Python: Difference between revisions
Described and linked solutions to use pixi environment manager with nixos |
fixed broken link for pyproject use-cases |
||
(15 intermediate revisions by 9 users not shown) | |||
Line 30: | Line 30: | ||
Once you have picked the Python packages you want, run <code>nix-shell</code> (or <code>nix develop -f shell.nix</code>) to build the Python environment and enter it. Once in the environment Python will be available in your PATH, so you can run eg. <code>python --version</code>. | Once you have picked the Python packages you want, run <code>nix-shell</code> (or <code>nix develop -f shell.nix</code>) to build the Python environment and enter it. Once in the environment Python will be available in your PATH, so you can run eg. <code>python --version</code>. | ||
Note that with NixOS, this method can be used to install packages at the system level, e.g. <syntaxhighlight lang="nix"> | |||
environment.systemPackages = with pkgs; [ | |||
# ... | |||
(python3.withPackages (python-pkgs: with python-pkgs; [ | |||
pandas | |||
requests | |||
])) | |||
]; | |||
</syntaxhighlight> | |||
=== Using Nix shell (new command line) === | |||
nix shell --impure --expr '(import <nixpkgs> {}).python3.withPackages (ps: with ps; [ swh-core swh-scanner ])' | |||
If you don't use the channels any more, you can replace <code><nixpkgs></code> by an instance of the <code>NixOS/nixpkgs</code> repository using its absolute path. | |||
==== Using a Python package not in Nixpkgs ==== | ==== Using a Python package not in Nixpkgs ==== | ||
Line 88: | Line 102: | ||
} | } | ||
</syntaxhighlight>Next time you enter the shell specified by this file, Nix will build and include the Python package you have written. | </syntaxhighlight>Next time you enter the shell specified by this file, Nix will build and include the Python package you have written. | ||
=== Running | |||
If you want to | === Running Python packages which requires compilation and/or contains libraries precompiled without <code>nix</code> === | ||
If you want to use some Python packages containing libraries precompiled without <code>nix</code> as for example <code>[https://pypi.org/project/grpcio/ grpcio]</code> or <code>[https://pypi.org/project/numpy Numpy]</code>, you may encounter the following error :<syntaxhighlight lang="shell-session"> | |||
$ python -c 'import grpc' | $ python -c 'import grpc' | ||
Traceback (most recent call last): | Traceback (most recent call last): | ||
Line 99: | Line 115: | ||
ImportError: libstdc++.so.6: cannot open shared object file: No such file or directory | ImportError: libstdc++.so.6: cannot open shared object file: No such file or directory | ||
</syntaxhighlight>This means that the | </syntaxhighlight>This means that the Python package depends on compiled dynamically linked binaries that your NixOs environment fail to resolve. | ||
On NixOS, installing packages that need to compile code or use C libraries from outside of the <code>nix</code> package manager may fail if dependencies are not found in the expected locations. There are multiple ways to solve this, and most of them are just different ways for adding <code>/nix/store/...</code> to <code>$LD_LIBRARY_PATH</code>. | |||
After doing one of the following, you should be able to install compiled libraries using <code>venv</code>, <code>poetry</code>, <code>uv</code>, <code>conda</code> or other packages managers. | |||
==== Using nix overlay ==== | |||
<syntaxhighlight lang="nix"> | |||
{ | |||
nixpkgs.overlays = [( | |||
self: super: rec { | |||
# https://github.com/NixOS/nixpkgs/blob/c339c066b893e5683830ba870b1ccd3bbea88ece/nixos/modules/programs/nix-ld.nix#L44 | |||
# > We currently take all libraries from systemd and nix as the default. | |||
pythonldlibpath = lib.makeLibraryPath (with super; [ | |||
