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DOC: Miscellaneous UI and editorial updates (#7324)
### What problem does this PR solve? ### Type of change - [x] Documentation Update
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@ -7,14 +7,24 @@ slug: /release_notes
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Key features, improvements and bug fixes in the latest releases.
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:::info
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Each RAGFlow release is available in two editions:
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- **Slim edition**: excludes built-in embedding models and is identified by a **-slim** suffix added to the version name. Example: `infiniflow/ragflow:v0.18.0-slim`
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- **Full edition**: includes built-in embedding models and has no suffix added to the version name. Example: `infiniflow/ragflow:v0.18.0`
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:::
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## v0.18.0
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Released on April 23, 2025.
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### Compatibility changes
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From this release onwards, built-in rerank models have been removed because they have minimal impact on retrieval rates but significantly increase retrieval time.
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### New features
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- MCP server: enables access to RAGFlow's knowledge bases via MCP.
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- DeepDoc supports adopting VLM model as a processing pipeline during document layout recognition, enabling in-depth analysis of images in PDFs.
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- DeepDoc supports adopting VLM model as a processing pipeline during document layout recognition, enabling in-depth analysis of images in PDF and DOCX files.
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- OpenAI-compatible APIs: Agents can be called via OpenAI-compatible APIs.
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- User registration control: administrators can enable or disable user registration through an environment variable.
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- Team collaboration: Agents can be shared with team members.
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@ -54,7 +64,7 @@ From this release onwards, if you still see RAGFlow's responses being cut short
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- Accelerates knowledge graph extraction.
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- Enables Tavily-based web search in the **Retrieval** agent component.
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- Adds Tongyi-Qianwen QwQ models (OpenAI-compatible).
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- Supports CSV files in the **General** chunk method.
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- Supports CSV files in the **General** chunking method.
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### Fixed issues
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@ -317,7 +327,7 @@ Released on October 31, 2024.
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- Adds the team management functionality for all users.
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- Updates the Agent UI to improve usability.
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- Adds support for Markdown chunking in the **General** chunk method.
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- Adds support for Markdown chunking in the **General** chunking method.
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- Introduces an **invoke** tool within the Agent UI.
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- Integrates support for Dify's knowledge base API.
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- Adds support for GLM4-9B and Yi-Lightning models.
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@ -349,7 +359,7 @@ Released on September 30, 2024.
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- Improves the results of multi-round dialogues.
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- Enables users to remove added LLM vendors.
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- Adds support for **OpenTTS** and **SparkTTS** models.
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- Implements an **Excel to HTML** toggle in the **General** chunk method, allowing users to parse a spreadsheet into either HTML tables or key-value pairs by row.
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- Implements an **Excel to HTML** toggle in the **General** chunking method, allowing users to parse a spreadsheet into either HTML tables or key-value pairs by row.
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- Adds agent tools **YahooFinance** and **Jin10**.
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- Adds an investment advisor agent template.
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@ -410,7 +420,7 @@ Released on August 6, 2024.
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### New features
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- Supports GraphRAG as a chunk method.
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- Supports GraphRAG as a chunking method.
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- Introduces Agent component **Keyword** and search tools, including **Baidu**, **DuckDuckGo**, **PubMed**, **Wikipedia**, **Bing**, and **Google**.
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- Supports speech-to-text recognition for audio files.
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- Supports model vendors **Gemini** and **Groq**.
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@ -425,8 +435,8 @@ Released on July 8, 2024.
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- Supports Agentic RAG, enabling graph-based workflow construction for RAG and agents.
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- Supports model vendors **Mistral**, **MiniMax**, **Bedrock**, and **Azure OpenAI**.
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- Supports DOCX files in the MANUAL chunk method.
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- Supports DOCX, MD, and PDF files in the Q&A chunk method.
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- Supports DOCX files in the MANUAL chunking method.
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- Supports DOCX, MD, and PDF files in the Q&A chunking method.
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## v0.7.0
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@ -438,7 +448,7 @@ Released on May 31, 2024.
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- Integrates reranker and embedding models: [BCE](https://github.com/netease-youdao/BCEmbedding), [BGE](https://github.com/FlagOpen/FlagEmbedding), and [Jina](https://jina.ai/embeddings/).
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- Supports LLMs Baichuan and VolcanoArk.
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- Implements [RAPTOR](https://arxiv.org/html/2401.18059v1) for improved text retrieval.
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- Supports HTML files in the GENERAL chunk method.
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- Supports HTML files in the GENERAL chunking method.
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- Provides HTTP and Python APIs for deleting documents by ID.
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- Supports ARM64 platforms.
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@ -467,7 +477,7 @@ Released on May 21, 2024.
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- Supports streaming output.
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- Provides HTTP and Python APIs for retrieving document chunks.
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- Supports monitoring of system components, including Elasticsearch, MySQL, Redis, and MinIO.
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- Supports disabling **Layout Recognition** in the GENERAL chunk method to reduce file chunking time.
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- Supports disabling **Layout Recognition** in the GENERAL chunking method to reduce file chunking time.
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### Related APIs
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