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triton-inference-server/server

Optimized cloud and edge inferencing solution

GitHub Website

GraphCanon updated Sep 20, 2026 · GitHub synced Sep 20, 2026

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11k stars1.8k forksLast push Sep 17, 2026 Python BSD-3-Clause

Decision brief

Triton Inference Server is an open-source solution for streamlining AI inferencing, supporting multiple deep learning and machine learning frameworks, and enabling deployment across various devices and environments.

Good fit when

Use Triton Inference Server when you need to deploy AI models across multiple frameworks such as TensorRT, PyTorch, ONNX, and OpenVINO.
Opt for Triton Inference Server if you require optimized performance for real-time, batched, and ensemble queries, as well as audio/video streaming.

Avoid when

Avoid Triton Inference Server if your project is not compatible with the NVIDIA AI Enterprise ecosystem and you do not require support for NVIDIA GPUs.
Do not use Triton Inference Server if your deployment environment does not support the frameworks it is optimized for, such as TensorRT, PyTorch, ONNX, and OpenVINO.

Observed Sep 18, 2026 · Source: enrich:decision_facts

server alternatives Trust report

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Maintenance and security

Full trust report

Maintenance: Very active (0d since push); As of Sep 18, 2026
Provenance: Not a fork · Organization account; As of Sep 18, 2026
Security (OSV): No lockfile; As of Sep 18, 2026

Public GitHub metadata and optional OSV scans. Signals, not a guarantee. Trust methodology.

Install

pip install server

PyPI

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Evidence and technical details

Sourced facts, taxonomy, compatibility claims, README excerpt, and machine-readable endpoints.

Overview

Triton Inference Server is an open-source software for streamlining AI inferencing, supporting multiple deep learning and machine learning frameworks, and enabling deployment across various devices and environments.

Capability facts

Languages: python
Source: github.language+pyproject.toml · Sep 18, 2026

Compatibility

Sourced claims from the README excerpt - not unsourced marketing copy.

Python runtimePython

Source: README excerpt (regex_v1, Sep 18, 2026)

PyTorch, ONNX, OpenVINO, Python, RAPIDS FIL, and more. Triton

Source link

README

[!WARNING] You are currently on the branch which tracks under development progress towards the next release. The current release is version 2.72.0 and corresponds to the 26.08 container release on NVIDIA GPU Cloud (NGC). Triton Inference Server Triton Inference Server is an open...

For agents

This page has a .md twin and JSON over the API.

/tools/triton-inference-server-server.md GET /api/graphcanon/tools/triton-inference-server-server GET /api/graphcanon/graph?tool=triton-inference-server-server