Science Score: 26.0%

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

  • 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 (11.5%) to scientific vocabulary
Last synced: 10 months ago · JSON representation

Repository

Basic Info
  • Host: GitHub
  • Owner: micropuma
  • License: apache-2.0
  • Language: C++
  • Default Branch: main
  • Size: 15.2 MB
Statistics
  • Stars: 0
  • Watchers: 1
  • Forks: 0
  • Open Issues: 0
  • Releases: 0
Created over 1 year ago · Last pushed about 1 year ago
Metadata Files
Readme Contributing License Citation 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 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

Release status

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

Build status

CI PkgCI

| Host platform | Build status | | -- | --: | Linux | CI - Linux x64 clang
CI - Linux arm64 clang macOS | CI - macOS x64 clang Windows | CI - Windows x64 MSVC

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

  • 2021-06-09: IREE Runtime Design Tech Talk (recording and slides)
  • 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.

Owner

  • Login: micropuma
  • Kind: user

GitHub Events

Total
  • Push event: 96
  • Create event: 2
Last Year
  • Push event: 96
  • Create event: 2

Dependencies

runtime/bindings/tflite/java/build.gradle maven
  • com.android.support:support-annotations 22.2.0 implementation
build_tools/github_actions/ci_requirements.txt pypi
  • cmake >=3.18.4
  • ninja *
  • packaging *
build_tools/github_actions/runner/instance_deleter/requirements.txt pypi
  • flask >=2.1
  • functions-framework >=3.2
  • google-auth >=2.15
  • google-cloud-compute >=1.8
  • google-cloud-error-reporting >=1.6
  • requests >=2.27
build_tools/python_deploy/pypi_deploy_requirements.txt pypi
  • change_wheel_version *
  • packaging *
  • pkginfo *
  • twine *
compiler/pyproject.toml pypi
compiler/setup.py pypi
  • numpy *
  • sympy *
docs/api_docs/python/requirements.txt pypi
  • commonmark ==0.9.1
  • enum_tools ==0.10.0
  • iree-base-compiler *
  • iree-base-runtime *
  • myst-parser ==0.15.2
  • sphinx ==4.2.0
  • sphinx_rtd_theme ==1.0.0
  • sphinx_toolbox ==2.16.1
  • sphinxcontrib-applehelp ==1.0.4
  • sphinxcontrib-devhelp ==1.0.2
  • sphinxcontrib-htmlhelp ==2.0.1
  • sphinxcontrib-qthelp ==1.0.3
  • sphinxcontrib-serializinghtml ==1.1.5
docs/website/requirements.txt pypi
  • mkdocs-material ==9.5.19
  • mkdocs-redirects ==1.2.1
experimental/distributed/python/pyproject.toml pypi
  • iree-compiler *
  • iree-runtime *
  • jax [cpu]
  • mpi4py *
  • numpy *
experimental/regression_suite/pyproject.toml pypi
experimental/regression_suite/setup.py pypi
  • azure-storage-blob *
  • numpy *
  • pytest *
  • pytest-check *
  • pytest-depends *
  • pytest-retry *
  • pytest-timeout *
  • pytest-xdist *
  • tabulate *
  • tqdm *
integrations/pjrt/ctstools/setup.py pypi
integrations/pjrt/python_packages/iree_cpu_plugin/pyproject.toml pypi
integrations/pjrt/python_packages/iree_cpu_plugin/setup.py pypi
integrations/pjrt/python_packages/iree_cuda_plugin/pyproject.toml pypi
integrations/pjrt/python_packages/iree_cuda_plugin/setup.py pypi
integrations/pjrt/python_packages/iree_rocm_plugin/pyproject.toml pypi
integrations/pjrt/python_packages/iree_rocm_plugin/setup.py pypi
integrations/pjrt/python_packages/iree_vulkan_plugin/pyproject.toml pypi
integrations/pjrt/python_packages/iree_vulkan_plugin/setup.py pypi
integrations/pjrt/requirements.txt pypi
  • iree-compiler ==20230922.653
  • jaxlib ==0.4.17.dev20230922
integrations/tensorflow/python_projects/iree_tf/pyproject.toml pypi
integrations/tensorflow/python_projects/iree_tf/setup.py pypi
integrations/tensorflow/python_projects/iree_tflite/pyproject.toml pypi
integrations/tensorflow/python_projects/iree_tflite/setup.py pypi
integrations/tensorflow/test/requirements.txt pypi
  • Pillow >=10.3.0 test
  • keras >=2.13.1 test
  • pytest * test
  • tensorflow >=2.16.1 test
runtime/bindings/python/iree/runtime/build_requirements.txt pypi
  • numpy >=2.0.0b1
  • pip >=21.3
  • requests >=2.28.0
  • setuptools >=62.4.0
  • sympy ==1.12.1
  • wheel >=0.36.2
runtime/pyproject.toml pypi
runtime/setup.py pypi
  • numpy *
tests/e2e/collectives/run_requirements.txt pypi
  • mpi4py ==3.1.4 test
  • numpy * test
tests/e2e/stablehlo_models/mnist_train_test/generate_test_data_requirements.txt pypi
  • iree-jax 26006ef5842a604e28ea71e65e9224ad20f028e9 test
  • jax ==0.4.2 test
  • numpy ==1.24.2 test
tutorial/GPU/cuda/SGEMM_CUDA/environment.yml pypi