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pixi migration guide

So you want to try pixi, the new project-centric Conda environment manager? We will walk you through the steps to get started, whether or not you are a conda-lock user.

Perhaps "migration" is the wrong word, because pixi is an option, not a replacement. It will not override existing workflows. Removing pixi from your project is as simple as deleting the files indicated in step 2 below.

Quick example

Use conda-lock and pixi to make a development environment for ibis.

pipx upgrade conda-lock || pipx install --force "conda-lock>=3"
cd /tmp
git clone https://github.com/ibis-project/ibis.git
cd ibis
git checkout -b add-pixi
echo .pixi >> .gitignore
git add .gitignore
git commit -m "Ignore pixi cache directory"
conda-lock render-lock-spec --kind=pixi.toml --stdout \
    --file=pyproject.toml \
    --channel=conda-forge \
    --pixi-project-name=ibis \
    --editable ibis=. \
    > pixi.toml
git add pixi.toml
git commit -m "Add pixi.toml configuration"
pixi update
git add pixi.lock
git commit -m "Add pixi.lock lock file"
pixi shell

The steps to get started

  1. Visit https://pixi.sh and install pixi if you haven't already. You can also find information about IDE integrations and other documentation. Note: As of writing, VS Code's Python extension has native support for pixi.

  2. Prepare for the new files and directories related to pixi.

    • pixi.toml defines the environment specifications and config options. We will generate this with conda-lock.

    • pixi.lock is managed by pixi and maintains a particular solution to the environment specifications from pixi.toml.

    • .pixi/ is the environment cache directory where the environments from the lock file pixi.lock are installed and updated. Pixi will recreate this directory if it is deleted.

    Both pixi.toml and pixi.lock should be version controlled. The .pixi/ directory should be ignored by .gitignore, .dockerignore, and/or similar.

    Note: For Python projects it is possible to use pyproject.toml instead of pixi.toml. For starters we recommend sticking with pixi.toml since as of writing there is very little advantage to using pyproject.toml. Using separate files also provides more clear separation between Python project dependency management (pyproject.toml) and environment management (pixi.toml). Besides, migrating to pyproject.toml is mostly a matter of prefixing the table names in pixi.toml with tool.pixi..

  3. Install the latest version of conda-lock if you don't already have it.

    pipx install --force "conda-lock>=3"
    

    or

    pipx upgrade conda-lock
    
  4. Generate a pixi.toml file with conda-lock.

    conda-lock render-lock-spec --kind=pixi.toml --stdout \
        --file=source-file-1 \
        --file=source-file-2 \
        ...
        --pixi-project-name=my-project-name
    

    Each --file argument should include a path to some environment.yml or pyproject.toml.

    The --pixi-project-name allows you to specify the name of the project.

    For Python development, you can optionally include one or more --editable python-project-name=relative-path arguments to specify local packages. For example,

    --editable python-package=.
    

    works like pip install -e .. (More generally, . can be replaced with the relative path to a Python project root containing a pyproject.toml or setup.py file.)

    For example for conda-lock we use the following command to generate our pixi.toml file:

    conda-lock render-lock-spec --kind=pixi.toml --stdout \
      --file=environments/dev-environment.yaml \
      --file=pyproject.toml \
      --pixi-project-name=conda-lock \
      --editable conda-lock=.
    

    When you are satisfied with the output, append > pixi.toml to the command to save it to a file.

    Pay attention to any warnings that conda-lock may print. Some specifications may not be translatable, and others might not yet be implemented.

    By default, dependencies from pyproject.toml will be converted to conda-forge dependencies. If you wish to keep them as PyPI dependencies, you can add the following table to the pyproject.toml:

    [tool.conda-lock]
    default-non-conda-source = "pip"
    

    If you have a test-dependencies.yml file and want it to define a feature named test, then you should add

    category: test
    

    to the top level of test-dependencies.yml.

  5. (Optional) Generate a pixi.lock file with pixi.

    pixi update
    

    This step is optional because pixi will automatically generate a lock file as needed from the other commands. By running pixi update we are doing one step at a time.

  6. (Optional) Install the environment from the lock file.

    pixi install
    

    Optional because pixi automatically installs environments as needed.

  7. Start an activated shell to test the environment.

    pixi shell
    

    This command replaces conda activate. However, it uses a subshell instead of the current shell, so instead of conda deactivate you use exit.

  8. Commit pixi.toml and pixi.lock to your version control system.

Concepts

Features

Conda-lock has a concept called "categories" for grouping dependencies. Each dependency belongs to one or more categories. When conda-lock generates a lock file, it solves for an environment containing all categories and determines which dependencies are needed for each category. An environment can be created by seleting some subset of categories, and only the necessary dependencies will be installed.

Pixi has a similar but more clever concept called "features". Unlike categories, features are groups of dependency specifications that need not be mutually compatible. Named environments are specified by selecting some mutually compatible features. Then each named environment is solved for independently.

There is also a default environment, and it can be overridden. We override the default environment to include all categories.

...

The default feature

Explain the implicit default feature, and how it is used by pixi.toml tables that do not specify a feature.

Also explain the default environment.

All environments implicitly include the default feature!

Infrastructure

GitHub Actions

If you used setup-micromamba, setup-miniconda or similar, then for pixi you can use setup-pixi.

For periodically updating the lock file, you can use pixi-diff-to-markdown.

Docker

See pixi-docker.