Benchmarks

May 15, 2023

Efficiently Scale LLM Training Across a Large GPU Cluster with Alpa and Ray

Recent years have seen a proliferation of large language models (LLMs) that extend beyond traditional language tasks to generative AI. This includes models like...

16 MIN READ

May 15, 2023

Accelerate Whole Exome Analysis with Deep Learning at 70% Cost Reduction Using NVIDIA Parabricks

The human exome is key to understanding and treating genetic disorders and disease. Although the exome consists of just over 1% of the human genome, it also...

9 MIN READ

May 05, 2023

Accelerating Redis Performance Using VMware vSphere 8 and NVIDIA BlueField DPUs

A shift to modern distributed workloads, along with higher networking speeds, has increased the overhead of infrastructure services. There are fewer CPU cycles...

10 MIN READ

Apr 18, 2023

Build High Performance Robotic Applications with NVIDIA Isaac ROS Developer Preview 3

Robots are increasing in complexity, with a higher degree of autonomy, a greater number and diversity of sensors, and more sensor fusion-based algorithms....

8 MIN READ

Decorative image of dark blue background with points of light connected with lines.

Apr 18, 2023

New GPU Library Lowers Compute Costs for Apache Spark ML

Spark MLlib is a key component of Apache Spark for large-scale machine learning and provides built-in implementations of many popular machine learning...

6 MIN READ

Apr 05, 2023

Setting New Records in MLPerf Inference v3.0 with Full-Stack Optimizations for AI

The most exciting computing applications currently rely on training and running inference on complex AI models, often in demanding, real-time deployment...

15 MIN READ

Feb 09, 2023

Massively Improved Multi-node NVIDIA GPU Scalability with GROMACS

GROMACS, a scientific software package widely used for simulating biomolecular systems, plays a crucial role in comprehending important biological processes...

8 MIN READ

Feb 02, 2023

Benchmarking Deep Neural Networks for Low-Latency Trading and Rapid Backtesting on NVIDIA GPUs

Lowering response times to new market events is a driving force in algorithmic trading. Latency-sensitive trading firms keep up with the ever-increasing pace of...

8 MIN READ

Dec 15, 2022

Best-in-Class Quantum Circuit Simulation at Scale with NVIDIA cuQuantum Appliance

Quantum algorithm researchers in government, enterprise, and academia are interested in developing and benchmarking novel quantum algorithms on ever-larger...

8 MIN READ

Nov 09, 2022

Tuning AI Infrastructure Performance with MLPerf HPC v2.0 Benchmarks

As the fusion of AI and simulation accelerates scientific discovery, the need has arisen for a means to measure and rank the speed and throughput for building...

14 MIN READ

Nov 09, 2022

Leading MLPerf Training 2.1 with Full Stack Optimizations for AI

MLPerf benchmarks, developed by MLCommons, are critical evaluation tools for organizations to measure the performance of their machine learning models' training...

14 MIN READ

Sep 08, 2022

Full-Stack Innovation Fuels Highest MLPerf Inference 2.1 Results for NVIDIA

Today’s AI-powered applications are enabling richer experiences, fueled by both larger and more complex AI models as well as the application of many models in...

14 MIN READ

Jun 30, 2022

The Full Stack Optimization Powering NVIDIA MLPerf Training v2.0 Performance

MLPerf benchmarks are developed by a consortium of AI leaders across industry, academia, and research labs, with the aim of providing standardized, fair, and...

14 MIN READ

Jun 22, 2022

Novel Transformer Model Achieves State-of-the-Art Benchmarks in 3D Medical Image Analysis

At the Computer Vision and Pattern Recognition Conference (CVPR), NVIDIA researchers are presenting over 35 papers. This includes work on Shifted WINdows UNEt...

6 MIN READ

Jun 02, 2022

Fueling High-Performance Computing with Full-Stack Innovation

High-performance computing (HPC) has become the essential instrument of scientific discovery. Whether it is discovering new, life-saving drugs, battling...

8 MIN READ

Apr 06, 2022

Getting the Best Performance on MLPerf Inference 2.0

Models like Megatron 530B are expanding the range of problems AI can address. However, as models continue to grow complexity, they pose a twofold challenge for...

11 MIN READ