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docker-spark-rapids's Introduction

Spark-Rapids Docker

Build image

Prepare files

  • Download Spark from here
  • Download spark-rapids from here
  • Base image: nvidia/cuda:12.2.2-base-ubuntu22.04

Build

docker build -t <name>:<version> .

Run

docker run --gpus all --rm -it  --shm-size=1g --ulimit memlock=-1 --ulimit stack=67108864  <name>:<version>

Run spark in docker container

Run with Local Mode

$SPARK_HOME/bin/spark-shell \
       --master local \
       --num-executors 1 \
       --conf spark.executor.cores=1 \
       --conf spark.rapids.sql.concurrentGpuTasks=1 \
       --driver-memory 10g \
       --conf spark.rapids.memory.pinnedPool.size=2G \
       --conf spark.sql.files.maxPartitionBytes=512m \
       --conf spark.plugins=com.nvidia.spark.SQLPlugin \
       --jars ${SPARK_RAPIDS_PLUGIN_JAR}

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