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Releases: infiniflow/ragflow

nightly

25 Feb 04:43
3571270
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nightly Pre-release
Pre-release

Release nightly created from 3571270 at 2025-03-12 21:10:56+08:00

v0.17.1

11 Mar 07:04
d447392
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Improvements

  • Improves English tokenization quality.
  • Improves the table extraction logic in Markdown document parsing.
  • Updates SiliconFlow's model list.
  • Supports parsing XLS files (Excel97~2003) with improved corresponding error handling.
  • Supports Huggingface rerank models.
  • Enables relative time expressions ("now", "yesterday", "last week", "next year", and more) in the Rewrite agent component.

Fixed issues

  • A repetitive knowledge graph extraction issue.
  • Issues with API calling.
  • Options in the Document parser dropdown are missing.
  • A Tavily web search issue.
  • Unable to preview diagrams or images in an AI chat.

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v0.17.0

02 Mar 10:48
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Summary

  • AI chat: Implements Deep Research for agentic reasoning. To activate this, enable the Reasoning toggle under the Prompt Engine tab of your chat assistant dialogue.
  • AI chat: Leverages Tavily-based web search to enhance contexts in agentic reasoning. To activate this, enter the correct Tavily API key under the Assistant Setting tab of your chat assistant dialogue.
  • AI chat: Supports initiating a chat without specifying knowledge bases.
  • AI chat: HTML files can also be previewed and referenced, in addition to PDF files.
  • Dataset: Adds a Document parser dropdown menu to dataset configurations. This includes a DeepDoc model option, which is time-consuming, a much faster naive option (plain text), which skips DLR (Document Layout Recognition), OCR (Optimal Character Recognition), and TSR (Table Structure Recognition) tasks, and several currently experimental large model options.
  • Agent component: (x) or a forward slash / can be used to insert available keys (variables) in the system prompt field of the Generate or Template component.
  • Object storage: Supports using Aliyun OSS (Object Storage Service) as a file storage option.
  • Models: Updates the supported model list for Tongyi-Qianwen, adding DeepSeek-specific models; adds ModelScope as a model provider.
  • APIs: Document metadata can be updated through an API.

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v0.16.0

06 Feb 11:45
448fa1c
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Summary

  • Updated model list to support DeepSeek R1 and DeepSeek V3, available on both DeepSeek and SiliconFlow
  • GraphRAG enhancements and refactoring: Support KG maintenance over the whole knowledge base dynamically; Support Light and General working mode---entity deduplication and community detection become optional.
  • Support for Tagging to improve search quality. You can maintain the tags, and tag the chunks of other knowledge bases, to improve the search relevance.
  • Support Iterator operator in Agent.
  • Support Research Report Generator in Agent.
  • Support for customizing the metadata of chunks, enhancing chunk prompts.
  • Support for GPU acceleration on DeepDoc.
  • Added support for Portuguese.
  • Bump Infinity to 0.6.0.dev3.

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v0.15.1

25 Dec 06:07
1160b58
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What's Changed

New Contributors

Full Changelog: v0.15.0...v0.15.1

v0.15.0

18 Dec 08:34
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Released on December 18, 2024. Cheers!

New features

  • Introduces additional Agent-specific APIs.
  • Supports using page rank score to improve retrieval performance when searching across multiple knowledge bases.
  • Offers an iframe in Chat and Agent to facilitate the integration of RAGFlow into your webpage.
  • Adds a Helm chart for deploying RAGFlow on Kubernetes.
  • Supports importing or exporting an agent in JSON format.
  • Supports step run for Agent components/tools.
  • Adds a new UI language: Japanese.
  • Supports resuming GraphRAG and RAPTOR from a failure, enhancing task management resilience.
  • Adds more Mistral models.
  • Adds a dark mode to the UI, allowing users to toggle between light and dark themes.

Improvements

  • Upgrades the Document Layout Analysis model in Deepdoc.
  • Significantly enhances the retrieval performance when using Infinity as document engine.

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v0.14.1

28 Nov 13:02
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Summary

Mainly addressing several serious bugs in 0.14.0 and issues with Infinity configuration, the updates are listed below:

  • Infinity configuration can be changed in docker/infinity_conf.toml. After modifying the file, restart docker compose to take effect.
  • Solve the problem that the Chunk interface cannot be displayed or modified.
  • Solve the problem of garbled Chinese text parsing.
  • Solve the Elasticsearch 'Not found error' problem.
  • Solve the problem of Polars library compatibility.
  • Solve the problem that Infinity can't adapt GraphRAG.

What's Changed

Full Changelog: v0.14.0...v0.14.1

RAGFlow-0.14.0

25 Nov 11:04
49494d4
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Summary

  • Supports Infinity as the alternative doc engine to elasticsearch
  • Add Agent support for variables and optimize interaction such as auto-saving
  • Added Andrew Ng's 3-step translation Agent template and SEO optimized blog generation Agent template.
  • Added API for Agent
  • English synonyms are supported during retrieval
  • Optimized the calculation of term weight, such that the recall time is reduced by half
  • More resilient task executor for document parsing and chunking
  • Strengthened the monitoring of task Executor
  • Replacing Redis with Valkey
  • New supported languages: Indonesian, Spanish, Vietnamese

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RAGFlow-0.13.0

31 Oct 10:38
1d0a560
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Summary

  • Added team support
  • Upgrade UI for Agent
  • Added HTTP API for knowledge base, document parsing, dialogs, etc. Python SDK is also provided, which can be installed via pip install ragflow-sdk==0.13.0.
  • Added smart chunking for Markdown
  • Added context retrieval through entity extraction from LLM
  • Added Invoke operator for Agent
  • Added support for DIFY external knowledge base API
  • Added integration for ChatGPT-on-WeChat
  • Added support for GLM4-9B, Yi-Lightning

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RAGFlow-0.12.0

30 Sep 05:19
92a4a09
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Summary

  • Adds new Docker image of slim version will doesn't including embedding and reranker models.
  • Improves the effect of long context conversion.
  • Supports OpenTTS and SparkTSS
  • Adds new Excel parsing method, user can choose the output data format between HTML and row text.
  • User can remove the added model provider.

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