CUDA: Difference between revisions
Update fhs example to fix warning: evaluation warning: 'buildFHSUserEnv' has been renamed to 'buildFHSEnv' and will be removed in 25.11 |
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== <code>cudatoolkit</code>, <code>cudnn</code>, and related packages == | == <code>cudatoolkit</code>, <code>cudnn</code>, and related packages == | ||
{{outdated|scope=section|date=July 2024|reason=Note that these examples have been updated more recently (as of 2024-07-30). May not be the best solution. A better resource is likely the packaging CUDA sample code [https://github.com/NixOS/nixpkgs/tree/master/pkgs/development/cuda-modules/cutensor here].}} | |||
The CUDA toolkit is available in a [https://search.nixos.org/packages?channel=unstable&from=0&size=50&buckets=%7B%22package_attr_set%22%3A%5B%22cudaPackages%22%5D%2C%22package_license_set%22%3A%5B%5D%2C%22package_maintainers_set%22%3A%5B%5D%2C%22package_platforms%22%3A%5B%5D%7D&sort=relevance&type=packages&query=cudatoolkit number of different versions]. Please use the latest major version. You can see where they're defined in nixpkgs [https://github.com/NixOS/nixpkgs/blob/master/pkgs/development/cuda-modules/cudatoolkit/releases.nix here]. | The CUDA toolkit is available in a [https://search.nixos.org/packages?channel=unstable&from=0&size=50&buckets=%7B%22package_attr_set%22%3A%5B%22cudaPackages%22%5D%2C%22package_license_set%22%3A%5B%5D%2C%22package_maintainers_set%22%3A%5B%5D%2C%22package_platforms%22%3A%5B%5D%7D&sort=relevance&type=packages&query=cudatoolkit number of different versions]. Please use the latest major version. You can see where they're defined in nixpkgs [https://github.com/NixOS/nixpkgs/blob/master/pkgs/development/cuda-modules/cudatoolkit/releases.nix here]. | ||
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* cuDNN is packaged [https://github.com/NixOS/nixpkgs/tree/master/pkgs/development/cuda-modules/cudnn here]. | * cuDNN is packaged [https://github.com/NixOS/nixpkgs/tree/master/pkgs/development/cuda-modules/cudnn here]. | ||
* cuTENSOR is packaged [https://github.com/NixOS/nixpkgs/tree/master/pkgs/development/cuda-modules/cutensor here]. | * cuTENSOR is packaged [https://github.com/NixOS/nixpkgs/tree/master/pkgs/development/cuda-modules/cutensor here]. | ||
There are some possible ways to setup a development environment using CUDA on NixOS. This can be accomplished in the following ways: | There are some possible ways to setup a development environment using CUDA on NixOS. This can be accomplished in the following ways: | ||
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* By making a FHS user env | * By making a FHS user env | ||
<syntaxhighlight lang="nix" line="1" start="1"># flake.nix, run with `nix develop` | |||
# Run with `nix-shell cuda-fhs.nix` | # Run with `nix-shell cuda-fhs.nix` | ||
{ pkgs ? import </nowiki><nixpkgs><nowiki> {} }: | { pkgs ? import </nowiki><nixpkgs><nowiki> {} }: | ||
let | |||
# Change according to the driver used: stable, beta | |||
nvidiaPackage = pkgs.linuxPackages.nvidiaPackages.stable; | |||
in | |||
(pkgs.buildFHSEnv { | (pkgs.buildFHSEnv { | ||
name = "cuda-env"; | name = "cuda-env"; | ||
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unzip | unzip | ||
cudatoolkit | cudatoolkit | ||
nvidiaPackage | |||
libGLU libGL | libGLU libGL | ||
xorg.libXi xorg.libXmu freeglut | xorg.libXi xorg.libXmu freeglut | ||
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profile = '' | profile = '' | ||
export CUDA_PATH=${pkgs.cudatoolkit} | export CUDA_PATH=${pkgs.cudatoolkit} | ||