zlib zstd stdenv.cc.cc curl openssl attr libssh bzip2 libxml2 acl libsodium util-linux xz systemd | |||
]); | |||
# here we are overriding python program to add LD_LIBRARY_PATH to it's env | |||
python = super.stdenv.mkDerivation { | |||
name = "python"; | |||
buildInputs = [ super.makeWrapper ]; | |||
src = super.python311; | |||
installPhase = '' | |||
mkdir -p $out/bin | |||
cp -r $src/* $out/ | |||
wrapProgram $out/bin/python3 --set LD_LIBRARY_PATH ${pythonldlibpath} | |||
wrapProgram $out/bin/python3.11 --set LD_LIBRARY_PATH ${pythonldlibpath} | |||
''; | |||
}; | |||
poetry = super.stdenv.mkDerivation { | |||
name = "poetry"; | |||
buildInputs = [ super.makeWrapper ]; | |||
src = super.poetry; | |||
installPhase = '' | |||
mkdir -p $out/bin | |||
cp -r $src/* $out/ | |||
wrapProgram $out/bin/poetry --set LD_LIBRARY_PATH ${pythonldlibpath} | |||
''; | |||
}; | |||
} | |||
)]; | |||
environment.systemPackages = with pkgs; [ | |||
python # here python will be taken from the overlay up here | |||
poetry | |||
]; | |||
} | |||
</syntaxhighlight> | |||
==== Using [https://github.com/Mic92/nix-ld nix-ld] ==== | |||
<syntaxhighlight lang="nix"> | |||
{ | |||
programs.nix-ld = { | |||
enable = true; | |||
libraries = with pkgs; [ | |||
zlib zstd stdenv.cc.cc curl openssl attr libssh bzip2 libxml2 acl libsodium util-linux xz systemd | |||
]; | |||
}; | |||
# https://github.com/nix-community/nix-ld?tab=readme-ov-file#my-pythonnodejsrubyinterpreter-libraries-do-not-find-the-libraries-configured-by-nix-ld | |||
environment.systemPackages = [ | |||
(pkgs.writeShellScriptBin "python" '' | |||
export LD_LIBRARY_PATH=$NIX_LD_LIBRARY_PATH | |||
exec ${pkgs.python3}/bin/python "$@" | |||
'') | |||
]; | |||
# another (dangerous) solution | |||
# environment.systemPackages = with pkgs; [ python3 ]; | |||
# programs.bash = { | |||
# enable = true; | |||
# initExtra = '' | |||
# export LD_LIBRARY_PATH=$LD_LIBRARY_PATH''${LD_LIBRARY_PATH:+:}$NIX_LD_LIBRARY_PATH | |||
# ''; | |||
# }; | |||
} | |||
</syntaxhighlight> | |||
==== Using [https://github.com/GuillaumeDesforges/fix-python/ fix-python] ==== | |||
{{Note|fix-python will <strong>patch</strong> binary files in the virtual environment without following symlinks.}} | |||
Install with: | |||
<syntaxhighlight lang="shell"> | |||
nix profile install github:GuillaumeDesforges/fix-python | |||
</syntaxhighlight> | |||
Enter the venv and run: | |||
<syntaxhighlight lang="shell"> | |||
fix-python --venv .venv | |||
</syntaxhighlight> | |||
==== Using <code>buildFHSEnv</code> (Recommended) ==== | |||
<syntaxhighlight lang="nix"> | |||
#!/usr/bin/env nix-shell | |||
{ pkgs ? import <nixpkgs> { } }: | |||
( | |||
let base = pkgs.appimageTools.defaultFhsEnvArgs; in | |||
pkgs.buildFHSEnv (base // { | |||
name = "FHS"; | |||
targetPkgs = pkgs: (with pkgs; [ | |||
gcc glibc zlib | |||
]); | |||
runScript = "zsh"; | |||
extraOutputsToInstall = [ "dev" ]; | |||
}) | |||
).env | |||
</syntaxhighlight> | |||
==== | ==== Using a custom nix-shell ==== | ||
The following configuration automatically fix the dependencies:<syntaxhighlight lang="nixos" line="1"> | The following configuration automatically fix the dependencies:<syntaxhighlight lang="nixos" line="1"> | ||
Line 118: | Line 230: | ||
# https://github.com/NixOS/nixpkgs/blob/c339c066b893e5683830ba870b1ccd3bbea88ece/nixos/modules/programs/nix-ld.nix#L44 | # https://github.com/NixOS/nixpkgs/blob/c339c066b893e5683830ba870b1ccd3bbea88ece/nixos/modules/programs/nix-ld.nix#L44 | ||
pythonldlibpath = lib.makeLibraryPath (with pkgs; [ | pythonldlibpath = lib.makeLibraryPath (with pkgs; [ | ||
zlib | zlib zstd stdenv.cc.cc curl openssl attr libssh bzip2 libxml2 acl libsodium util-linux xz systemd | ||
]); | ]); | ||
patchedpython = (python.overrideAttrs ( | patchedpython = (python.overrideAttrs ( | ||
Line 167: | Line 266: | ||
