/HKUDS/LightRAG/pull/1778
- Add Memgraph as a Supported Graph Database Backend by @DavIvek in https://github.com/HKUDS/LightRAG/pull/1703 https://github.com/HKUDS/LightRAG/pull/1766
Fixed
- Remove graspologic pip installation that no longer seems to be used by @pablo-statsig in https://github.com/HKUDS/LightRAG/pull/1662
- Clean up azure env vars by @a-bruhn in https://github.com/HKUDS/LightRAG/pull/1654
- Add missing methods for MongoGraphStorage by @kenspirit in https://github.com/HKUDS/LightRAG/pull/1683
- Fix: Resolving issue with PostgreSQL document chunk KV storage depending on vector storage by @danielaskdd in https://github.com/HKUDS/LightRAG/pull/1714
- Fix nodes & edges are missing when retrieving knowledge subgraph by @kenspirit in https://github.com/HKUDS/LightRAG/pull/1704
- Fix GRAPH_FIELD_SEP import typo by @MoDDyChat in https://github.com/HKUDS/LightRAG/pull/1715
- Fix LLM cache handling for MongoKVStorage to address document deletion scenarios by @danielaskdd in https://github.com/HKUDS/LightRAG/pull/1718
- Fix LLM cache handling for PGKVStorage to address document deletion scenarios by @danielaskdd in https://github.com/HKUDS/LightRAG/pull/1717
- Fix LLM cache handling for Redis(Reverted) by @danielaskdd in https://github.com/HKUDS/LightRAG/pull/1719
- Refac: Add KG rebuild logging with pipeline status by @danielaskdd in https://github.com/HKUDS/LightRAG/pull/1720
- Feat: Check pending equest_pending after document deletion by @danielaskdd in https://github.com/HKUDS/LightRAG/pull/1735
- Refactoring implementation of Milvus vector storage by @danielaskdd in https://github.com/HKUDS/LightRAG/pull/1736
- fix: prevent empty entity names after normalization in extraction by @danielaskdd in https://github.com/HKUDS/LightRAG/pull/1737
- Fix: Resolve the issue of blank content in PDF extractions @okxuewei in https://github.com/HKUDS/LightRAG/pull/1738
- Fix incorrect file path (404 Not Found) by @frankxjkuang in https://github.com/HKUDS/LightRAG/pull/1749
- Fix: Ensured token tracking information is present for stream responses from OpenAI by @danielaskdd in https://github.com/HKUDS/LightRAG/pull/1757
- Fix [#1746]: [openai.py logic for streaming complete] by @molion097 in https://github.com/HKUDS/LightRAG/pull/1751
- Fix: Handle NoneType error when processing documents without a file path by @antonvice in https://github.com/HKUDS/LightRAG/pull/1759
- fix(build): pyproject.toml setup by @schmidt-marvin in https://github.com/HKUDS/LightRAG/pull/1768
- Feat: Added reranker config and lock status to status card of WebUI by @danielaskdd in https://github.com/HKUDS/LightRAG/pull/1773
- Hotfix: prevent premature lock cleanup in multiprocess mode by @danielaskdd in https://github.com/HKUDS/LightRAG/pull/1774
- Hotfix: Resolves connection pool bugs for Redis by @danielaskdd in https://github.com/HKUDS/LightRAG/pull/1775
- Increase max length limits for Milvus storage fields by @danielaskdd in https://github.com/HKUDS/LightRAG/pull/1776
- Increase field lengths for entity and file paths for PostgreSQL by @danielaskdd in https://github.com/HKUDS/LightRAG/pull/1777
- Fix: Resolve timezone handling problem in PostgreSQL storage by @danielaskdd in https://github.com/HKUDS/LightRAG/pull/1779
- Add Cloudflare Workers AI support for serverless LLM/embedding by @al1kss in https://github.com/HKUDS/LightRAG/pull/1765
New Contributors
- @kenspirit made their first contribution in https://github.com/HKUDS/LightRAG/pull/1683
- @pablo-statsig made their first contribution in https://github.com/HKUDS/LightRAG/pull/1662
- @a-bruhn made their first contribution in https://github.com/HKUDS/LightRAG/pull/1654
- @MoDDyChat made their first contribution in https://github.com/HKUDS/LightRAG/pull/1715
- @SLKun made their first contribution in https://github.com/HKUDS/LightRAG/pull/1724
- @okxuewei made their first contribution in https://github.com/HKUDS/LightRAG/pull/1738
- @frankxjkuang made their first contribution in https://github.com/HKUDS/LightRAG/pull/1749
- @molion097 made their first contribution in https://github.com/HKUDS/LightRAG/pull/1751
- @DavIvek made their first contribution in https://github.com/HKUDS/LightRAG/pull/1703
- @antonvice made their first contribution in https://github.com/HKUDS/LightRAG/pull/1759
- @schmidt-marvin made their first contribution in https://github.com/HKUDS/LightRAG/pull/1768
- @al1kss made their first contribution in https://github.com/HKUDS/LightRAG/pull/1765
Full Changelog: https://github.com/HKUDS/LightRAG/compare/v1.3.9...v1.4.0