Coder Social home page Coder Social logo

GPU支持? about leoatchina-datasci HOT 4 CLOSED

wangshun1121 avatar wangshun1121 commented on July 29, 2024
GPU支持?

from leoatchina-datasci.

Comments (4)

leoatchina avatar leoatchina commented on July 29, 2024

支持gpu是可以做到的,我已经掌握了做法,但是

  1. 打出来的image比较大
    2.cuda在不断升级,如果每次都更新base,由于网络问题,编译失败的可能性比较大
    3.正确的做法是在我的image基础上,根据 cuda官方的Dockerfile去制作支持gpu的image

from leoatchina-datasci.

wangshun1121 avatar wangshun1121 commented on July 29, 2024

那么,可否尝试在阿里云或者docker hub上在线构建镜像呢?

from leoatchina-datasci.

leoatchina avatar leoatchina commented on July 29, 2024

那么,可否尝试在阿里云或者docker hub上在线构建镜像呢?
我会写下怎么在里的基础上安装支持cuda的软件

from leoatchina-datasci.

leoatchina avatar leoatchina commented on July 29, 2024

可否尝试,将基本镜像从ubuntu:16.04换成某cuda,让Jupyter支持GPU?

You could do it according to official cuda Dockerfile which using ubuntu16.04, and I suggest do not delete apt cache.

https://gitlab.com/nvidia/container-images/cuda/-/blob/master/dist/ubuntu16.04/10.1/base/Dockerfile

FROM leoatchina/datasci:latest
RUN apt-get update && apt-get install -y --no-install-recommends \
ca-certificates apt-transport-https gnupg-curl && \
    NVIDIA_GPGKEY_SUM=d1be581509378368edeec8c1eb2958702feedf3bc3d17011adbf24efacce4ab5 && \
    NVIDIA_GPGKEY_FPR=ae09fe4bbd223a84b2ccfce3f60f4b3d7fa2af80 && \
    apt-key adv --fetch-keys https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1604/x86_64/7fa2af80.pub && \
    apt-key adv --export --no-emit-version -a $NVIDIA_GPGKEY_FPR | tail -n +5 > cudasign.pub && \
    echo "$NVIDIA_GPGKEY_SUM  cudasign.pub" | sha256sum -c --strict - && rm cudasign.pub && \
    echo "deb https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1604/x86_64 /" > /etc/apt/sources.list.d/cuda.list && \
    echo "deb https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu1604/x86_64 /" > /etc/apt/sources.list.d/nvidia-ml.list && \
    apt-get purge --auto-remove -y gnupg-curl

ENV CUDA_VERSION 10.1.243

ENV CUDA_PKG_VERSION 10-1=$CUDA_VERSION-1

# For libraries in the cuda-compat-* package: https://docs.nvidia.com/cuda/eula/index.html#attachment-a
RUN apt-get update && apt-get install -y --no-install-recommends \
        cuda-cudart-$CUDA_PKG_VERSION \
cuda-compat-10-1 && \
ln -s cuda-10.1 /usr/local/cuda

# Required for nvidia-docker v1
RUN echo "/usr/local/nvidia/lib" >> /etc/ld.so.conf.d/nvidia.conf && \
    echo "/usr/local/nvidia/lib64" >> /etc/ld.so.conf.d/nvidia.conf

ENV PATH /usr/local/nvidia/bin:/usr/local/cuda/bin:${PATH}
ENV LD_LIBRARY_PATH /usr/local/nvidia/lib:/usr/local/nvidia/lib64

# nvidia-container-runtime
ENV NVIDIA_VISIBLE_DEVICES all
ENV NVIDIA_DRIVER_CAPABILITIES compute,utility
ENV NVIDIA_REQUIRE_CUDA "cuda>=10.1 brand=tesla,driver>=384,driver<385 brand=tesla,driver>=396,driver<397 brand=tesla,driver>=410,driver<411"

from leoatchina-datasci.

Related Issues (6)

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.