Die Konferenzen für Java, Architektur- und Software-Innovation

Boosting Performance of Java programs by Running on GPUs and FPGA via TornadoVM

Until the conference starts:
✓ Save up to 270€
✓ Group discount
✓ 5-Day Special
Register now
Bis Konferenzbeginn:
✓ Bis zu 270 € sparen
✓ Kollegenrabatt
✓ 5-Tages-Special
Jetzt anmelden
Thank you for attending
✓ See you in 2023
Danke für Ihre Teilnahme
✓ Wir sehen uns in 2023
Donnerstag, 5. Mai 2022
10:15 - 11:15
Zagrebsaal B

Heterogeneous hardware such as GPUs, multi-core CPUs, and FPGAs are present in almost every computing system today. Programmers can increase the performance of their applications by running certain types of workloads, such as Deep Learning applications, math simulation, or Fintech operations, on heterogeneous hardware. Furthermore, in near the future, more specialized hardware resources will emerge to solve a specialized set of tasks. So, there is no escape. Programmers of current and future computing systems will need to handle execution on heterogeneous computing platforms. But at what cost? Usually, heterogeneous parallel programming is only accessible from low-level programming languages, such as OpenCL, CUDA, SYCL, and onePI. In this talk, we will show TornadoVM, an alternative approach to automatically accelerate Java applications by transparently offloading computation on GPUs, FPGAs, and multi-core CPU systems. We will show how TornadoVM can increase the performance of Java programs of up to 100 times by running on commodity GPUs. Furthermore, we will analyze which types of applications are suitable for acceleration, how developers can benefit from TornadoVM, and discuss how it internally works to achieve this goal.

This Session belongs to the Diese Session gehört zum Programm vom JAXJAX program. Take me to the program of . Hier geht es zum Programm von W-JAX W-JAX .

Take me to the full program of Zum vollständigen Programm von JAX JAX .

This Session Diese Session belongs to the gehört zum Programm von JAXJAX program. Take me to the current program of . Hier geht es zum aktuellen Programm von W-JAX W-JAX or oder JAX JAX .
Alle News der Java-Welt:
Alle News der Java-Welt:

Behind the Tracks

Agile & Culture
Teamwork & Methoden

Data Access & Machine Learning
Speicherung, Processing & mehr

Clouds, Kubernets & Serverless
Alles rund um Cloud

Core Java & JVM Languages
Ausblicke & Best Practices

DevOps & Continuous Delivery
Deployment, Docker & mehr

Strukturen & Frameworks

Web Development & JavaScript
JS & Webtechnologien

Performance & Security
Sichere Webanwendungen

Serverside Java
Spring, JDK & mehr

Digital Transformation & Innovation
Technologien & Vorgehensweisen

Best Practices

Domain-driven Design
Grundlagen und Ausblick

Spring Ecosystem
Wissen in Spring-Technologien

API-Technologie, Design und Management