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Spark RAPIDS User Guide

Spark RAPIDS User Guide

Table of Contents

Overview

Overview

Qualification Tool

Overview
Quickstart
Output Details
Benchmark Environments

Getting Started

Overview
On-prem Cluster or Local Mode
AWS EMR
Databricks
GCP Dataproc
Dataproc Serverless
GCP Google Kubernetes Engine (GKE)
Azure Synapse Analytics
Kubernetes
Spark Workload Qualification
Oracle Cloud Infrastructure
Spark3 GPU Configuration Guide on Yarn 3.2.1

Tuning

Tuning Guide
AutoTuner Configuration
Best Practices

Profiling Tool

Overview
Quickstart
Output Details

Additional Functionality

RAPIDS Accelerator for Apache Spark ML Library Integration
RAPIDS Shuffle Manager
Apache Iceberg Support
Delta Lake Support
RAPIDS Accelerator File Cache

Appendixes

Frequently Asked Questions
Qualification Tool - Jar Usage
Qualification Tool — Supported Features
Profiling Tool - Jar Usage
Self Profiler
Examples
Previous Releases
Glossary
Contact Us

Previous Releases

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Previous Releases#

Spark RAPIDS User Guide 23.X Releases#

RAPIDS Accelerator for Apache Spark - User Guide 23.12.2
RAPIDS Accelerator for Apache Spark - User Guide 23.12.1
RAPIDS Accelerator for Apache Spark - User Guide 23.12
RAPIDS Accelerator for Apache Spark - User Guide 23.10
RAPIDS Accelerator for Apache Spark - User Guide 23.08

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Examples

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Glossary

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Spark RAPIDS User Guide 23.X Releases

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Last updated on Jan 27, 2026.