NVIDIA/spark-rapids — Spark RAPIDS plugin - accelerate Apache Spark with GPUs

Description and use

The NVIDIA Spark RAPIDS plugin integrates GPU acceleration directly into Apache Spark, allowing data‑intensive workloads—such as ETL, SQL queries, and machine‑learning pipelines—to run significantly faster by offloading compatible operations to NVIDIA GPUs. It provides drop‑in compatibility with existing Spark codebases, exposing familiar DataFrame and SQL APIs while handling GPU memory management, serialization, and execution planning under the hood. This open‑source backend extension is ideal for developers seeking high‑performance, scalable analytics on GPU‑enabled clusters.

Problem

NVIDIA/spark-rapids helps convert raw data into searchable, analyzable, or automated pipelines.

Outcome

Medium: useful for prototypes or internal workflows, with dependency and maintenance checks before production.

Workflow

• organize analytics pipelines
• process datasets
• improve reporting workflows

Evidence

Spark RAPIDS plugin - accelerate Apache Spark with GPUs

Source