Making Apache Spark More Concurrent – NVIDIA Technical Blog News and tutorials for developers, data scientists, and IT admins 2025-03-21T20:30:26Z http://www.open-lab.net/blog/feed/ Rong Ou <![CDATA[Making Apache Spark More Concurrent]]> http://www.open-lab.net/blog/?p=22897 2022-08-21T23:40:51Z 2020-12-18T23:50:30Z Apache Spark provides capabilities to program entire clusters with implicit data parallelism. With Spark 3.0 and the open source RAPIDS Accelerator for Spark,...]]> Apache Spark provides capabilities to program entire clusters with implicit data parallelism. With Spark 3.0 and the open source RAPIDS Accelerator for Spark,...

Apache Spark provides capabilities to program entire clusters with implicit data parallelism. With Spark 3.0 and the open source RAPIDS Accelerator for Spark, these capabilities are extended to GPUs. However, prior to this work, all CUDA operations happen in the default stream, causing implicit synchronization and not taking advantage of concurrency on the GPU. In this post, we look at how to use��

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