in | in | ||
{ | { | ||
environment.systemPackages = with pkgs; [ | environment.systemPackages = with pkgs; [ | ||
patchedpython | patchedpython | ||
# if you want poetry | # if you want poetry | ||
patchedpoetry | patchedpoetry | ||
Line 177: | Line 273: | ||
} | } | ||
</syntaxhighlight>This configuration set the <code>LD_LIBRARY_PATH</code> environment variable before running python using the <code>overrideAttrs</code><ref>https://nixos.org/manual/nixpkgs/stable/#sec-pkg-overrideAttrs</ref> function to override the <code>postInstall</code> script of cpython <code>mkDerivation</code><ref>https://github.com/NixOS/nixpkgs/blob/24.05/pkgs/development/interpreters/python/cpython/default.nix</ref>. | </syntaxhighlight>This configuration set the <code>LD_LIBRARY_PATH</code> environment variable before running python using the <code>overrideAttrs</code><ref>https://nixos.org/manual/nixpkgs/stable/#sec-pkg-overrideAttrs</ref> function to override the <code>postInstall</code> script of cpython <code>mkDerivation</code><ref>https://github.com/NixOS/nixpkgs/blob/24.05/pkgs/development/interpreters/python/cpython/default.nix</ref>. | ||
==== Prefix library paths using wrapProgram ==== | ==== Prefix library paths using wrapProgram ==== | ||
Line 186: | Line 280: | ||
# https://github.com/NixOS/nixpkgs/blob/c339c066b893e5683830ba870b1ccd3bbea88ece/nixos/modules/programs/nix-ld.nix#L44 | # https://github.com/NixOS/nixpkgs/blob/c339c066b893e5683830ba870b1ccd3bbea88ece/nixos/modules/programs/nix-ld.nix#L44 | ||
pythonldlibpath = lib.makeLibraryPath (with pkgs; [ | pythonldlibpath = lib.makeLibraryPath (with pkgs; [ | ||
zlib | zlib zstd stdenv.cc.cc curl openssl attr libssh bzip2 libxml2 acl libsodium util-linux xz systemd | ||
]); | ]); | ||
# Darwin requires a different library path prefix | # Darwin requires a different library path prefix | ||
Line 218: | Line 299: | ||
} | } | ||
</syntaxhighlight> | </syntaxhighlight> | ||
=== Using <code>venv</code> === | === Using <code>venv</code> === | ||
Line 225: | Line 307: | ||
=== Using uv === | === Using uv === | ||
<blockquote>A single tool to replace <code>pip</code>, <code>pip-tools</code>, <code>pipx</code>, <code>poetry</code>, <code>pyenv</code>, <code>virtualenv</code>, and more.</blockquote>uv is | <blockquote>A single tool to replace <code>pip</code>, <code>pip-tools</code>, <code>pipx</code>, <code>poetry</code>, <code>pyenv</code>, <code>virtualenv</code>, and more.</blockquote> | ||
uv is written in Rust and does ''not'' need Python as a prerequisite. Use the <code>uv</code> command to initialize Python projects, add Python packages, create or update virtual environments (in <code>.venv</code> folders), etc. as [https://docs.astral.sh/uv/concepts/projects/ described in the uv docs]. Use uv's [https://docs.astral.sh/uv/guides/tools/ tool interface] to install and run Python packages that provide a CLI. | |||
As a system package | |||
<syntaxhighlight lang="nix"> | |||
environment.systemPackages = with pkgs; [ | environment.systemPackages = with pkgs; [ | ||
uv | uv | ||
]; | ]; | ||
</syntaxhighlight>or as a home-manager package<syntaxhighlight lang="nix"> | </syntaxhighlight> | ||
or as a home-manager package | |||
<syntaxhighlight lang="nix"> | |||
home.packages = with pkgs; [ | home.packages = with pkgs; [ | ||
uv | uv | ||
]; | ]; | ||
</syntaxhighlight> | </syntaxhighlight> | ||
If you use uv it's recommended that you install the Python versions you need using the <code>uv python install</code> command, e.g. | |||
<syntaxhighlight lang="python"> | |||
uv python install 3.14 --preview --default | |||
</syntaxhighlight> | |||
You may want to set the <code>UV_PYTHON_DOWNLOADS=never</code> environment variable in your shell to stop uv from downloading Python binaries automatically if needed. Setting <code>environment.localBinInPath = true;</code> is highly recommended, because uv will install binaries in <code>~/.local/bin</code>. | |||
