C++ Apache-2.0

iree

A retargetable MLIR-based machine learning compiler and runtime toolkit.

I

iree-org

Dernière activité 29 sept. 2026
iree-org/iree

4 k

étoiles

1 k

forks

1,7 k

issues ouvertes

compilercudajaxmachine-learningmlironnxpytorchrocmruntimespirvtensorflowvulkan

Ce README est souvent en anglais.

IREE: Intermediate Representation Execution Environment

IREE (Intermediate Representation Execution Environment, pronounced as "eerie") is an MLIR-based end-to-end compiler and runtime that lowers Machine Learning (ML) models to a unified IR that scales up to meet the needs of the datacenter and down to satisfy the constraints and special considerations of mobile and edge deployments.

See our website for project details, user guides, and instructions on building from source.

IREE Discord Status pre-commit OpenSSF Best Practices

Project news

Project status

Release status

Releases notes are published on GitHub releases.

Package Release status
GitHub release (stable) GitHub Release
GitHub release (nightly) GitHub Release
iree-base-compiler PyPI version
iree-base-runtime PyPI version

For more details on the release process, see https://iree.dev/developers/general/release-management/.

Build status

CI PkgCI

Nightly build status

Operating system Build status
Linux CI - Linux arm64 clang
macOS CI - macOS arm64 clang

For the full list of workflows see https://iree.dev/developers/general/github-actions/.

Communication channels

  • MLIR topic within LLVM Discourse: IREE is enabled by and heavily relies on MLIR. IREE sometimes is referred to in certain MLIR discussions. Useful if you are also interested in MLIR evolution.

Architecture overview

IREE Architecture IREE Architecture

See our website for more information.

Presentations and talks

Community meeting recordings: IREE YouTube channel

Date Title Recording Slides
2025-06-10 Data-Tiling in IREE: Achieving High Performance Through Compiler Design (AsiaLLVM) recording slides
2025-05-17 Introduction to GPU architecture and IREE's GPU CodeGen Pipeline recording slides
2025-02-12 The Long Tail of AI: SPIR-V in IREE and MLIR (Vulkanised) recording slides
2024-10-01 Unveiling the Inner Workings of IREE: An MLIR-Based Compiler for Diverse Hardware recording
2021-06-09 IREE Runtime Design Tech Talk recording slides
2020-08-20 IREE CodeGen (MLIR Open Design Meeting) recording slides
2020-03-18 Interactive HAL IR Walkthrough recording
2020-01-31 End-to-end MLIR Workflow in IREE (MLIR Open Design Meeting) recording slides

License

IREE is licensed under the terms of the Apache 2.0 License with LLVM Exceptions. See LICENSE for more information.

Projets similaires

A machine learning compiler for GPUs, CPUs, and ML accelerators

C++
Oopenxla
4,6 k étoiles952

The Torch-MLIR project aims to provide first class support from the PyTorch ecosystem to the MLIR ecosystem.

C++compilermlirpytorch
Lllvm
1,9 k étoiles739

Machine learning compiler based on MLIR for Sophgo TPU.

C++compilerllmmlir
Ssophgo
993 étoiles225