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Merge pull request #11356 from NVIDIA/merge-branch-24.08-to-main
Merge branch-24.08 into main
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‎CHANGELOG.md

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# Change log
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Generated on 2024-08-16
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Generated on 2024-08-18
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## Release 24.08
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### PRs
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|||
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|:---|:---|
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|[#11353](https://github.com/NVIDIA/spark-rapids/pull/11353)|Update download doc for v24.08.1 [skip ci]|
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|[#11352](https://github.com/NVIDIA/spark-rapids/pull/11352)|Update version to 24.08.1-SNAPSHOT [skip ci]|
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|[#11335](https://github.com/NVIDIA/spark-rapids/pull/11335)|Fix Delta Lake truncation of min/max string values|
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|[#11304](https://github.com/NVIDIA/spark-rapids/pull/11304)|Update changelog for v24.08.0 release [skip ci]|
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|[#11303](https://github.com/NVIDIA/spark-rapids/pull/11303)|Update rapids JNI and private dependency to 24.08.0|

‎CONTRIBUTING.md

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@@ -127,15 +127,15 @@ mvn -pl dist -PnoSnapshots package -DskipTests
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Verify that shim-specific classes are hidden from a conventional classloader.
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```bash
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$ javap -cp dist/target/rapids-4-spark_2.12-24.08.0-cuda11.jar com.nvidia.spark.rapids.shims.SparkShimImpl
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$ javap -cp dist/target/rapids-4-spark_2.12-24.08.1-cuda11.jar com.nvidia.spark.rapids.shims.SparkShimImpl
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Error: class not found: com.nvidia.spark.rapids.shims.SparkShimImpl
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```
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However, its bytecode can be loaded if prefixed with `spark3XY` not contained in the package name
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```bash
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$ javap -cp dist/target/rapids-4-spark_2.12-24.08.0-cuda11.jar spark320.com.nvidia.spark.rapids.shims.SparkShimImpl | head -2
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Warning: File dist/target/rapids-4-spark_2.12-24.08.0-cuda11.jar(/spark320/com/nvidia/spark/rapids/shims/SparkShimImpl.class) does not contain class spark320.com.nvidia.spark.rapids.shims.SparkShimImpl
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$ javap -cp dist/target/rapids-4-spark_2.12-24.08.1-cuda11.jar spark320.com.nvidia.spark.rapids.shims.SparkShimImpl | head -2
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Warning: File dist/target/rapids-4-spark_2.12-24.08.1-cuda11.jar(/spark320/com/nvidia/spark/rapids/shims/SparkShimImpl.class) does not contain class spark320.com.nvidia.spark.rapids.shims.SparkShimImpl
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Compiled from "SparkShims.scala"
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public final class com.nvidia.spark.rapids.shims.SparkShimImpl {
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```
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Verify `com.nvidia.spark.rapids.shims.SparkShimImpl` is conventionally loadable:
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```bash
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$ javap -cp dist/target/rapids-4-spark_2.12-24.08.0-cuda11.jar com.nvidia.spark.rapids.shims.SparkShimImpl | head -2
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$ javap -cp dist/target/rapids-4-spark_2.12-24.08.1-cuda11.jar com.nvidia.spark.rapids.shims.SparkShimImpl | head -2
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Compiled from "SparkShims.scala"
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public final class com.nvidia.spark.rapids.shims.SparkShimImpl {
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```

‎README.md

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<dependency>
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<groupId>com.nvidia</groupId>
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<artifactId>rapids-4-spark_2.12</artifactId>
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<version>24.08.0</version>
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<version>24.08.1</version>
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<scope>provided</scope>
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</dependency>
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```

