examples

Run Spline examples

1. Make sure the Spline Producer instance is running (see instructions)

2. Download the Spline source code from GitHub and switch to the examples directory

   git clone [email protected]:AbsaOSS/spline-spark-agent.git
   cd spline-spark-agent
   mvn install -DskipTests
   cd examples

Python (PySpark)

1. Execute pyspark with a Spline Spark Agent Bundle corresponding to the Spark and Scala versions in use:

     pyspark \
       --packages za.co.absa.spline.agent.spark:spark-3.1-spline-agent-bundle_2.12:0.6.1 \
       --conf spark.sql.queryExecutionListeners=za.co.absa.spline.harvester.listener.SplineQueryExecutionListener \
       --conf spark.spline.producer.url=http://localhost:8080/producer

   In this example we used a so-called codeless initialization method, e.i. the one that requires no changes in your Spark application code.

   Alternatively you can enable Spline manually by calling the SparkLineageInitializer.enableLineageTracking() method. See python_example.py

2. Execute your PySpark code as normal.

Spark Shell

Same as pyspark example above, but use spark-shell command instead.

Scala / Java

Build the project

# to build it with the default Spark version, simply run
mvn install

# or, if you want to specify a concrete Spark version from the 3.x series (i.e. `3.0`, `3.1` etc.)
mvn install -Pspark-3.1

# or, if you want to specify a concrete Spark version from the 2.x series (`2.2`, `2.3`, `2.4` only)
# 1. switch the project to Scala 2.11 mode
mvn scala-cross-build:change-version -Pscala-2.11
# 2. then run Maven build with the `-Pspark-xxx` profile as above
mvn install -Pspark-2.4

Run the examples

# Execute all available examples
./run.sh --all -Dspline.producer.url=http://localhost:8080/producer

# Execute individual example class
./run.sh -Dspline.producer.url=http://localhost:8080/producer za.co.absa.spline.example.XXX

To add JVM options

./run.sh -jvm_opt1=xxx -jvm_opt2=yyy ... class.to.run.ClassName
# or, if you run all examples, the '--all' argument should go first.
./run.sh --all -jvm_opt1=xxx -jvm_opt2=yyy ...

Examples source code

• Scala
• Java
• Python
• Shell script - custom, non-Spark example, using REST API

Run Spline examples using docker image

Recommended docker settings: cpu=2, memory=4096M

docker run --rm -e "SPLINE_PRODUCER_URL=http://localhost:8080/producer" absaoss/spline-spark-agent

Available environment variables:

Variable name	Description
SPLINE_PRODUCER_URL	Spline Producer REST API endpoint URL
SPLINE_MODE	(see Spline mode)
DISABLE_SSL_VALIDATION	If true, disables validation of the server SSL certificate in the HttpLineageDispatcher
HTTP_PROXY_HOST	(see Java Networking and Proxies)
HTTP_PROXY_PORT	(see Java Networking and Proxies)
HTTP_NON_PROXY_HOSTS	(see Java Networking and Proxies)

(The default values can be seen in the respective Dockerfile)

---

Copyright 2019 ABSA Group Limited

Licensed under the Apache License, Version 2.0 (the "License");
you may not use this file except in compliance with the License.
You may obtain a copy of the License at

    http://www.apache.org/licenses/LICENSE-2.0

Unless required by applicable law or agreed to in writing, software
distributed under the License is distributed on an "AS IS" BASIS,
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
See the License for the specific language governing permissions and
limitations under the License.