Awesome
spark-k8s
CI setup to generate Spark Docker images meant for running in Kubernetes sset-up.
The current set-up builds for the following Spark versions with Kubernetes on Debian:
3.3.0
3.2.2
3.1.3
3.4.1
3.5.1
Notes
(R builds are temporarily suspended due to keyserver issues at current time.)
Build image for Spark 3.4.1/3.5.1 is Ubuntu based because openjdk is deprecated and
going forward the official Spark repository uses eclipse-temurin:<java>-jre-focal
where slim variants of jre images are not available at the moment.
All the build images with Spark before v3.4.0 are Debian based as the official
Spark repository now uses openjdk:<java>-jre-slim-buster
as the base image
for Kubernetes build. Because currently the official Dockerfiles do not pin
the Debian distribution, they are incorrectly using the latest Debian bullseye
,
which does not have support for Python 2, and its Python 3.9 do not work well
with PySpark.
Hence some Dockerfile overrides are in-place to make sure that Spark 2 builds can still work.
Because of the fast-changing nature of the Spark repository, this set-up might
contain inevitable breaking changes. As such, the build Docker images are
additionally tagged with this repository distribution tag version as prefix,
such as v3_3.3.0_hadoop-3.3.2_scala-2.12_java_11
.
The older distribution tag version will separately go into a different Git branch for clarity.
For details on the distribution versions, check CHANGELOG.md.
Test Self-Build
For quick testing of local build, you should do the following commands:
export IMAGE_NAME=spark-k8s
export SELF_VERSION="v4"
export SCALA_VERSION="2.12"
export SPARK_VERSION="3.5.1"
export HADOOP_VERSION="3.3.6"
export JAVA_VERSION="17"
export WITH_HIVE="true"
export WITH_PYSPARK="true"
bash make-distribution.sh
# Alternatively, just run ./build.sh, which contains the above commands
./build.sh
How to Apply Template
For Linux user, you can download Tera CLI v0.4 at
https://github.com/guangie88/tera-cli/releases and place it in PATH
.
Otherwise, you will need cargo
, which can be installed via
rustup.
Once cargo
is installed, simply run cargo install tera-cli --version=^0.4.0
.
Always make changes in templates/ci.yml.tmpl
since the template will be
applied onto .github/workflows/ci.yml
.
Run templates/apply-vars.sh
to apply the template once tera-cli
has been
installed.