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NVIDIA A100 80GB Memory: AI and HPC GPU

Fast Memory bandwidth

NVIDIA A100 HBM Ampere GPU 80GB premiere the world’s fastest memory bandwidth at over 2 terabytes per second to run the largest simulation models and datasets. It allows researchers to quickly deliver accurate results and deploy solutions into production at scale.

Tensor Cores

NVIDIA A100 Tensor Cores with Tensor Float (TF32) provide up to 20x higher performance over the NVIDIA Volta with zero code changes and an additional 2x boost with automatic mixed precision and FP16.

Deep Learning Training

For the largest models with enormous data tables like deep learning recommendation models (DLRM), Ampere A100 80GB GPU reaches 1.3 TB of unified memory per node and delivers up to a 3x throughput increase over A100 40GB GPU. In MLPerf, it has set multiple performance records in the industry-wide benchmark for AI training.

Deep Learning Inference

A100 introduces novel features to optimize inference compute jobs. It accelerates a full range of precision, from FP32 to INT4. Multi-Instance GPU technology allows multiple networks to function concurrently on a single A100 for optimal utilization of computing resources. Additionally, structural sparsity support delivers up to double the performance over A100’s other inference performance gains.

On state-of-the-art conversational Artificial Intelligence models like BERT, A100 increases inference throughput up to 249x over CPUs. On the most complex models that are batch-size constrained, like RNN-T for automatic speech recognition, increased memory of A100 80GB doubles the size of each Multi-Instance GPU. It delivers up to 1.25x higher performance over NVIDIA MIG A100 40GB.

High-Performance Computing

To find answers to complex problems, scientists perform computer simulations. NVIDIA A100 80GB introduces double-precision Tensor Cores to deliver the largest leap in HPC performance since the introduction of GPUs. Combined with 80GB of the fastest GPU memory, researchers can reduce a 10-hour, double-precision simulation to under four hours on A100 80G GPU. HPC applications can also use TF32 to achieve up to 11x higher throughput for single-precision, dense matrix-multiply operations.

For the HPC applications with enormous datasets, A100 80GB’s additional memory delivers up to a 2x throughput increase with Quantum Espresso, a materials simulation. This massive memory and unprecedented memory bandwidth make the A100 80GB the ideal platform for next-generation research projects.

High-performance Data Analytics

Data scientists need to be able to analyze, visualize, and turn massive datasets into insights. But scale-out solutions are often slowed down by datasets distributed across multiple servers.

Accelerated servers with A100 80GB provide the needed compute power, massive memory, over 2 TB/sec of memory bandwidth, and scalability to solve these workloads. Combined with InfiniBand, NVIDIA Magnum IO, and the RAPIDS suite of open-source libraries, including the RAPIDS Accelerator for Apache Spark for GPU-accelerated data analytics, the SeiMaxim compute platform accelerates these huge workloads at unprecedented levels of performance and accuracy.

Enterprise-Ready Utilization

A100 80GB GPU with MIG maximizes the utilization of GPU-accelerated infrastructure. With MIG, an A100 GPU can be partitioned into as many as seven independent A100 instances, giving multiple users access to GPU acceleration.

MIG NVIDIA A100 works with containers, Kubernetes, and hypervisor-based server virtualization. MIG lets infrastructure managers offer a right-sized GPU with guaranteed QoS for every job, extending the use of accelerated computing resources to every user.

NVIDIA RTX A6000: For Powerful Visual Computing

Extreme Performance

Develop the next generation of revolutionary designs, immersive entertainment, and scientific breakthroughs with the NVIDIA RTX A6000 graphics card, the world’s most powerful visual computing GPU. With its next-gen features and performance, the RTX A6000 lets you tackle the workloads of today and resolve the complex compute-intensive tasks of tomorrow.

48 GB of GPU Memory

Ultra-fast scalable GDDR6 memory, gives data scientists, engineers, and creative professionals the large memory necessary to work with massive datasets and workloads like in data science and simulation.

Ampere Architecture Based CUDA Cores

Double-speed processing for single-precision floating-point (FP32) operations and improved power efficiency provide extensive performance improvements for graphics and simulation workflows, such as complex 3D computer-aided design (CAD) and computer-aided engineering (CAE).

Second-Generation RT Cores

With up to 2x the performance over the previous generation and the ability to concurrently run ray tracing with either shading or denoising capabilities, second-generation RT Cores deliver massive speedups for architectural design evaluations, photorealistic rendering of movie content, and virtual prototyping of product designs. RTX A6000 server speeds up the rendering of ray-traced motion blur for faster results with greater visual accuracy.

Third-Generation Tensor Cores

NVIDIA RTX 3090: The king of GeForce GPUs

Built for Live Streaming

Develop incredible graphics and deliver smooth, stutter-free live streaming. GeForce RTX 3090 GPU features next-generation streaming capabilities with NVIDIA Encoder, which is engineered to deliver impressive performance and pristine image quality. Exclusive optimizations to all your favorite streaming applications unleash the ability to give your audience your very best all the time.

