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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 CentML?

CentML boosts the effectiveness of Machine Learning projects by optimizing models for the efficient utilization of hardware accelerators like GPUs and TPUs, ensuring model precision is preserved. Our cutting-edge solutions not only accelerate training and inference times but also lower computational costs, increase the profitability of your AI products, and improve your engineering team's productivity. The caliber of software is a direct reflection of the skills and experience of its developers. Our team consists of elite researchers and engineers who are experts in machine learning and systems engineering. Focus on crafting your AI innovations while our technology guarantees maximum efficiency and financial viability for your operations. By harnessing our specialized knowledge, you can fully realize the potential of your AI projects without sacrificing performance. This partnership allows for a seamless integration of advanced techniques that can elevate your business to new heights.

Media

Media

Integrations Supported

Alibaba CloudAP
Amazon EKS
Azure Kubernetes Service (AKS)
Azure Machine Learning
FauxPilot
Google Kubernetes Engine (GKE)
HPE Ezmeral
LiteLLM
MXNet
NVIDIA DeepStream SDK
Prometheus
PyTorch
Tencent Cloud
TensorFlow
Thunder Compute

Integrations Supported

Amazon Web Services (AWS)
Google Cloud Platform
Llama 4 Maverick
Llama 4 Scout
Microsoft Azure

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
Web-Based Support

Training Options

Documentation Hub
On-Site Training

Training Options

Documentation Hub

Company Facts

Organization Name

NVIDIA

Company Location

United States

Company Website

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

Company Facts

Organization Name

CentML

Date Founded

2022

Company Location

Canada

Company Website

centml.ai

Categories and Features

AI Inference

Not specified

AI Infrastructure

Not specified

Machine Learning

Not specified

ML Model Deployment

Not specified

Categories and Features

AI Inference

Not specified

AI Infrastructure

Not specified

AI/ML Model Training

Not specified

LLM API

Not specified

Machine Learning

Not specified

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