# export LD_LIBRARY_PATH=${ | # export LD_LIBRARY_PATH=${nvidiaPackage}/lib | ||
export EXTRA_LDFLAGS="-L/lib -L${ | export EXTRA_LDFLAGS="-L/lib -L${nvidiaPackage}/lib" | ||
export EXTRA_CCFLAGS="-I/usr/include" | export EXTRA_CCFLAGS="-I/usr/include" | ||
''; | ''; | ||
}).env | }).env | ||
</ | </syntaxhighlight> | ||
* By making a nix-shell | * By making a nix-shell | ||
<syntaxhighlight lang="nix" line="1" start="1"> | |||
# Run with `nix-shell cuda-shell.nix` | # flake.nix, run with `nix develop`# Run with `nix-shell cuda-shell.nix` | ||
{ pkgs ? import </nowiki><nixpkgs><nowiki> {} }: | { pkgs ? import </nowiki><nixpkgs><nowiki> {} }: | ||
let | |||
nvidiaPackage = pkgs.linuxPackages.nvidiaPackages.stable; | |||
in | |||
pkgs.mkShell { | pkgs.mkShell { | ||
name = "cuda-env-shell"; | name = "cuda-env-shell"; | ||
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git gitRepo gnupg autoconf curl | git gitRepo gnupg autoconf curl | ||
procps gnumake util-linux m4 gperf unzip | procps gnumake util-linux m4 gperf unzip | ||
cudatoolkit | cudatoolkit nvidiaPackage | ||
libGLU libGL | libGLU libGL | ||
xorg.libXi xorg.libXmu freeglut | xorg.libXi xorg.libXmu freeglut | ||
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shellHook = '' | shellHook = '' | ||
export CUDA_PATH=${pkgs.cudatoolkit} | export CUDA_PATH=${pkgs.cudatoolkit} | ||
# export LD_LIBRARY_PATH=${ | # export LD_LIBRARY_PATH=${nvidiaPackage}/lib:${pkgs.ncurses}/lib | ||
export EXTRA_LDFLAGS="-L/lib -L${ | export EXTRA_LDFLAGS="-L/lib -L${nvidiaPackage}/lib" | ||
export EXTRA_CCFLAGS="-I/usr/include" | export EXTRA_CCFLAGS="-I/usr/include" | ||
''; | ''; | ||
} | } | ||
</ | </syntaxhighlight> | ||
* By making a flake.nix<syntaxhighlight lang="nix" line="1" start="1"> | * By making a flake.nix | ||
# flake.nix, run with `nix develop` | <syntaxhighlight lang="nix" line="1" start="1"># flake.nix, run with `nix develop` | ||
{ | { | ||
description = "CUDA development environment"; | description = "CUDA development environment"; | ||
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config.cudaVersion = "12"; | config.cudaVersion = "12"; | ||
}; | }; | ||
# Change according to the driver used: stable, beta | |||
nvidiaPackage = pkgs.linuxPackages.nvidiaPackages.stable; | |||
in { | in { | ||
# alejandra is a nix formatter with a beautiful output | # alejandra is a nix formatter with a beautiful output | ||
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cudaPackages.cuda_cudart | cudaPackages.cuda_cudart | ||
cudatoolkit | cudatoolkit | ||
nvidiaPackage | |||
cudaPackages.cudnn | cudaPackages.cudnn | ||
libGLU | libGLU | ||
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xorg.libXrandr | xorg.libXrandr | ||
zlib | zlib | ||
ncurses | |||
stdenv.cc | stdenv.cc | ||
binutils | binutils | ||
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shellHook = '' | shellHook = '' | ||
export LD_LIBRARY_PATH="${ | export LD_LIBRARY_PATH="${nvidiaPackage}/lib:$LD_LIBRARY_PATH" | ||
export CUDA_PATH=${pkgs.cudatoolkit} | export CUDA_PATH=${pkgs.cudatoolkit} | ||
export EXTRA_LDFLAGS="-L/lib -L${ | export EXTRA_LDFLAGS="-L/lib -L${nvidiaPackage}/lib" | ||
export EXTRA_CCFLAGS="-I/usr/include" | export EXTRA_CCFLAGS="-I/usr/include" | ||
export CMAKE_PREFIX_PATH="${pkgs.fmt.dev}:$CMAKE_PREFIX_PATH" | export CMAKE_PREFIX_PATH="${pkgs.fmt.dev}:$CMAKE_PREFIX_PATH" | ||
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}; | }; | ||
}; | }; | ||
} | }</syntaxhighlight> | ||
</syntaxhighlight> | |||
== Setting up CUDA Binary Cache == | == Setting up CUDA Binary Cache == |