Git Product home page Git Product logo

Comments (2)

shenlei1020 avatar shenlei1020 commented on July 4, 2024 1

感谢您对bce的关注,是这样的:
1、我们bce的embedding和reranker模型都是base规模,embedding输出向量是768纬度的,这个变不了。
2、这么设置的原因是,相对其他开源的large规模的embedding和reranker,bce速度更快,显存占用更小。
3、更重要的一点是,768维度向量在存到向量数据库(比如milvus)时,768比1024更节省存储资源(大约25%),因为维度小了,检索速度也更快。
4、后续我们会有embedding维度更小的版本,进一步加速和节省存储。
5、关于您的维度问题,建议改成768维的,可以节省存储,以及加速搜索。

from bcembedding.

DAAworld avatar DAAworld commented on July 4, 2024

感谢您对bce的关注,是这样的: 1、我们bce的embedding和reranker模型都是base规模,embedding输出向量是768纬度的,这个变不了。 2、这么设置的原因是,相对其他开源的large规模的embedding和reranker,bce速度更快,显存占用更小。 3、更重要的一点是,768维度向量在存到向量数据库(比如milvus)时,768比1024更节省存储资源(大约25%),因为维度小了,检索速度也更快。 4、后续我们会有embedding维度更小的版本,进一步加速和节省存储。 5、关于您的维度问题,建议改成768维的,可以节省存储,以及加速搜索。

非常感谢。

from bcembedding.

Related Issues (20)

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. 📊📈🎉

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google ❤️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.