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Spark 3 with Project Hydrogen
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Classroom Contents
Deep Dive into GPU Support in Apache Spark 3.x - Accelerator-Aware Scheduling and RAPIDS Plugin
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- 1 Intro
- 2 Accelerator-Aware Scheduling
- 3 GPU Scheduling Example
- 4 GPU Discovery Script Example
- 5 GPU Assignments API
- 6 GPU Scheduling UI
- 7 Stage Level Scheduling
- 8 SOL Columnar Processing
- 9 Spark 3 with Project Hydrogen
- 10 Deep Learning Recommendation Machines
- 11 RAPIDS Accelerator for Apache Spark (Plugin)
- 12 Is This a Silver Bullet?
- 13 But It Can Be Amazing
- 14 Spark SOL & DataFrame Compilation Flow
- 15 ETL Technology Stack
- 16 Demo Cluster Setup
- 17 Databricks Demo Results
- 18 T4 Cluster Setup
- 19 RAPIDS Accelerator on AWS
- 20 Spark Shuffle
- 21 Accelerated Shuffle Results
- 22 What's Next
