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What is NVIDIA Triton Inference Server?

The NVIDIA Triton™ inference server delivers powerful and scalable AI solutions tailored for production settings. As an open-source software tool, it streamlines AI inference, enabling teams to deploy trained models from a variety of frameworks including TensorFlow, NVIDIA TensorRT®, PyTorch, ONNX, XGBoost, and Python across diverse infrastructures utilizing GPUs or CPUs, whether in cloud environments, data centers, or edge locations. Triton boosts throughput and optimizes resource usage by allowing concurrent model execution on GPUs while also supporting inference across both x86 and ARM architectures. It is packed with sophisticated features such as dynamic batching, model analysis, ensemble modeling, and the ability to handle audio streaming. Moreover, Triton is built for seamless integration with Kubernetes, which aids in orchestration and scaling, and it offers Prometheus metrics for efficient monitoring, alongside capabilities for live model updates. This software is compatible with all leading public cloud machine learning platforms and managed Kubernetes services, making it a vital resource for standardizing model deployment in production environments. By adopting Triton, developers can achieve enhanced performance in inference while simplifying the entire deployment workflow, ultimately accelerating the path from model development to practical application.

What is Amazon EC2 Trn2 Instances?

Amazon EC2 Trn2 instances, equipped with AWS Trainium2 chips, are purpose-built for the effective training of generative AI models, including large language and diffusion models, and offer remarkable performance. These instances can provide cost reductions of as much as 50% when compared to other Amazon EC2 options. Supporting up to 16 Trainium2 accelerators, Trn2 instances deliver impressive computational power of up to 3 petaflops utilizing FP16/BF16 precision and come with 512 GB of high-bandwidth memory. They also include NeuronLink, a high-speed, nonblocking interconnect that enhances data and model parallelism, along with a network bandwidth capability of up to 1600 Gbps through the second-generation Elastic Fabric Adapter (EFAv2). When deployed in EC2 UltraClusters, these instances can scale extensively, accommodating as many as 30,000 interconnected Trainium2 chips linked by a nonblocking petabit-scale network, resulting in an astonishing 6 exaflops of compute performance. Furthermore, the AWS Neuron SDK integrates effortlessly with popular machine learning frameworks like PyTorch and TensorFlow, facilitating a smooth development process. This powerful combination of advanced hardware and robust software support makes Trn2 instances an outstanding option for organizations aiming to enhance their artificial intelligence capabilities, ultimately driving innovation and efficiency in AI projects.

Media

Media

Integrations Supported

Amazon EKS
Amazon Elastic Container Service (Amazon ECS)
Amazon SageMaker
PyTorch
TensorFlow
Azure Kubernetes Service (AKS)
Azure Machine Learning
FauxPilot
Kubernetes
NVIDIA DeepStream SDK
NVIDIA Morpheus
Tencent Cloud
Thunder Compute

Integrations Supported

Amazon EKS
Amazon Elastic Container Service (Amazon ECS)
Amazon SageMaker
PyTorch
TensorFlow
AWS Batch
AWS Nitro System
AWS Trainium
Amazon EC2 P5 Instances
Amazon EC2 Trn1 Instances
Amazon Web Services (AWS)
Ray

API Availability

API Availability

Pricing Information

Free
Free Version

Pricing Information

Pricing not provided

Supported Platforms

Windows
Mac
Linux

Supported Platforms

SaaS

Customer Service / Support

Standard Support
Web-Based Support

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Training Options

Documentation Hub
On-Site Training

Training Options

Documentation Hub
Webinars
On-Site Training

Company Facts

Organization Name

NVIDIA

Company Location

United States

Company Website

developer.nvidia.com/nvidia-triton-inference-server

Company Facts

Organization Name

Amazon

Date Founded

1994

Company Location

United States

Company Website

aws.amazon.com/ec2/instance-types/trn2/

Categories and Features

AI Inference

Not specified

AI Infrastructure

Not specified

Machine Learning

Not specified

ML Model Deployment

Not specified

Categories and Features

AI Fine-Tuning

Not specified

AI Infrastructure

Not specified

Deep Learning

Not specified

Machine Learning

Not specified

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