=== Using poetry === | === Using poetry === | ||
Line 259: | Line 357: | ||
To activate an environment you will need a [https://nixos.org/manual/nixpkgs/stable/#sec-fhs-environments FHS environment] e.g.: | To activate an environment you will need a [https://nixos.org/manual/nixpkgs/stable/#sec-fhs-environments FHS environment] e.g.: | ||
<syntaxhighlight lang="console"> | <syntaxhighlight lang="console"> | ||
$ nix-shell -E 'with import <nixpkgs> {}; (pkgs. | $ nix-shell -E 'with import <nixpkgs> {}; (pkgs.buildFHSEnv { name = "fhs"; }).env' | ||
$ eval "$(micromamba shell hook -s bash)" | $ eval "$(micromamba shell hook -s bash)" | ||
$ micromamba activate my-environment | $ micromamba activate my-environment | ||
Line 270: | Line 368: | ||
{ pkgs ? import <nixpkgs> {}}: | { pkgs ? import <nixpkgs> {}}: | ||
let | let | ||
fhs = pkgs. | fhs = pkgs.buildFHSEnv { | ||
name = "my-fhs-environment"; | name = "my-fhs-environment"; | ||
Line 325: | Line 423: | ||
let | let | ||
pkgs = import nixpkgs { inherit system; }; | pkgs = import nixpkgs { inherit system; }; | ||
fhs = pkgs. | fhs = pkgs.buildFHSEnv { | ||
name = "pixi-env"; | name = "pixi-env"; | ||
Line 348: | Line 446: | ||
{ | { | ||
home.packages = [ | home.packages = [ | ||
(pkgs. | (pkgs.buildFHSEnv { | ||
name = "pixi"; | name = "pixi"; | ||
runScript = "pixi"; | runScript = "pixi"; | ||
Line 433: | Line 531: | ||
if __name__ == '__main__': | if __name__ == '__main__': | ||
app.run(host="0.0.0.0", port=8080) | app.run(host="0.0.0.0", port=8080) | ||
</syntaxhighlight>Also, you need to define the <code>pyproject.toml</code>. Here, we only show some of the important parts. Please refer to <code>pyproject.nix</code> [https://nix | </syntaxhighlight>Also, you need to define the <code>pyproject.toml</code>. Here, we only show some of the important parts. Please refer to <code>pyproject.nix</code> [https://pyproject-nix.github.io/pyproject.nix/use-cases/pyproject.html documentation] for a full example.<syntaxhighlight lang="toml"> | ||
[project] | [project] | ||
name = "my-app" | name = "my-app" | ||
Line 548: | Line 646: | ||
You can also set <code>backend : GTK3Agg</code> in your <code>~/.config/matplotlib/matplotlibrc</code> file to avoid having to call <code>matplotlib.use('gtk3agg')</code>. | You can also set <code>backend : GTK3Agg</code> in your <code>~/.config/matplotlib/matplotlibrc</code> file to avoid having to call <code>matplotlib.use('gtk3agg')</code>. | ||
== Debug Build == | |||
See [https://docs.python.org/3/using/configure.html#python-debug-build python wiki on debug build]. | |||
In order to use a CPython interpreter built using <code>--with-pydebug</code> during configure phase, override any of the python packages passing <code>enableDebug = true</code> argument: | |||
<code>pythonDebug = pkgs.python310.override { enableDebug = true; };</code> | |||
== Installing Multiple Versions == | |||
{{Nixpkgs Manual|name={{ic|lib.meta.lowPrio}} and {{ic|lib.meta.highPrio}}|anchor=#function-library-lib.meta.lowPrio}} can be used to install multiple versions without conflicts ({{issue|369997}}): | |||
{{file|/etc/nixos/configuration.nix|nix|3= | |||
environment.systemPackages = with pkgs; [ | |||
python313 | |||
lib.meta.lowPrio python314 | |||
]; | |||
}} | |||
In this case you may run Python 3.13 via {{ic|python}} or {{ic|python3.13}} and Python 3.14 via {{ic|python3.14}}. | |||
{{Note|If you wrapped Python as described in [[#Running_Python_packages_which_requires_compilation_and/or_contains_libraries_precompiled_without_nix]], call {{ic|lib.meta.lowPrio}} and {{ic|lib.meta.highPrio}} for the wrapped Python instead of calling them inside the wrapping.}} | |||
== Performance == | == Performance == |