‎aggregator/pom.xml

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<parent>
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<groupId>com.nvidia</groupId>
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<artifactId>rapids-4-spark-jdk-profiles_2.12</artifactId>
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<version>24.08.0</version>
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<version>24.08.1</version>
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<relativePath>../jdk-profiles/pom.xml</relativePath>
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</parent>
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<artifactId>rapids-4-spark-aggregator_2.12</artifactId>
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<name>RAPIDS Accelerator for Apache Spark Aggregator</name>
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<description>Creates an aggregated shaded package of the RAPIDS plugin for Apache Spark</description>
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<version>24.08.0</version>
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<version>24.08.1</version>
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<properties>
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<rapids.module>aggregator</rapids.module>

‎api_validation/pom.xml

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<parent>
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<groupId>com.nvidia</groupId>
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<artifactId>rapids-4-spark-shim-deps-parent_2.12</artifactId>
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<version>24.08.0</version>
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<version>24.08.1</version>
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<relativePath>../shim-deps/pom.xml</relativePath>
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</parent>
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<artifactId>rapids-4-spark-api-validation_2.12</artifactId>
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<version>24.08.0</version>
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<version>24.08.1</version>
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<properties>
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<rapids.module>api_validation</rapids.module>

‎datagen/README.md

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After this the jar should be at
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`target/datagen_2.12-$PLUGIN_VERSION-spark$SPARK_VERSION.jar`
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for example a Spark 3.3.0 jar for the 24.08.0 release would be
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`target/datagen_2.12-24.08.0-spark330.jar`
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for example a Spark 3.3.0 jar for the 24.08.1 release would be
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`target/datagen_2.12-24.08.1-spark330.jar`
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To get a spark shell with this you can run
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```shell
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spark-shell --jars target/datagen_2.12-24.08.0-spark330.jar
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spark-shell --jars target/datagen_2.12-24.08.1-spark330.jar
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```
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After that you should be good to go.

‎datagen/ScaleTest.md

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--conf spark.sql.parquet.datetimeRebaseModeInWrite=CORRECTED \
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--class com.nvidia.rapids.tests.scaletest.ScaleTestDataGen \ # the main class
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--jars $SPARK_HOME/examples/jars/scopt_2.12-3.7.1.jar \ # one dependency jar just shipped with Spark under $SPARK_HOME
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./target/datagen_2.12-24.08.0-spark332.jar \
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./target/datagen_2.12-24.08.1-spark332.jar \
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1 \
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10 \
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parquet \

‎datagen/pom.xml

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<parent>
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<groupId>com.nvidia</groupId>
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<artifactId>rapids-4-spark-shim-deps-parent_2.12</artifactId>
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<version>24.08.0</version>
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<version>24.08.1</version>
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<relativePath>../shim-deps/pom.xml</relativePath>
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</parent>
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<artifactId>datagen_2.12</artifactId>
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<name>Data Generator</name>
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<description>Tools for generating large amounts of data</description>
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<version>24.08.0</version>
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<version>24.08.1</version>
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<properties>
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<rapids.module>datagen</rapids.module>
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<target.classifier/>

‎delta-lake/delta-20x/pom.xml

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<parent>
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<groupId>com.nvidia</groupId>
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<artifactId>rapids-4-spark-jdk-profiles_2.12</artifactId>
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<version>24.08.0</version>
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<version>24.08.1</version>
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<relativePath>../../jdk-profiles/pom.xml</relativePath>
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</parent>
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<artifactId>rapids-4-spark-delta-20x_2.12</artifactId>
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<name>RAPIDS Accelerator for Apache Spark Delta Lake 2.0.x Support</name>
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<description>Delta Lake 2.0.x support for the RAPIDS Accelerator for Apache Spark</description>
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<version>24.08.0</version>
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<version>24.08.1</version>
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<properties>
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<rapids.module>../delta-lake/delta-20x</rapids.module>

