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

Home Page: https://www.iree.dev/

License: Apache License 2.0

Shell 1.07% JavaScript 0.14% C++ 38.47% Python 6.09% C 20.94% Objective-C 0.77% Java 0.12% Assembly 0.02% PowerShell 0.05% Pawn 0.01% HTML 0.17% CMake 4.46% GLSL 0.01% Batchfile 0.01% Metal 0.02% Dockerfile 0.11% MLIR 25.06% Starlark 2.45% NASL 0.01% WGSL 0.01%

iree's Introduction

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.

CI Status

Project Status

IREE is still in its early phase. We have settled down on the overarching infrastructure and are actively improving various software components as well as project logistics. It is still quite far from ready for everyday use and is made available without any support at the moment. With that said, we welcome any kind of feedback on any communication channels!

Communication Channels

Related Project 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

License

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

iree's People

Contributors

benvanik avatar gmngeoffrey avatar iree-copybara-bot avatar scotttodd avatar antiagainst avatar iree-github-actions-bot avatar hanhanw avatar stellaraccident avatar thomasraoux avatar maheshravishankar avatar rsuderman avatar bjacob avatar marbre avatar phoenix-meadowlark avatar nicolasvasilache avatar asaadaldien avatar hcindyl avatar not-jenni avatar kuhar avatar natashaknk avatar jpienaar avatar matthias-springer avatar kooljblack avatar silvasean avatar d0k avatar mariecwhite avatar okkwon avatar qedawkins avatar akuegel avatar dcaballe avatar

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