// MODEL OPTIMIZATION AND PROMPT SYNTAX TERM
Triton
An open-source inference server from NVIDIA that can run many different types of AI models from various frameworks on GPUs and CPUs.
TECHNICAL DEFINITION
NVIDIA Triton Inference Server (formerly TensorRT Inference Server) is an open-source, high-performance inference serving software that supports multiple deep learning frameworks (TensorFlow, PyTorch, ONNX, etc.), model types, and concurrent execution on GPUs and CPUs.
BACKGROUND
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READ MORE ON WIKIPEDIASYNONYMS & ALIASES
- NVIDIA Triton
- Triton Inference Server
- TensorRT Inference Server
- Inference Server
USAGE NOTE
Used for high-throughput, low-latency AI inference across diverse models and hardware.
DEVELOPERS
Organizations developing technology related to Triton.
Originator and primary developer of the Triton Inference Server, an open-source solution for high-performance AI model deployment across various frameworks and hardware, crucial for AI engineering and efficient inference.
Provides a platform for optimizing, deploying, and running AI models efficiently, frequently leveraging and integrating with NVIDIA Triton Inference Server for high-performance inference in production environments.
Offers an AI workload orchestration and management platform that optimizes GPU utilization and facilitates efficient deployment of AI models, often integrating with and managing inference servers like NVIDIA Triton.
Develops hardware and software solutions for AI, including specific optimizations for running AI models on Intel CPUs and collaborating to extend frameworks and inference servers like Triton for diverse hardware.
Provides a unified data and AI platform with robust MLOps capabilities, where efficient model serving solutions, including those leveraging technologies like Triton Inference Server, are integrated and managed for large-scale deployments.
Offers a developer-first MLOps platform for experiment tracking, model versioning, and deployment monitoring, often integrating with and supporting efficient inference serving solutions like NVIDIA Triton in production pipelines.
Provides enterprise open-source solutions, including OpenShift AI, which offers a comprehensive platform for MLOps and AI model deployment, often supporting and integrating with inference servers like NVIDIA Triton for enterprise-grade AI applications.