‎delta-lake/delta-21x/pom.xml

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<parent>
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<groupId>com.nvidia</groupId>
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<artifactId>rapids-4-spark-jdk-profiles_2.12</artifactId>
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<version>24.08.0</version>
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<version>24.08.1</version>
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<relativePath>../../jdk-profiles/pom.xml</relativePath>
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</parent>
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<artifactId>rapids-4-spark-delta-21x_2.12</artifactId>
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<name>RAPIDS Accelerator for Apache Spark Delta Lake 2.1.x Support</name>
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<description>Delta Lake 2.1.x support for the RAPIDS Accelerator for Apache Spark</description>
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<version>24.08.0</version>
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<version>24.08.1</version>
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<properties>
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<rapids.module>../delta-lake/delta-21x</rapids.module>

‎delta-lake/delta-22x/pom.xml

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<parent>
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<groupId>com.nvidia</groupId>
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<artifactId>rapids-4-spark-jdk-profiles_2.12</artifactId>
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<version>24.08.0</version>
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<version>24.08.1</version>
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<relativePath>../../jdk-profiles/pom.xml</relativePath>
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</parent>
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<artifactId>rapids-4-spark-delta-22x_2.12</artifactId>
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<name>RAPIDS Accelerator for Apache Spark Delta Lake 2.2.x Support</name>
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<description>Delta Lake 2.2.x support for the RAPIDS Accelerator for Apache Spark</description>
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<version>24.08.0</version>
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<version>24.08.1</version>
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<properties>
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<rapids.module>../delta-lake/delta-22x</rapids.module>

‎delta-lake/delta-23x/pom.xml

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<parent>
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<groupId>com.nvidia</groupId>
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<artifactId>rapids-4-spark-parent_2.12</artifactId>
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<version>24.08.0</version>
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<version>24.08.1</version>
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<relativePath>../../pom.xml</relativePath>
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</parent>
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<artifactId>rapids-4-spark-delta-23x_2.12</artifactId>
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<name>RAPIDS Accelerator for Apache Spark Delta Lake 2.3.x Support</name>
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<description>Delta Lake 2.3.x support for the RAPIDS Accelerator for Apache Spark</description>
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<version>24.08.0</version>
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<version>24.08.1</version>
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<properties>
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<rapids.module>../delta-lake/delta-23x</rapids.module>

‎delta-lake/delta-24x/pom.xml

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<parent>
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<groupId>com.nvidia</groupId>
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<artifactId>rapids-4-spark-jdk-profiles_2.12</artifactId>
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<version>24.08.0</version>
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<version>24.08.1</version>
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<relativePath>../../jdk-profiles/pom.xml</relativePath>
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</parent>
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<artifactId>rapids-4-spark-delta-24x_2.12</artifactId>
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<name>RAPIDS Accelerator for Apache Spark Delta Lake 2.4.x Support</name>
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<description>Delta Lake 2.4.x support for the RAPIDS Accelerator for Apache Spark</description>
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<version>24.08.0</version>
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<version>24.08.1</version>
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<properties>
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<rapids.module>../delta-lake/delta-24x</rapids.module>

‎delta-lake/delta-spark330db/pom.xml

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<parent>
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<groupId>com.nvidia</groupId>
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<artifactId>rapids-4-spark-jdk-profiles_2.12</artifactId>
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<version>24.08.0</version>
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<version>24.08.1</version>
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<relativePath>../../jdk-profiles/pom.xml</relativePath>
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</parent>
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<artifactId>rapids-4-spark-delta-spark330db_2.12</artifactId>
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<name>RAPIDS Accelerator for Apache Spark Databricks 11.3 Delta Lake Support</name>
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<description>Databricks 11.3 Delta Lake support for the RAPIDS Accelerator for Apache Spark</description>
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<version>24.08.0</version>
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<version>24.08.1</version>
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<properties>
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<rapids.module>../delta-lake/delta-spark330db</rapids.module>

‎delta-lake/delta-spark332db/pom.xml

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<parent>
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<groupId>com.nvidia</groupId>
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<artifactId>rapids-4-spark-jdk-profiles_2.12</artifactId>
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<version>24.08.0</version>
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<version>24.08.1</version>
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<relativePath>../../jdk-profiles/pom.xml</relativePath>
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</parent>
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<artifactId>rapids-4-spark-delta-spark332db_2.12</artifactId>
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<name>RAPIDS Accelerator for Apache Spark Databricks 12.2 Delta Lake Support</name>
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<description>Databricks 12.2 Delta Lake support for the RAPIDS Accelerator for Apache Spark</description>
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<version>24.08.0</version>
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<version>24.08.1</version>
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<properties>
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<rapids.module>../delta-lake/delta-spark332db</rapids.module>

