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What is Triton SmartOS?

Triton SmartOS seamlessly combines the nimbleness of a container operating system with the robust security, networking, and storage capabilities typically found in hardware hypervisors. It employs Zones, a secure container runtime that operates independently from virtual machine hosts, enhancing its security framework. With its innovative resource protection system, Triton SmartOS guarantees that every container is effectively insulated and receives a fair allocation of input/output resources. This operating system mitigates the complexities usually encountered with solutions reliant on virtual machine hosts. Furthermore, it features integrated networking that allows each container to maintain multiple network interfaces, providing a complete IP stack and enabling it to act as a fully-fledged peer on the network, thereby reducing port conflicts and streamlining network administration. Each container comes equipped with secure, isolated, and easily adjustable filesystems, which further bolster both security and flexibility. Additionally, Triton SmartOS delivers the rapid performance typical of bare metal while integrating the versatility found in virtualization. This remarkable fusion makes Triton SmartOS an ideal option for developers and businesses aiming to achieve both efficiency and heightened security in their container management strategies. Its design principles ensure that users can leverage the best of both worlds in a single, cohesive platform.

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.

Media

Media

Integrations Supported

Alibaba CloudAP
Amazon EKS
Amazon Elastic Container Service (Amazon ECS)
Amazon SageMaker
Azure Kubernetes Service (AKS)
Azure Machine Learning
FauxPilot
Gemini Enterprise Agent Platform
Google Kubernetes Engine (GKE)
HPE Ezmeral
Kubernetes
LiteLLM
MXNet
NVIDIA DeepStream SDK
NVIDIA Morpheus
Prometheus
PyTorch
Tencent Cloud
TensorFlow
Thunder Compute

Integrations Supported

Alibaba CloudAP
Amazon EKS
Amazon Elastic Container Service (Amazon ECS)
Amazon SageMaker
Azure Kubernetes Service (AKS)
Azure Machine Learning
FauxPilot
Gemini Enterprise Agent Platform
Google Kubernetes Engine (GKE)
HPE Ezmeral
Kubernetes
LiteLLM
MXNet
NVIDIA DeepStream SDK
NVIDIA Morpheus
Prometheus
PyTorch
Tencent Cloud
TensorFlow
Thunder Compute

API Availability

Has API

API Availability

Has API

Pricing Information

$0.009 per GB per month
Free Trial Offered?
Free Version

Pricing Information

Free
Free Trial Offered?
Free Version

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Company Facts

Organization Name

Joyent

Date Founded

2004

Company Location

United States

Company Website

www.joyent.com/smartos

Company Facts

Organization Name

NVIDIA

Company Location

United States

Company Website

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

Categories and Features

Container Management

Access Control
Application Development
Automatic Scaling
Build Automation
Container Health Management
Container Storage
Deployment Automation
File Isolation
Hybrid Deployments
Network Isolation
Orchestration
Shared File Systems
Version Control
Virtualization

Categories and Features

Artificial Intelligence

Chatbot
For Healthcare
For Sales
For eCommerce
Image Recognition
Machine Learning
Multi-Language
Natural Language Processing
Predictive Analytics
Process/Workflow Automation
Rules-Based Automation
Virtual Personal Assistant (VPA)

Machine Learning

Deep Learning
ML Algorithm Library
Model Training
Natural Language Processing (NLP)
Predictive Modeling
Statistical / Mathematical Tools
Templates
Visualization

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