v0.5.0

What's Changed

• style: reduce httpx log level by @lsorber in #59
• feat: let LLM choose whether to retrieve context by @lsorber in #62
• fix: support pgvector v0.7.0+ by @undo76 in #63
• docs: add GitHub star history to README by @MattiaMolon in #65
• feat: add MCP server by @lsorber in #67

New Contributors

• @MattiaMolon made their first contribution in #65

Full Changelog: v0.4.1...v0.5.0

v0.4.1

What's Changed

• fix: support embedding with LiteLLM for Ragas by @undo76 in #56
• fix: add and enable OpenAI strict mode by @undo76 in #55

Full Changelog: v0.4.0...v0.4.1

v0.4.0

What's Changed

• feat: improve late chunking and optimize pgvector settings by @lsorber in #51
  • Add a workaround for #24 to increase the embedder's context size from 512 to a user-definable size.
  • Increase the default embedder context size to 1024 tokens (more degrades bge-m3's performance).
  • Upgrade llama-cpp-python to the latest version.
  • More robust testing of rerankers with Kendall's rank correlation coefficient.
  • Optimise pgvector's settings.
  • Offer better control of oversampling in hybrid and vector search.
  • Upgrade to the PostgreSQL 17.

Full Changelog: v0.3.0...v0.4.0

v0.3.0

What's Changed

• feat: support prompt caching and apply Anthropic's long-context prompt format by @undo76 in #52

Full Changelog: v0.2.1...v0.3.0

v0.2.1

What's Changed

• fix: add fallbacks for model info by @undo76 in #44
• fix: improve unpacking of keyword search results by @lsorber in #46
• fix: upgrade rerankers and remove flashrank patch by @lsorber in #47
• fix: improve structured output extraction and query adapter updates by @emilradix in #34

New Contributors

• @undo76 made their first contribution in #44
• @emilradix made their first contribution in #34

Full Changelog: v0.2.0...v0.2.1

v0.2.0

What's Changed

• feat: add Chainlit frontend by @lsorber in #33

Full Changelog: v0.1.4...v0.2.0

v0.1.4

What's Changed

• fix: fix optimal chunking edge cases by @lsorber in #32

Full Changelog: v0.1.3...v0.1.4

v0.1.3

What's Changed

• fix: improve chunk and segment ordering by @lsorber in #29
• fix: upgrade pdftext by @lsorber in #30
• ci: expand test matrix with Python 3.11 by @lsorber in #31

Full Changelog: v0.1.2...v0.1.3

v0.1.2

What's Changed

• fix: avoid pdftext v0.3.11 by @lsorber in #27

Full Changelog: v0.1.1...v0.1.2

v0.1.1

What's Changed

• docs: improve installation instructions by @lsorber in #21
• fix: patch rerankers flashrank issue by @lsorber in #22

Full Changelog: v0.1.0...v0.1.1