‎delta-lake/delta-spark341db/pom.xml

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<parent>
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<groupId>com.nvidia</groupId>
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<artifactId>rapids-4-spark-jdk-profiles_2.12</artifactId>
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<version>24.08.0</version>
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<version>24.08.1</version>
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<relativePath>../../jdk-profiles/pom.xml</relativePath>
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</parent>
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<artifactId>rapids-4-spark-delta-spark341db_2.12</artifactId>
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<name>RAPIDS Accelerator for Apache Spark Databricks 13.3 Delta Lake Support</name>
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<description>Databricks 13.3 Delta Lake support for the RAPIDS Accelerator for Apache Spark</description>
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<version>24.08.0</version>
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<version>24.08.1</version>
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<properties>
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<rapids.compressed.artifact>false</rapids.compressed.artifact>

‎delta-lake/delta-stub/pom.xml

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<parent>
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<groupId>com.nvidia</groupId>
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<artifactId>rapids-4-spark-jdk-profiles_2.12</artifactId>
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<version>24.08.0</version>
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<version>24.08.1</version>
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<relativePath>../../jdk-profiles/pom.xml</relativePath>
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</parent>
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<artifactId>rapids-4-spark-delta-stub_2.12</artifactId>
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<name>RAPIDS Accelerator for Apache Spark Delta Lake Stub</name>
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<description>Delta Lake stub for the RAPIDS Accelerator for Apache Spark</description>
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<version>24.08.0</version>
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<version>24.08.1</version>
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<properties>
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<rapids.module>../delta-lake/delta-stub</rapids.module>

‎dist/pom.xml

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<parent>
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<groupId>com.nvidia</groupId>
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<artifactId>rapids-4-spark-jdk-profiles_2.12</artifactId>
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<version>24.08.0</version>
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<version>24.08.1</version>
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<relativePath>../jdk-profiles/pom.xml</relativePath>
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</parent>
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<artifactId>rapids-4-spark_2.12</artifactId>
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<name>RAPIDS Accelerator for Apache Spark Distribution</name>
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<description>Creates the distribution package of the RAPIDS plugin for Apache Spark</description>
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<version>24.08.0</version>
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<version>24.08.1</version>
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<dependencies>
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<dependency>
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<groupId>com.nvidia</groupId>

‎docs/configs.md

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On startup use: `--conf [conf key]=[conf value]`. For example:
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```
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${SPARK_HOME}/bin/spark-shell --jars rapids-4-spark_2.12-24.08.0-cuda11.jar \
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${SPARK_HOME}/bin/spark-shell --jars rapids-4-spark_2.12-24.08.1-cuda11.jar \
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--conf spark.plugins=com.nvidia.spark.SQLPlugin \
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--conf spark.rapids.sql.concurrentGpuTasks=2
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```

‎docs/dev/shims.md

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Spark 3.0.2's URLs:
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```text
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jar:file:/home/spark/rapids-4-spark_2.12-24.08.0.jar!/
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jar:file:/home/spark/rapids-4-spark_2.12-24.08.0.jar!/spark-shared/
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jar:file:/home/spark/rapids-4-spark_2.12-24.08.0.jar!/spark302/
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jar:file:/home/spark/rapids-4-spark_2.12-24.08.1.jar!/
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jar:file:/home/spark/rapids-4-spark_2.12-24.08.1.jar!/spark-shared/
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jar:file:/home/spark/rapids-4-spark_2.12-24.08.1.jar!/spark302/
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```
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Spark 3.2.0's URLs :
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```text
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jar:file:/home/spark/rapids-4-spark_2.12-24.08.0.jar!/
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jar:file:/home/spark/rapids-4-spark_2.12-24.08.0.jar!/spark-shared/
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jar:file:/home/spark/rapids-4-spark_2.12-24.08.0.jar!/spark320/
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jar:file:/home/spark/rapids-4-spark_2.12-24.08.1.jar!/
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jar:file:/home/spark/rapids-4-spark_2.12-24.08.1.jar!/spark-shared/
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jar:file:/home/spark/rapids-4-spark_2.12-24.08.1.jar!/spark320/
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```
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### Late Inheritance in Public Classes

