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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.

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.

Build Status

CI System Build System Platform Architecture Component Status
Kokoro Bazel Linux x86 Core kokoro_status_bazel_linux_x86_core
Kokoro CMake & Bazel Linux x86-swiftshader Integrations kokoro_status_cmake-bazel_linux_x86-swiftshader_integrations
Kokoro CMake & Bazel Linux x86-turing Integrations kokoro_status_cmake-bazel_linux_x86-turing_integrations
Kokoro CMake Linux x86-swiftshader Core + Bindings kokoro_status_cmake_linux_x86-swiftshader
Kokoro CMake Linux x86-swiftshader-asan Core + Bindings kokoro_status_cmake_linux_x86-swiftshader-asan
Kokoro CMake Linux x86-turing Core + Bindings kokoro_status_cmake_linux_x86-turing
Kokoro CMake Android arm64-v8a Runtime (build only) kokoro_status_cmake_android_arm64-v8a
BuildKite CMake Android arm64-v8a Runtime buildkite-status-cmake-android-arm

Presentations and Talks

  • 2020-08-20: IREE CodeGen: MLIR Open Design Meeting Presentation (recording and slides)
  • 2020-03-18: Interactive HAL IR Walkthrough (recording)
  • 2020-01-31: End-to-end MLIR Workflow in IREE: MLIR Open Design Meeting Presentation (recording and slides)

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 iree-github-actions-bot avatar scotttodd avatar hanhanw avatar antiagainst avatar marbre avatar phoenix-meadowlark avatar stellaraccident avatar rsuderman avatar thomasraoux avatar asaadaldien avatar maheshravishankar avatar not-jenni avatar natashaknk avatar silvasean avatar d0k avatar akuegel avatar tpopp avatar bjacob avatar hcindyl avatar kooljblack avatar pifon2a avatar nicolasvasilache avatar simon-camp avatar joker-eph avatar chsigg avatar rybakov avatar jurahul avatar

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