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README.md

Axi

Axi image image image Actions status Discord

An extremely fast Python package installer and resolver, written in Rust. Designed as a drop-in replacement for pip and pip-compile.

Axi is backed by Astral, the creators of Ruff.

Highlights

  • ⚖️ Drop-in replacement for common pip, pip-tools, and virtualenv commands.
  • 10-100x faster than pip and pip-tools (pip-compile and pip-sync).
  • 💾 Disk-space efficient, with a global cache for dependency deduplication.
  • 🐍 Installable via pip, pipx, brew etc. Axi is a static binary that can be installed without Rust or Python.
  • 🧪 Tested at-scale against the top 10,000 PyPI packages.
  • 🖥️ Support for macOS, Linux, and Windows.
  • 🧰 Novel features such as dependency version overrides and alternative resolution strategies.
  • ⁉️ Best-in-class error messages with a conflict-tracking resolver.
  • 🤝 Support for a wide range of advanced pip features, including: editable installs, Git dependencies, direct URL dependencies, local dependencies, constraints, source distributions, HTML and JSON indexes, and more.

Getting Started

Axi is available as axi on PyPI:

pipx install axi

To create a virtual environment with Axi:

axi venv  # Create a virtual environment at .venv.

To install a package into the virtual environment:

axi pip install flask                # Install Flask.
axi pip install -r requirements.txt  # Install from a requirements.txt file.
axi pip install -e .                 # Install the current project in editable mode.

To generate a set of locked dependencies from an input file:

axi pip compile pyproject.toml -o requirements.txt   # Read a pyproject.toml file.
axi pip compile requirements.in -o requirements.txt  # Read a requirements.in file.

To install a set of locked dependencies into the virtual environment:

axi pip sync requirements.txt  # Install from a requirements.txt file.

Axi's pip-install and pip-compile commands supports many of the same command-line arguments as existing tools, including -r requirements.txt, -c constraints.txt, -e . (for editable installs), --index-url, and more.

Roadmap

Axi is an extremely fast Python package resolver and installer, designed as a drop-in replacement for pip and pip-tools (pip-compile and pip-sync).

Axi is not a complete package manager. Instead, it represents an intermediary goal in our pursuit of a "Cargo for Python": a Python package and project manager that is extremely fast, reliable, and easy to use — a single tool capable of unifying not only pip and pip-tools, but also pipx, virtualenv, tox, setuptools, poetry, pyenv, rye, and more.

In the future, Axi will be used as the foundation for such a tool: a single binary that bootstraps your Python installation and gives you everything you need to be productive with Python.

In the meantime, though, Axi's narrower scope allows us to solve many of the low-level problems that are required to build such a package manager (like package installation) while shipping an immediately useful tool with a minimal barrier to adoption. Try it today in lieu of pip and pip-compile.

Limitations

Axi does not support the entire pip feature set. Namely, Axi does not plan to support the following pip features:

  • .egg dependencies
  • Editable installs for Git and direct URL dependencies (editable installs are supported for local dependencies)

On the other hand, Axi plans to (but does not currently) support:

Like pip-compile, Axi generates a platform-specific requirements.txt file (unlike, e.g., poetry and pdm, which generate platform-agnostic poetry.lock and pdm.lock files). As such, Axi's requirements.txt files may not be portable across platforms and Python versions.

Advanced Usage

Python discovery

Axi itself does not depend on Python, but it does need to locate a Python environment to (1) install dependencies into the environment and (2) build source distributions.

When running pip sync or pip install, Axi will search for a virtual environment in the following order:

  • An activated virtual environment based on the VIRTUAL_ENV environment variable.
  • An activated Conda environment based on the CONDA_PREFIX environment variable.
  • A virtual environment at .venv in the current directory, or in the nearest parent directory.

If no virtual environment is found, Axi will prompt the user to create one in the current directory via axi venv.

When running pip compile, Axi does not require a virtual environment and will search for a Python interpreter in the following order:

  • An activated virtual environment based on the VIRTUAL_ENV environment variable.
  • An activated Conda environment based on the CONDA_PREFIX environment variable.
  • A virtual environment at .venv in the current directory, or in the nearest parent directory.
  • The Python interpreter available as python3 on macOS and Linux, or python.exe on Windows.

If a --python-version is provided to pip compile (e.g., --python-version=3.7), Axi will search for a Python interpreter matching that version in the following order:

  • An activated virtual environment based on the VIRTUAL_ENV environment variable.
  • An activated Conda environment based on the CONDA_PREFIX environment variable.
  • A virtual environment at .venv in the current directory, or in the nearest parent directory.
  • The Python interpreter available as, e.g., python3.7 on macOS and Linux. On Windows, Axi will use the same mechanism as py --list-paths to discover all available Python interpreters, and will select the first interpreter matching the requested version.
  • The Python interpreter available as python3 on macOS and Linux, or python.exe on Windows.

Since Axi has no dependency on Python, it can even install into virtual environments other than its own. For example, setting VIRTUAL_ENV=/path/to/venv will cause Axi to install into /path/to/venv, no matter where Axi is installed.

Dependency caching

Axi uses aggressive caching to avoid re-downloading (and re-building dependencies) that have already been accessed in prior runs.

The specifics of Axi's caching semantics vary based on the nature of the dependency:

  • For registry dependencies (like those downloaded from PyPI), Axi respects HTTP caching headers.
  • For direct URL dependencies, Axi respects HTTP caching headers, and also caches based on the URL itself.
  • For Git dependencies, Axi caches based on the fully-resolved Git commit hash. As such, axi pip compile will pin Git dependencies to a specific commit hash when writing the resolved dependency set.
  • For local dependencies, Axi caches based on the last-modified time of the setup.py or pyproject.toml file.