‎docs/download.md

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that uses the RAPIDS Accelerator For Apache Spark. See the [getting-started
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guide](https://docs.nvidia.com/spark-rapids/user-guide/latest/getting-started/overview.html) for more details.
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## Release v24.08.0
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## Release v24.08.1
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### Hardware Requirements:
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The plugin is tested on the following architectures:
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### RAPIDS Accelerator's Support Policy for Apache Spark
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The RAPIDS Accelerator maintains support for Apache Spark versions available for download from [Apache Spark](https://spark.apache.org/downloads.html)
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### Download RAPIDS Accelerator for Apache Spark v24.08.0
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### Download RAPIDS Accelerator for Apache Spark v24.08.1
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| Processor | Scala Version | Download Jar | Download Signature |
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|-----------|---------------|--------------|--------------------|
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| x86_64 | Scala 2.12 | [RAPIDS Accelerator v24.08.0](https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.12/24.08.0/rapids-4-spark_2.12-24.08.0.jar) | [Signature](https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.12/24.08.0/rapids-4-spark_2.12-24.08.0.jar.asc) |
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| x86_64 | Scala 2.13 | [RAPIDS Accelerator v24.08.0](https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.13/24.08.0/rapids-4-spark_2.13-24.08.0.jar) | [Signature](https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.13/24.08.0/rapids-4-spark_2.13-24.08.0.jar.asc) |
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| arm64 | Scala 2.12 | [RAPIDS Accelerator v24.08.0](https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.12/24.08.0/rapids-4-spark_2.12-24.08.0-cuda11-arm64.jar) | [Signature](https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.12/24.08.0/rapids-4-spark_2.12-24.08.0-cuda11-arm64.jar.asc) |
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| arm64 | Scala 2.13 | [RAPIDS Accelerator v24.08.0](https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.13/24.08.0/rapids-4-spark_2.13-24.08.0-cuda11-arm64.jar) | [Signature](https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.13/24.08.0/rapids-4-spark_2.13-24.08.0-cuda11-arm64.jar.asc) |
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| x86_64 | Scala 2.12 | [RAPIDS Accelerator v24.08.1](https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.12/24.08.1/rapids-4-spark_2.12-24.08.1.jar) | [Signature](https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.12/24.08.1/rapids-4-spark_2.12-24.08.1.jar.asc) |
76+
| x86_64 | Scala 2.13 | [RAPIDS Accelerator v24.08.1](https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.13/24.08.1/rapids-4-spark_2.13-24.08.1.jar) | [Signature](https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.13/24.08.1/rapids-4-spark_2.13-24.08.1.jar.asc) |
77+
| arm64 | Scala 2.12 | [RAPIDS Accelerator v24.08.1](https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.12/24.08.1/rapids-4-spark_2.12-24.08.1-cuda11-arm64.jar) | [Signature](https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.12/24.08.1/rapids-4-spark_2.12-24.08.1-cuda11-arm64.jar.asc) |
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| arm64 | Scala 2.13 | [RAPIDS Accelerator v24.08.1](https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.13/24.08.1/rapids-4-spark_2.13-24.08.1-cuda11-arm64.jar) | [Signature](https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.13/24.08.1/rapids-4-spark_2.13-24.08.1-cuda11-arm64.jar.asc) |
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This package is built against CUDA 11.8. It is tested on V100, T4, A10, A100, L4 and H100 GPUs with
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CUDA 11.8 through CUDA 12.0.
@@ -84,9 +84,9 @@ CUDA 11.8 through CUDA 12.0.
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* Download the [PUB_KEY](https://keys.openpgp.org/[email protected]).
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* Import the public key: `gpg --import PUB_KEY`
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* Verify the signature for Scala 2.12 jar:
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`gpg --verify rapids-4-spark_2.12-24.08.0.jar.asc rapids-4-spark_2.12-24.08.0.jar`
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`gpg --verify rapids-4-spark_2.12-24.08.1.jar.asc rapids-4-spark_2.12-24.08.1.jar`
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* Verify the signature for Scala 2.13 jar:
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`gpg --verify rapids-4-spark_2.13-24.08.0.jar.asc rapids-4-spark_2.13-24.08.0.jar`
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`gpg --verify rapids-4-spark_2.13-24.08.1.jar.asc rapids-4-spark_2.13-24.08.1.jar`
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The output of signature verify:
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‎integration_tests/README.md

