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Testing reproducible builds for the conda ecosystem (using rattler-build)

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prefix-dev/reproducible-builds

Are we reproducible yet?

License Project Chat

🏁🏁 Build Status 🏁🏁

You can view the current build status for the different packages here.

Introduction

This project aims to see if we can create reproducible builds for a variety of software packages. The project is based on definitions of the Reproducible Builds project. It uses The Rattler Build project, to build Conda packages. This repository has CI setup to build packages for the latests: windows, linux and osx platforms. It then tries to vary the build environment to see if the build is reproducible.

What is a reproducible build?

We want to create a build process that reproduces bit-for-bit identical packages when run from the same build environment, while allowing for minor variations in the build environment. Mainly to test said reproducibility.

How do we validate reproducibility?

We validate that rattler-build is a reproducible build tool by ensuring that it can recreate identical packages given the same recipe and build environment. We verify this by comparing the SHA256 hash of the original build and the rebuild. If the hashes differ, we inspect the packages with diffoscope to identify the differences. Common issues affecting reproducibility include unsorted files, differing archive timestamps, and reset script permissions during the archiving step.

Platform variations

The following variations are tested (per platform):

  • Linux: Locale, timezone
  • OSX: Locale, timezone
  • Windows: None yet (TODO). Open to suggestions!

This is similar to what other projects in the Reproducible Builds project do, but for Conda packages. If you have any more suggestions for variations, please let us know!

Getting Started πŸš€

This project uses pixi for project management.

Prerequisite

Complete the following steps only once:

  1. Install Pixi by following the instructions on https://prefix.dev/
  2. For building of local rattler-build versions install rust. We might include this in the pixi configuration in the future.
  3. Clone the repository and navigate to the root directory:
    git clone https://github.com/prefix-dev/reproducible-builds # or ssh
    cd reproducible-builds

Ensure that all subsequent commands are executed in the project's root directory. When running the commands, the necessary environment will be set up automatically.

Quick Start

To see if the project is setup correctly, run the following command:

# Build/Rebuild the boltons package
pixi r reproduce boltons
# .. rattler-build output ..
# ...πŸ•’πŸ•’πŸ•’πŸ•’πŸ•’
# ... a while later ...
Done: 'boltons'
Verifying if rebuilds are reproducible...
                                       Build Info
┏━━━━━━━━━━┳━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓
┃ Platform ┃ Version ┃ Rattler Build Hash                                               ┃
┑━━━━━━━━━━╇━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩
β”‚ darwin   β”‚ 22.3.0  β”‚ 1c47eafc2fbd6bc6d8d629b40c4d2950e7de35a3f26712dd5d4eeba26dd33aba β”‚
β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”΄β”€β”€β”€β”€β”€β”€β”€β”€β”€β”΄β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜
 Is the Recipe Repro?
┏━━━━━━━━━┳━━━━━━━━━━━┓
┃ Name    ┃ Is Repro? ┃
┑━━━━━━━━━╇━━━━━━━━━━━┩
β”‚ boltons β”‚ Yes       β”‚
β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”΄β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜
# We have now successfully built the boltons package and verified that it is reproducible.

Once this is done we can generate the html page to view the results, similar as to what is shown at Results. To do this run the following command:

pixi r serve-html
✨ Pixi task (serve-html in html): livereload -d ./docs.local/
Serving on http://127.0.0.1:35729

You can now view the html page at http://127.0.1.1:35729. Changes to this page will automatically be picked up.

Configuration

Config.yaml (what recipes to build) βš™οΈ

The config.yaml file contains the configuration for the project. You can add remote or local recipes, that are local to the project or remote repositories. The config also contains the rattler-build version that its using, this way we can depend on unreleased versions. This project automatically sets this up for you.

SQLite Database (stores the build information) πŸ“•

This project uses a Sqlite database to store the build information. The database is created automatically when the project is setup. When running locally a local version of the database is created, this will ensure that you have a clean database to work with. You can also use the --in-memory-sql flag to use an in-memory database, which is useful for testing. E.g pixi run repror --in-memory-sql build-recipe boltons, this will build the boltons recipe in an in-memory database.

Running locally πŸƒβ€β™‚οΈ

This project exposes a Python CLI called repror to interact with the project. We also re-expose the CLI using pixi tasks.

Using the pixi tasks πŸ“‹

Currently the following tasks are available for building/reproducing:

  • reproduce builds and rebuilds a recipe for the current platform.
  • build-recipe <name> to build a recipe.
  • build-recipe-skip same as above but uses the rattler-build defined in the pixi.toml.
  • rebuild-recipe rebuilds the recipe. Requires that it has been built once.
  • rebuild-recipe-skip same as above but uses the rattler-build defined in the pixi.toml.
  • check checks the database which recipes are reproducible. Note, that you can use the --force flag to force a rebuild of the recipe.

Recipe conversion

There is also the following task for converting recipes:

  • convert-recipe that converts a conda-build meta.yaml to a rattler-build recipe.yaml.

HTML generation

A static html page is generated with the results of the builds, this can be found in the docs folder. to create the html page run the following task:

  • generate-html to generate the html page, from your local database.
  • serve-html to serve the html page. This will generate the html page first. There are additional -prod tasks that work on the production data, e.g. generate-html-prod.

Testing

Testing the repository can be done by running the following task:

  • test to run the pytests.

Using the Python CLI directly 🐍

Sometimes, the tasks do not cover the full functionality of the CLI. In such cases, you can use the CLI directly. Make sure that the environment has been installed using pixi install or by running one of the tasks. To use the CLI directly, run the following command:

Use `pixi r repror`

This should give you some --help on how to use the CLI.

Running on CI 🌎

The project is setup to run on CI, and will build the recipes for the different platforms.

Caching strategy

If the recipe has been built and reproduced it will only be built again if the rattler-build version or the recipe has been changed. After a successful build, a new index.html will be generated.

CI Steps

The CI has the following stages:

  • setup-rattler-build to install the rattler-build version. Can use a cached version, if it was built before.
  • generate-recipes generates the build matrix recipe/platform, so we know what recipes to build.
  • build-and-rebuld-recipe builds and rebuilds the recipes per platform. This step is cached.
  • patch-db because the database is a SQLite database we cannot update per job, so we create metadata files that are patched into the database, the database is pushed to main, this step also generates the index.html file.

Contributing 🀝

Easiest way to contribute is to create a PR with a new recipe, by adding it to the config.yaml file, either through a remote or a local source. This way we can check the reproducibility for this specific recipe. This should also help us find rattler-build changes that we can make to prodoce more reproducible builds.

You can also help us by debugging packages that fail in build or reproducibility, we've tried to make it easy to run the project locally. We know how annoying it can be to wait for CI. Any improvements here are welcome as well!

Licensing Information

This repository contains modified recipe scripts derived from the conda-forge project. As these scripts are based on work from conda-forge, they are subject to the conda-forge BSD-3-Clause license. You can find the license details in the LICENSE_PACKAGES.txt file in this repository.

By using or redistributing the recipes or packages from this repository, you agree to adhere to the terms of the BSD-3-Clause license provided by conda-forge.

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Testing reproducible builds for the conda ecosystem (using rattler-build)

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