v0.5.6

✨ Enhancements

• Support resource for dbgpts (#1527)
• ChatKnowledge Support Excel Document (#1524)
• Add GraphRAG framework and integrate TuGraph (#1506)
• Support deploy rerank model (#1522)
• Refactor resource of agents (#1518)
• Support Yi-1.5 models (#1516)
• Chroma store refactor (#1508)
• ES VectorStore (#1500)
• Support DeepSeek proxy LLM (#1491)
• Agent modular refactoring (#1487)
• Support ollama as an optional llm & embedding proxy (#1475)
• Support Qwen110B (#1474)

🐞 Bug fixes

• Fix Multi vector client error (#1532)
• Fix web build error (#1530)
• Fix build allinone images error (#1529)
• Fix the issue where the knowledge base cannot be edited when using ve… (#1519)
• Upgrade spacy model (#1511)
• Fix CrossEncoderRanker bug of EmbeddingRetriever (#1504)
• Fix rerank bug of EmbeddingRetriever (#1499)
• Fix app pydantic error (#1478)
• Fix Milvus will autoflush, manual flush is slowly (#1470)

🛠️ Other improvements

• Add ollama document (#1512)

Thank you to all our contributors for making this release possible!
@Aries-ckt, @FOkvj, @GITHUBear, @IamWWT, @JamesBonddu, @fangyinc, @fanzhidongyzby, @ivanzhu109, @jsRuner, @yyhhyyyyyy and @zhenchaozhu