+3-3
Original file line numberDiff line numberDiff line change
@@ -263,7 +263,7 @@ individually, so you don't risk running unit tests along with the integration te
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http://www.scalatest.org/user_guide/using_the_scalatest_shell
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```shell
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spark-shell --jars rapids-4-spark-tests_2.12-24.08.0-tests.jar,rapids-4-spark-integration-tests_2.12-24.08.0-tests.jar,scalatest_2.12-3.0.5.jar,scalactic_2.12-3.0.5.jar
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spark-shell --jars rapids-4-spark-tests_2.12-24.08.1-tests.jar,rapids-4-spark-integration-tests_2.12-24.08.1-tests.jar,scalatest_2.12-3.0.5.jar,scalactic_2.12-3.0.5.jar
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```
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First you import the `scalatest_shell` and tell the tests where they can find the test files you
@@ -286,7 +286,7 @@ If you just want to verify the SQL replacement is working you will need to add t
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assumes CUDA 11.0 is being used and the Spark distribution is built with Scala 2.12.
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```
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$SPARK_HOME/bin/spark-submit --jars "rapids-4-spark_2.12-24.08.0-cuda11.jar" ./runtests.py
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$SPARK_HOME/bin/spark-submit --jars "rapids-4-spark_2.12-24.08.1-cuda11.jar" ./runtests.py
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```
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You don't have to enable the plugin for this to work, the test framework will do that for you.
@@ -443,7 +443,7 @@ To run cudf_udf tests, need following configuration changes:
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As an example, here is the `spark-submit` command with the cudf_udf parameter on CUDA 11.0:
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```
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$SPARK_HOME/bin/spark-submit --jars "rapids-4-spark_2.12-24.08.0-cuda11.jar,rapids-4-spark-tests_2.12-24.08.0.jar" --conf spark.rapids.memory.gpu.allocFraction=0.3 --conf spark.rapids.python.memory.gpu.allocFraction=0.3 --conf spark.rapids.python.concurrentPythonWorkers=2 --py-files "rapids-4-spark_2.12-24.08.0-cuda11.jar" --conf spark.executorEnv.PYTHONPATH="rapids-4-spark_2.12-24.08.0-cuda11.jar" ./runtests.py --cudf_udf
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$SPARK_HOME/bin/spark-submit --jars "rapids-4-spark_2.12-24.08.1-cuda11.jar,rapids-4-spark-tests_2.12-24.08.1.jar" --conf spark.rapids.memory.gpu.allocFraction=0.3 --conf spark.rapids.python.memory.gpu.allocFraction=0.3 --conf spark.rapids.python.concurrentPythonWorkers=2 --py-files "rapids-4-spark_2.12-24.08.1-cuda11.jar" --conf spark.executorEnv.PYTHONPATH="rapids-4-spark_2.12-24.08.1-cuda11.jar" ./runtests.py --cudf_udf
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```
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### Enabling fuzz tests

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