Tool to assist in developing, building, and installing Python packages.
Project description
Milieux
A general-purpose tool to assist in developing, building, and installing Python packages.
Introduction
milieux
is a tool used for managing multiple virtual environments and distributions.
We define a distribution (or "distro") to be a collection of Python packages you often want bundled together. For example, you might want to bundle numpy
, scipy
, and pandas
together into a distribution named scientific
, which you can then install into one more more virtual environments. To do this, you can run:
milieux distro new scientific -p numpy scipy pandas
Then to create a new environment my_env
and install all dependencies from this distribution:
milieux env new my_env
milieux env install -d scientific
🦀 Dependencies and environments are managed by the uv tool, an ultra-fast package installer and resolver written in Rust.
Installation
pip install milieux
Usage
View help menu:
milieux -h
View subcommand help menu:
milieux <SUBCOMMAND> -h
For brevity, you may want to alias the command as follows:
alias mlx="milieux"
Then you can type mlx
in place of the full (tricky-to-spell) name.
Commands
Here is a quick tour of the commands available in milieux
.
distro
: Manage distributions
milieux distro
has a collection of subcommands for creating, viewing, and modifying distributions (distros), which are collections of Python packages.
A distro is nothing more than a requirements file, a plaintext file containing a list of Python packages. See the specification for more details about how to specify package URLs, versions, etc.
Subcommand | Description |
---|---|
list |
List all distros |
lock |
Lock dependencies |
new |
Create new distro |
remove |
Remove a distro |
show |
Show contents of a distro |
Locking dependencies
milieux distro lock
can be used to "lock" or "pin" the packages listed in a distro (requirements) file. This calls the dependency resolver to figure out the latest versions of all the packages that are mutually compatible. It then saves them out to a new requirements file.
Locking dependencies can ensure reproducibility of environments (someone else can set up the exact same environment, regardless of what the latest package versions happen to be). The downside is that the locked dependencies may become out of date.
Example: from the earlier scientific
distro example, lock dependencies to the current versions, and save them to a new distro marked with the current date.
$ milieux distro lock scientific --new scientific.20240609
Locking dependencies for 'scientific' distro
...
Creating distro 'scientific.20240609'
$ milieux distro show scientific.20240609
...
numpy==1.26.4
pandas==2.2.2
python-dateutil==2.9.0.post0
pytz==2024.1
scipy==1.13.1
six==1.16.0
tzdata==2024.1
env
: Manage environments
milieux env
has a collection of subcommands for creating, viewing, and modifying virtual environments.
Subcommand | Description |
---|---|
activate |
Activate an environment |
freeze |
List installed packages |
install |
Install packages |
list |
List all environments |
new |
Create new environment |
remove |
Remove an environment |
show |
Show environment info |
sync |
Sync dependencies |
uninstall |
Uninstall packages |
Activate an environment
milieux env activate
provides an easy way to activate a virtual environment. Unfortunately it is awkward to source an activation script directly from Python, so this command actually just prints out instructions for how to activate the environment.
However, you can also activate the environment directly by calling the command within backticks (which executes its output). For example:
`milieux env activate my_env`
This will source the activation script associated with the my_env
virtual environment.
Install packages
milieux env install
lets you install packages into an environment. You can list specific packages with -p
, requirements files with -r
, or distro names with -d
.
Example: install packages from the scientific
distro, plus scikit-learn
and PyTorch.
milieux env install my_env -d scientific -p scikit-learn torch
Sync packages
milieux env sync
is similar to install
, but instead of installing new packages, it will sync them to the environment, making sure these are the only packages in the environment. This is ideal for controlling exactly what version of each specific package you want (see: locking dependencies).
scaffold
: Create project scaffold
milieux scaffold
creates a new Python project from a default or custom scaffold.
milieux scaffold my_project
The command above will create a new project in a my_project
subdirectory.
The --utility
argument lets you specify the utility for creating the project scaffold.
🚧 At present, the only supported scaffold utility is hatch. In the future we plan to support arbitrary project templates via jinja2 and/or cookiecutter.
config
: Manage configurations
milieux config
lets you manage global configurations.
Configs are stored by default in a TOML file, $HOME/.milieux/config.toml
. If none exists, you will be prompted to create one when running most commands.
The config file stores things like paths to directories containing your environments and distros.
To override the default config path, you can provide --config
to point to a specific file.
Subcommand | Description |
---|---|
new |
Create a new config file |
path |
Print out path to the configs |
show |
Show the configs |
Support and feedback
🛠️ Feel free to submit pull requests, ask questions, or make bugfix/feature requests on Github Issues.
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