Kevin Hu comments

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                                            Kevin Hu

[Question]: Upgrade Procedures and Multi-Volume Management in RAGFlow

Documentation is a good suggestion. No influence to local volumes by upgrading system. If it will, we will claim that in release note. BTW: Never **`docker compose down -v`** which...

[Question]: deepseek-reasoner ERRORs

It's probably caused by abnormal response from LLMs.

[Question]: [ERROR]Embedding error:failed to generate embedding

Which embedding models did you use?

[Question]: [ERROR]Embedding error:failed to generate embedding

Is [this](https://github.com/infiniflow/ragflow/issues/531#issuecomment-2611476179) helpful?

[Question]: How does the Execute SQL tool execute SQL generated by LLM and knowledge base, and how does its underlying logic work?

This largly depends on the data quality of DDL, DB description and Q-SQL. LLM generates SQL by the content retrieved from these 3 knowledge base as samples and clues. Upgrade...

[Question]: Version Latest and v16.0 is the same version

The tag `latest` has been deprecated.

[Question]: Version Latest and v16.0 is the same version

Pull the `nightly` version of docker image.

[Question]: Raise error when using qwen2.5-vl

1. If it's deployed without SAAS invokation, you need to deploy a multimodual LLM locally. RAGFlow can invoke them by OpenAI compatible API/Ollama/Xinference. 2. Check out the template 'Research report...

[Bug]: into an infinite loop while doing document parsing.

Did you apply `Laws/Book` as the chunking method? They generate overlaped chunks. Try `General`.

[Question]: Task abandoned after 3 attempts

Could you paste the backend error message here? `docker logs -f ragflow-server`