产品模式下导入4M大小的pdf文件，大概20页，耗时20分钟，查询一个问题，回答耗时 分钟，如何提速呢

[lxy0706]

产品模式下导入4M大小的pdf文件，大概20页，耗时20分钟，查询一个问题，回答耗时 分钟，如何提速呢？有看到 在开发模式下可以改配置文件的线程数，但是没有找到文件呢

[imlida]

确实回复速度太慢了，怎么应用

[xiaozhou123-oos]

有方法了吗

[caszkgui]

产品模式下导入4M大小的pdf文件，大概20页，耗时20分钟，查询一个问题，回答耗时 分钟，如何提速呢？有看到 在开发模式下可以改配置文件的线程数，但是没有找到文件呢

KAG V0.8 has improved the KAG-Builder and KAG-Reasoner efficiency.

First, we have upgraded the capabilities of the KAG knowledge base. We have expanded support for two modes: private domain knowledge bases (including structured and unstructured data) and public domain knowledge bases. This includes the ability to integrate public web data sources such as LBS and WebSearch via the MCP protocol. Additionally, we have improved the management of private domain knowledge base indexing, incorporating multiple foundational index types such as Outline, Summary, KnowledgeUnit, AtomicQuery, Chunk, and Table. This supports developers in customizing indexes and synchronizing them with product interfaces. Users can select the most appropriate index type based on their specific scenarios, achieving a balance between construction costs and business outcomes.