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What is Pathway?

A versatile Python framework crafted for the development of real-time intelligent applications, the construction of data pipelines, and the seamless integration of AI and machine learning models. This framework enhances scalability, enabling developers to efficiently manage increasing workloads and complex processes.

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

Apache Kafka
MongoDB
PostgreSQL
Python
Rust

Integrations Supported

Alibaba CloudAP
Amazon EKS
Amazon SageMaker
FauxPilot
Gemini Enterprise Agent Platform
Google Kubernetes Engine (GKE)
HPE Ezmeral
Kubernetes
LiteLLM
MXNet
NVIDIA DeepStream SDK
NVIDIA Morpheus
Tencent Cloud
TensorFlow
Thunder Compute

API Availability

Has API

API Availability

Pricing Information

Pricing not provided
Free Version

Pricing Information

Free
Free Version

Supported Platforms

SaaS
Windows
Mac
On-Prem
Linux

Supported Platforms

Windows
Mac
Linux

Customer Service / Support

24 Hour Support
Web-Based Support

Customer Service / Support

Standard Support
Web-Based Support

Training Options

Documentation Hub
Webinars
On-Site Training

Training Options

Documentation Hub
On-Site Training

Company Facts

Organization Name

Pathway

Date Founded

2020

Company Location

France

Company Website

pathway.com

Company Facts

Organization Name

NVIDIA

Company Location

United States

Company Website

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

Categories and Features

Artificial Intelligence

Chatbot
Machine Learning
Predictive Analytics

Logistics

Not specified

Machine Learning

ML Algorithm Library
Natural Language Processing (NLP)
Predictive Modeling
Statistical / Mathematical Tools

Categories and Features

AI Inference

Not specified

AI Infrastructure

Not specified

Machine Learning

Not specified

ML Model Deployment

Not specified

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