Run cached commands in your modular monorepo.
Project description
Qik
Qik (quick) is a cached command runner primarily for Python monorepos. Like make, but with hash-based caching and advanced dependencies such as globs, imports, external packages, and more.
Qik's command caching ensures you never do redundant work. Parametrize commands across modules, watch and re-run them reactively, or filter commands since a git hash. Qik can dramatically improve CI and development time.
Although qik has special functionality with Python projects, any git-based repo can use qik as a command runner.
Read the qik docs here or this blog post on why I built Qik.
Installation
pip install qik
For local development, we recommend installing most optional dependencies with:
pip install "qik[dev]"
Qik is compatible with Python 3.10 - 3.12, Linux, OSX, and WSL. It requires git.
Quick Start
File and Glob Dependencies
Here we use the pip-compile
executable from pip-tools to lock PyPI distributions. Create qik.toml
with the following:
[commands.lock]
exec = "pip-compile > requirements.txt"
deps = ["requirements.in"]
cache = "repo"
Running qik lock
executes pip-compile > requirements.txt
. Results are cached in your repo until requirements.in
changes.
Distribution Dependencies
Change deps
to re-run this command if we upgrade pip-tools
:
deps = ["requirements.in", {type = "dist", name = "pip-tools"}]
Installing a different version of pip-tools
will break the command cache.
Modular Commands
Parametrize commands over modules, for example, running the ruff code formatter:
modules = ["a_module", "b_module", "c_module"]
[commands.format]
exec = "ruff format {module.dir}"
deps = ["{module.dir}/**.py"]
cache = "repo"
Running qik format
will parametrize ruff format
in parallel over all available threads and configured modules. Use -n
to adjust the number of threads and -m
to supply modules:
qik format -n 2 -m b_module -m c_module
Module Dependencies
Some commands, such as pyright type checking, should re-run whenever module files, imported code, or third-party dependencies change:
modules = ["a_module", "b_module", "c_module"]
plugins = ["qik.graph"]
[commands.check-types]
exec = "pyright {module.dir}"
deps = [{type = "module", name = "{module.name}"}]
cache = "repo"
Running qik check-types
will parametrize pyright
over all modules. Modular commands will be cached unless the module's files or dependencies change.
We use the qik.graph
plugin, which provides commands that are automatically used for building and analyzing the import graph.
Command Dependencies
Command dependencies help order execution. For example, change deps
of command.check-types
to run type checking only after code has been successfully formatted:
deps = [
{type = "module", name = "{module.name}"},
{type = "command", name = "format"}
]
Caching
We've shown examples of the repo
cache, which stores metadata of the most recent runs in the repo. Qik also offers local and remote caches. To use a remote cache, define command artifacts
. For example, the lock
command generates a requirements.txt
file:
[commands.lock]
exec = "pip-compile > requirements.txt"
deps = ["requirements.in"]
artifacts = ["requirements.txt"]
cache = "s3"
Above we're using the AWS S3 cache. See this section for a deep dive on how caching works, along with how to configure remote caching.
Command Line Interface
The core CLI functionality is as follows:
qik
to run all commands.qik <cmd_name> <cmd_name>
to run specific commands.--watch
to reactively run selected commands.--since
to select commands based on changes since a git reference.-f
to run without the cache.-m
to run against specific modules.-n
to set the number of threads.--ls
to list commands instead of running them.
See the command runner section for other advanced options, such as selecting commands based on cache status and setting the default context profile.
Next Steps
Read the following guide to become a qik expert:
- Commands: Configuring and running commands. Learn about all the dependencies, selectors, and runtime behavior.
- Context: Using environment-based context and runtime profiles.
- Caching: How caching works and how to configure all cache types, including S3.
- CI/CD: Patterns for optimizing CI/CD time.
After this, read the:
- Cookbook for command and CLI snippets.
- Roadmap for all the exciting upcoming features.
- Blog for updates, how-tos, and other articles.
Disclaimer
Qik is currently in beta. Bumping the minor version (e.g. 0.1.0
to 0.2.0
) will indicate an API break until we release version 1.0.0
.
Be diligent when using qik in your CI/CD. We recommend including a global dependency in your commands to regularly break the cache. We also recommend understanding how the import graph is built when using module dependencies.
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