We welcome and encourage contributions of all kinds, such as:
- Tickets with issue reports of feature requests
- Documentation improvements
- Code (PR or PR Review)
In addition to submitting new PRs, we have a healthy tradition of community members helping review each other's PRs. Doing so is a great way to help the community as well as get more familiar with Rust and the relevant codebases.
You can find a curated good-first-issue list to help you get started.
Arrow-rs is an open contribution project, and thus there is no particular project imposed deadline for completing any issue or any restriction on who can work on an issue, nor how many people can work on an issue at the same time.
Contributors drive the project forward based on their own priorities and interests and thus you are free to work on any issue that interests you.
If someone is already working on an issue that you want or need but hasn't been able to finish it yet, you should feel free to work on it as well. In general it is both polite and will help avoid unnecessary duplication of work if you leave a note on an issue when you start working on it.
If you want to work on an issue which is not already assigned to someone else
and there are no comment indicating that someone is already working on that
issue then you can assign the issue to yourself by submitting a single word
comment take
. This will assign the issue to yourself. However, if you are
unable to make progress you should unassign the issue by using the unassign me
link at the top of the issue page (and ask for help if are stuck) so that
someone else can get involved in the work.
If you plan to work on a new feature that doesn't have an existing ticket, it is a good idea to open a ticket to discuss the feature. Advanced discussion often helps avoid wasted effort by determining early if the feature is a good fit for Arrow-rs before too much time is invested. It also often helps to discuss your ideas with the community to get feedback on implementation.
Install the Rust tool chain:
https://www.rust-lang.org/tools/install
Also, make sure your Rust tool chain is up-to-date, because we always use the latest stable version of Rust to test this project.
rustup update stable
This is a standard cargo project with workspaces. To build it, you need to have rust
and cargo
:
cargo build
You can also use rust's official docker image:
docker run --rm -v $(pwd):/arrow-rs -it rust /bin/bash -c "cd /arrow-rs && rustup component add rustfmt && cargo build"
The command above assumes that are in the root directory of the project, not in the same directory as this README.md.
You can also compile specific workspaces:
cd arrow && cargo build
Before running tests and examples, it is necessary to set up the local development environment.
The tests rely on test data that is contained in git submodules.
To pull down this data run the following:
git submodule update --init
This populates data in two git submodules:
../parquet-testing/data
(sourced from https://github.com/apache/parquet-testing.git)../testing
(sourced from https://github.com/apache/arrow-testing)
By default, cargo test
will look for these directories at their
standard location. The following environment variables can be used to override the location:
# Optionally specify a different location for test data
export PARQUET_TEST_DATA=$(cd ../parquet-testing/data; pwd)
export ARROW_TEST_DATA=$(cd ../testing/data; pwd)
From here on, this is a pure Rust project and cargo
can be used to run tests, benchmarks, docs and examples as usual.
Run tests using the Rust standard cargo test
command:
# run all unit and integration tests
cargo test
# run tests for the arrow crate
cargo test -p arrow
For some changes, you may want to run additional tests. You can find up-to-date information on the current CI tests in .github/workflows. Here are some examples of additional tests you may want to run:
# run tests for the parquet crate
cargo test -p parquet
# run arrow tests with all features enabled
cargo test -p arrow --all-features
# run the doc tests
cargo test --doc
Our CI uses rustfmt
to check code formatting. Before submitting a
PR be sure to run the following and check for lint issues:
cargo +stable fmt --all -- --check
Note that currently the above will not check all source files in the parquet crate. To check all
parquet files run the following from the top-level arrow-rs
directory:
cargo fmt -p parquet -- --check --config skip_children=true `find ./parquet -name "*.rs" \! -name format.rs`
Our release schedule allows breaking API changes only in major releases.
This means that if your PR has a breaking API change, it should be marked as
api-change
and it will not be merged until development opens for the next
major release. See this ticket for details.
We use clippy
for checking lints during development, and CI runs clippy
checks.
Run the following to check for clippy
lints:
# run clippy with default settings
cargo clippy --workspace --all-targets --all-features -- -D warnings
If you use Visual Studio Code with the rust-analyzer
plugin, you can enable clippy
to run each time you save a file. See https://users.rust-lang.org/t/how-to-use-clippy-in-vs-code-with-rust-analyzer/41881.
One of the concerns with clippy
is that it often produces a lot of false positives, or that some recommendations may hurt readability. We do not have a policy of which lints are ignored, but if you disagree with a clippy
lint, you may disable the lint and briefly justify it.
Search for allow(clippy::
in the codebase to identify lints that are ignored/allowed. We currently prefer ignoring lints on the lowest unit possible.
- If you are introducing a line that returns a lint warning or error, you may disable the lint on that line.
- If you have several lints on a function or module, you may disable the lint on the function or module.
- If a lint is pervasive across multiple modules, you may disable it at the crate level.
Running benchmarks are a good way to test the performance of a change. As benchmarks usually take a long time to run, we recommend running targeted tests instead of the full suite.
# run all benchmarks
cargo bench
# run arrow benchmarks
cargo bench -p arrow
# run benchmark for the parse_time function within the arrow-cast crate
cargo bench -p arrow-cast --bench parse_time
To set the baseline for your benchmarks, use the --save-baseline flag:
git checkout master
cargo bench --bench parse_time -- --save-baseline master
git checkout feature
cargo bench --bench parse_time -- --baseline master
We can use git pre-commit hook to automate various kinds of git pre-commit checking/formatting.
Suppose you are in the root directory of the project.
First check if the file already exists:
ls -l .git/hooks/pre-commit
If the file already exists, to avoid mistakenly overriding, you MAY have to check
the link source or file content. Else if not exist, let's safely soft link pre-commit.sh as file .git/hooks/pre-commit
:
ln -s ../../pre-commit.sh .git/hooks/pre-commit
If sometimes you want to commit without checking, just run git commit
with --no-verify
:
git commit --no-verify -m "... commit message ..."