Deep Learning Super Sampling

Get a performance boost with NVIDIA DLSS (Deep Learning Super Sampling) on the RTX 3090 GPU. Its AI-specialized Tensor Cores amplify your games with uncompromised image quality. This lets you optimize the settings and resolution for an even better visual experience.

Ray Tracing

RTX 3090 has 2nd generation RT cores for maximum ray tracing performance and quality. Ray tracing simulates how light behaves in the real world to produce the most realistic and immersive graphics for developers and gamers.

Up Your Creative Game

Take your creative projects to a new level with AI-accelerated apps backed by the NVIDIA Studio platform and powered by GeForce RTX 3090 GPU.  Whether you’re editing 8K video, rendering complex 3D scenes, or live streaming with the best encoding and image quality, GPU acceleration gives you the performance to create your best.

DirectX 12 Ultimate

Developers can now add even more amazing graphics effects to Microsoft Windows-based PC games. GeForce RTX 3090 graphics card deliver advanced DX12 features like ray tracing and variable-rate shading, bringing games to life with ultra-realistic visual effects and faster frame rates.

NVIDIA A40: Data Center GPU for Visual Computing

Visualization

The NVIDIA A40 GPU is a next-generation data center GPU that combines best-in-class professional graphics with powerful compute and AI acceleration to meet today’s design, creative, and scientific challenges.

NVIDIA A40, which is driving the next generation of virtual workstations and server-based workloads, provides professionals with state-of-the-art features for ray-traced rendering, simulation, virtual production, and more, anytime and anywhere.

NVIDIA Ampere Architecture CUDA Cores

Double-speed processing for single-precision floating-point (FP32) operations and better power efficiency make a big difference in graphics and simulation workflows like complex 3D computer-aided design (CAD) and computer-aided engineering (CAE).

Second-Generation RT Cores

Up to two times faster than the first generation, the second-generation RT Cores can simultaneously run shading and denoising. This means that they can speed up tasks like photorealistic rendering of movie content, architectural design evaluations, and virtual prototyping of product designs. Ray-traced motion blur is also faster to make with this technology. It also makes the results look more realistic.

48GB of GPU Memory

GDDR6 memory, which is fast and can be expanded up to 96GB with NVLink, gives data scientists, engineers, and other people who work with massive datasets and other tasks like data science and simulation a lot of space to work with.

PCI Express Gen 4

PCI Express Gen 4 has twice as much bandwidth as PCIe Gen 3, making it faster for data-heavy tasks like AI, data science, and 3D design. It also makes direct memory access (DMA) transfers between the GPU and GPUDirect for Video-enabled devices faster. This makes it easier to move video data between the GPU and the GPUDirect for Video-enabled devices. To make it easier to set up, the A40 is backward compatible with PCI Express Gen 3.

Third-Generation NVIDIA NVLink

Connect two A40 GPUs to go from 48GB of GPU memory to 96GB of GPU memory. Increased GPU-to-GPU interconnect bandwidth allows for a single scalable memory that can be used to speed up graphics and compute workloads and work with more extensive datasets. A new, smaller NVLink connector makes it possible to use more types of servers.

NVIDIA RTX A5500: For Design and Visualization

Power of Graphics

With the NVIDIA RTX A5500 graphics card, you can unlock the power of your desktop. It has the performance, reliability, and features you need for demanding multi-application workflows. With 24GB of GPU memory, it’s everything you need to create without limits. It’s made by NVIDIA and runs on the Ampere architecture.

Visualize Instantly

The NVIDIA RTX A5500-enabled GPU-accelerated viewport in Autodesk Revit takes architectural modeling to the next level. Revit users can now enjoy seamless, photorealistic design and visualization workflows, instantly exploring models in stunning 3D or immersive VR, thanks to the Enscape plugin.

Architects, designers, and engineers can use the NVIDIA RTX A5500 in conjunction with Enscape AI tools to create stunning photorealistic renders using real-time ray tracing, denoising, and DLSS.

Ampere Architecture with 24GB GPU Memory

Improve graphics workflows with the latest CUDA cores, which deliver up to 3X single-precision floating-point (FP32) performance over previous generations. With hardware-accelerated motion blur and up to 2X faster ray-tracing performance than the previous generation, you can create more visually accurate renders faster. With 24GB of GDDR6 memory with ECC, you can handle memory-intensive workloads like virtual production and engineering simulation.

NVLink Bridge

With multi-GPU configurations and NVLink, professional applications can easily scale memory and performance. NVIDIA NVLink Bridges connect two RTX A5500s with a low-profile design that fits into a variety of systems. To handle memory-intensive workloads, this provides up to 112 gigabytes per second (GB/s) of bandwidth and a total of 48GB of GDDR6 memory.