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opensecura / 3p / openxla / iree / abe3f893bc6027fe38dc89093666ac6776f070e1
commitabe3f893bc6027fe38dc89093666ac6776f070e1[log] [tgz]
authorIan Wood <75152913+IanWood1@users.noreply.github.com>Thu Oct 24 09:39:13 2024 -0700
committerGitHub <noreply@github.com>Thu Oct 24 09:39:13 2024 -0700
treeac29d3f0b13c43e849fcb5913735076c0338a282
parentc3fae2f7443908e91a00eb65a4f330ad1f71e63f [diff]
Add conversions for 1x1 conv_2d to matmul (#18736)

Convert1X1FilterConv2DToMatmul: handle dynamic cases and conversion to `linalg.generic` representing a broadcasted batch matmul. This pass is kept because it is used in plugins. 

GeneralizeLinalgNamedOps: generalize conv ops to `linalg.generic` ops when possible.

Converting more ops to linalg.generic ops allows for better reshape propagation and fusion opportunities. Also, removed Convert1X1FilterConv2DToMatmulPass from global optimization because generalize named ops would have already generalized any convolutions that were possible to convert.

Signed-off-by: Ian Wood <ianwood2024@u.northwestern.edu>
6 files changed
tree: ac29d3f0b13c43e849fcb5913735076c0338a282
  1. .github/
  2. build_tools/
  3. compiler/
  4. docs/
  5. experimental/
  6. integrations/
  7. lib/
  8. llvm-external-projects/
  9. runtime/
  10. samples/
  11. tests/
  12. third_party/
  13. tools/
  14. .bazel_to_cmake.cfg.py
  15. .bazelignore
  16. .bazelrc
  17. .bazelversion
  18. .clang-format
  19. .git-blame-ignore-revs
  20. .gitattributes
  21. .gitignore
  22. .gitmodules
  23. .pre-commit-config.yaml
  24. .yamllint.yml
  25. AUTHORS
  26. BUILD.bazel
  27. CITATION.cff
  28. CMakeLists.txt
  29. configure_bazel.py
  30. CONTRIBUTING.md
  31. LICENSE
  32. MAINTAINERS.md
  33. README.md
  34. RELEASING.md
  35. WORKSPACE
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

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

Build status

CI PkgCI

Host platformBuild status
LinuxCI - Linux x64 clang
CI - Linux arm64 clang
macOSCI - macOS x64 clang
WindowsCI - 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.