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

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iree-org/iree

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IREE (IntermediateRepresentationExecutionEnvironment,pronounced as "eerie") is anMLIR-based end-to-endcompiler and runtime that lowers Machine Learning (ML) models to a unified IRthat scales up to meet the needs of the datacenter and down to satisfy theconstraints and special considerations of mobile and edge deployments.

Seeour website for project details, userguides, and instructions on building from source.

IREE Discord Statuspre-commitOpenSSF Best Practices

Project news

Project status

Release status

Releases notes arepublished on GitHub releases.

PackageRelease status
GitHub release (stable)GitHub Release
GitHub release (nightly)GitHub Release
iree-base-compilerPyPI version
iree-base-runtimePyPI version

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

Build status

CIPkgCI

Nightly build status

Operating systemBuild status
LinuxCI - Linux arm64 clang
macOSCI - macOS x64 clang
macOSCI - macOS arm64 clang

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

Communication channels

Related project channels

  • MLIR topic within LLVM Discourse:IREE is enabled by and heavily relies onMLIR. IREEsometimes is referred to in certain MLIR discussions. Useful if you are alsointerested in MLIR evolution.

Architecture overview

IREE ArchitectureIREE Architecture

Seeour website for more information.

Presentations and talks

Community meeting recordings:IREE YouTube channel

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

License

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


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