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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 Cortex?

Cortex represents a cutting-edge open-source framework designed to boost horizontal scalability significantly. While Prometheus can efficiently process up to one million samples per second on a single server, Cortex allows for an almost infinite degree of horizontal expansion. In today's rapidly changing technological environment, exploring diverse strategies for monitoring individual virtual machines or servers becomes crucial. Prometheus offers a metrics system that is driven by service discovery and operates on a pull-based model, which effectively accommodates the dynamic nature of microservices. This feature ensures that monitoring can be conducted seamlessly across your entire infrastructure, no matter how many components are present. Users can modify their applications to produce specific metrics through the standard Prometheus client libraries, or take advantage of the extensive selection of Prometheus Exporters that can gather data from various software applications such as MySQL, Redis, Java, ElasticSearch, and more. By utilizing these powerful tools, organizations can achieve better oversight and management of their intricate infrastructures, which is essential in an era where technology is continuously evolving. This adaptability not only enhances operational efficiency but also empowers organizations to respond swiftly to emerging challenges.

Media

Media

Integrations Supported

Prometheus
Alibaba CloudAP
Amazon Elastic Container Service (Amazon ECS)
Azure Kubernetes Service (AKS)
Azure Machine Learning
FauxPilot
Google Kubernetes Engine (GKE)
HPE Ezmeral
Kubernetes
LiteLLM
MXNet
NVIDIA DeepStream SDK
NVIDIA Morpheus
PyTorch
Tencent Cloud
TensorFlow

Integrations Supported

Prometheus
Amazon DynamoDB
Amazon S3
Elasticsearch
MySQL

API Availability

API Availability

Pricing Information

Free
Free Version

Pricing Information

Pricing not provided
Free Version
Free Trial Offered?

Supported Platforms

Windows
Mac
Linux

Supported Platforms

SaaS

Customer Service / Support

Standard Support
Web-Based Support

Customer Service / Support

Web-Based Support

Training Options

Documentation Hub
On-Site Training

Training Options

Documentation Hub
Online Training

Company Facts

Organization Name

NVIDIA

Company Location

United States

Company Website

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

Company Facts

Organization Name

The Cortex Authors

Date Founded

2014

Company Location

United Kingdom

Company Website

cortexmetrics.io

Categories and Features

AI Inference

Not specified

AI Infrastructure

Not specified

Machine Learning

Not specified

ML Model Deployment

Not specified

Categories and Features

Time Series Databases

Not specified

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