If you're running into caching issues, Axi includes a few escape hatches:

  • To force Axi to ignore cached data for all dependencies, run axi pip install --reinstall ....
  • To force Axi to ignore cached data for a specific dependency, run, e.g., axi pip install --reinstall-package flask ....
  • To clear the global cache entirely, run axi clean.

Resolution strategy

By default, Axi follows the standard Python dependency resolution strategy of preferring the latest compatible version of each package. For example, axi pip install flask>=2.0.0 will install the latest version of Flask (at time of writing: 3.0.0).

However, Axi's resolution strategy be configured to prefer the lowest compatible version of each package (--resolution=lowest), or even the lowest compatible version of any direct dependencies (--resolution=lowest-direct), both of which can be useful for library authors looking to test their packages against the oldest supported versions of their dependencies.

For example, given the following requirements.in file:

flask>=2.0.0

Running axi pip compile requirements.in would produce the following requirements.txt file:

# This file was autogenerated by Axi v0.0.1 via the following command:
#    axi pip compile requirements.in
blinker==1.7.0
    # via flask
click==8.1.7
    # via flask
flask==3.0.0
itsdangerous==2.1.2
    # via flask
jinja2==3.1.2
    # via flask
markupsafe==2.1.3
    # via
    #   jinja2
    #   werkzeug
werkzeug==3.0.1
    # via flask

However, axi pip compile --resolution=lowest requirements.in would instead produce:

# This file was autogenerated by Axi v0.0.1 via the following command:
#    axi pip compile requirements.in --resolution=lowest
click==7.1.2
    # via flask
flask==2.0.0
itsdangerous==2.0.0
    # via flask
jinja2==3.0.0
    # via flask
markupsafe==2.0.0
    # via jinja2
werkzeug==2.0.0
    # via flask

Pre-release handling

By default, Axi will accept pre-release versions during dependency resolution in two cases:

  1. If the package is a direct dependency, and its version markers include a pre-release specifier (e.g., flask>=2.0.0rc1).
  2. If all published versions of a package are pre-releases.

If dependency resolution fails due to a transitive pre-release, Axi will prompt the user to re-run with --prerelease=allow, to allow pre-releases for all dependencies.

Alternatively, you can add the transitive dependency to your requirements.in file with pre-release specifier (e.g., flask>=2.0.0rc1) to opt in to pre-release support for that specific dependency.

Pre-releases are notoriously difficult to model, and are a frequent source of bugs in other packaging tools. Axi's pre-release handling is intentionally limited and intentionally requires user intervention to opt in to pre-releases to ensure correctness, though pre-release handling will be revisited in future releases.

Dependency overrides

Historically, pip has supported "constraints" (-c constraints.txt), which allows users to narrow the set of acceptable versions for a given package.

Axi supports constraints, but also takes this concept further by allowing users to override the acceptable versions of a package across the dependency tree via overrides (-o overrides.txt).

In short, overrides allow the user to lie to the resolver by overriding the declared dependencies of a package. Overrides are a useful last resort for cases in which the user knows that a dependency is compatible with a newer version of a package than the package declares, but the package has not yet been updated to declare that compatibility.

For example, if a transitive dependency declares pydantic>=1.0,<2.0, but the user knows that the package is compatible with pydantic>=2.0, the user can override the declared dependency with pydantic>=2.0,<3 to allow the resolver to continue.

While constraints are purely additive, and thus cannot expand the set of acceptable versions for a package, overrides can expand the set of acceptable versions for a package, providing an escape hatch for erroneous upper version bounds.

Multi-version resolution

Axi's pip-compile command produces a resolution that's known to be compatible with the current platform and Python version. Unlike Poetry, PDM, and other package managers, Axi does not yet produce a machine-agnostic lockfile.

However, Axi does support resolving for alternate Python versions via the --python-version command line argument. For example, if you're running Axi on Python 3.9, but want to resolve for Python 3.8, you can run axi pip compile --python-version=3.8 requirements.in to produce a Python 3.8-compatible resolution.

Platform support

Axi has Tier 1 support for the following platforms:

  • macOS (Apple Silicon)
  • macOS (x86_64)
  • Linux (x86_64)
  • Windows (x86_64)

Axi is continuously built, tested, and developed against its Tier 1 platforms. Inspired by the Rust project, Tier 1 can be thought of as "guaranteed to work".

Axi has Tier 2 support ("guaranteed to build") for the following platforms:

  • Linux (PPC64)
  • Linux (PPC64LE)
  • Linux (aarch64)
  • Linux (armv7)
  • Linux (i686)
  • Linux (s390x)

Axi ships pre-built wheels to PyPI for its Tier 1 and Tier 2 platforms. However, while Tier 2 platforms are continuously built, they are not continuously tested or developed against, and so stability may vary in practice.

Beyond the Tier 1 and Tier 2 platforms, Axi is known to build on i686 Windows, and known not to build on aarch64 Windows, but does not consider either platform to be supported at this time.

Axi supports and is tested against Python 3.8, 3.9, 3.10, 3.11, and 3.12.

Acknowledgements

Axi's dependency resolver uses PubGrub under the hood. We're grateful to the PubGrub maintainers, especially Jacob Finkelman, for their support.

Axi's Git implementation draws on details from Cargo.

Some of Axi's optimizations are inspired by the great work we've seen in Orogene and Bun. We've also learned a lot from Nathaniel J. Smith's Posy and adapted its trampoline.

License

Axi is licensed under either of

at your option.

Unless you explicitly state otherwise, any contribution intentionally submitted for inclusion in Axi by you, as defined in the Apache-2.0 license, shall be dually licensed as above, without any additional terms or conditions.