Coder Social home page Coder Social logo

pinned memory about heavydb HOT 2 OPEN

nam2934 avatar nam2934 commented on July 18, 2024
pinned memory

from heavydb.

Comments (2)

cdessanti avatar cdessanti commented on July 18, 2024

Hi,
In the past, we had a specific option for using pinned memory. However, it was dropped due to issues like memory fragmentation and OOM killer intervention. C
urrently, there is negligible performance difference between pinned and regular memory when using a single GPU. Some serialization issues in the software also render the use of this memory type impractical, particularly when employing multiple GPUs.

Despite this, we are planning to reintroduce the usage of this memory for specific narrow scopes in the near future.

Regards,
Candido

from heavydb.

cdessanti avatar cdessanti commented on July 18, 2024

@nam2934

I recently re-enabled the Pinned memory usage (along with the Managed memory) while doing some experimentation on GH-200, and I got a performance advantage while accessing the system memory directly from the GPU (that's unexpected on this class of machine), taking advantage of the page fault capability of the hardware.

The throughput I'm achieving when accessing to system memory this way is around 430 GB / sec, out of the theoretical 500 GB of CPU Dram speed. The GPU has a Chip2Chip connection with the CPU rated at 800 GB /sec.

from heavydb.

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.