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iree

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

https://github.com/rooflineai/iree

Science Score: 44.0%

This score indicates how likely this project is to be science-related based on various indicators:

  • ✓
    CITATION.cff file
    Found CITATION.cff file
  • ✓
    codemeta.json file
    Found codemeta.json file
  • ✓
    .zenodo.json file
    Found .zenodo.json file
  • ○
    DOI references
  • ○
    Academic publication links
  • ○
    Academic email domains
  • ○
    Institutional organization owner
  • ○
    JOSS paper metadata
  • ○
    Scientific vocabulary similarity
    Low similarity (11.6%) to scientific vocabulary
Last synced: 6 months ago · JSON representation ·

Repository

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

Basic Info
  • Host: GitHub
  • Owner: RooflineAI
  • License: apache-2.0
  • Language: C++
  • Default Branch: dev
  • Homepage: http://iree.dev/
  • Size: 110 MB
Statistics
  • Stars: 0
  • Watchers: 0
  • Forks: 0
  • Open Issues: 16
  • Releases: 0
Created over 1 year ago · Last pushed 8 months ago
Metadata Files
Readme Contributing License Citation Codeowners Authors

README.md

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 x64 clang macOS | CI - macOS arm64 clang

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

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

Community meeting recordings: IREE YouTube channel

Date | Title | 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 H/W | 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.

Owner

  • Name: roofline
  • Login: RooflineAI
  • Kind: organization

Citation (CITATION.cff) 

cff-version: 1.2.0
message: "If you want to cite IREE, feel free to use this"
title: "IREE"
abstract: >-
  An MLIR-based compiler and runtime for ML models from multiple frameworks.
date-released: 2019-09-18
authors:
  - name: "The IREE Authors"
contact:
  - family-names: Vanik
    given-names: Ben
    email: ben.vanik@gmail.com
    affiliation: Advanced Micro Devices, Inc.
  - family-names: Laurenzo
    given-names: Stella
    email: stellaraccident@gmail.com
    affiliation: Advanced Micro Devices, Inc.
license: "Apache-2.0 WITH LLVM-exception"
url: "https://iree.dev/"
repository-code: "https://github.com/iree-org/iree"
keywords:
  - compiler
  - "machine learning"
  - "deep learning"
  - "artificial intelligence"

GitHub Events

Total
  • Delete event: 57
  • Issue comment event: 81
  • Push event: 246
  • Pull request event: 140
  • Pull request review event: 172
  • Pull request review comment event: 81
  • Create event: 112
Last Year
  • Delete event: 57
  • Issue comment event: 81
  • Push event: 246
  • Pull request event: 140
  • Pull request review event: 172
  • Pull request review comment event: 81
  • Create event: 112

Issues and Pull Requests

Last synced: 6 months ago

All Time
  • Total issues: 1
  • Total pull requests: 69
  • Average time to close issues: 1 day
  • Average time to close pull requests: 3 days
  • Total issue authors: 1
  • Total pull request authors: 9
  • Average comments per issue: 1.0
  • Average comments per pull request: 0.94
  • Merged pull requests: 36
  • Bot issues: 0
  • Bot pull requests: 2
Past Year
  • Issues: 1
  • Pull requests: 69
  • Average time to close issues: 1 day
  • Average time to close pull requests: 3 days
  • Issue authors: 1
  • Pull request authors: 9
  • Average comments per issue: 1.0
  • Average comments per pull request: 0.94
  • Merged pull requests: 36
  • Bot issues: 0
  • Bot pull requests: 2
View more stats
Top Authors
Issue Authors
  • chrsmcgrr (1)
Pull Request Authors
  • chrsmcgrr (19)
  • ziereis (18)
  • AGindinson (12)
  • DavidGinten (8)
  • devtbi (8)
  • egebeysel (5)
  • Manewing (4)
  • dependabot[bot] (2)
  • maxbartel (1)
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