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opensecura / 3p / openxla / iree / 402110945d4424f89fba2bd15633772624f3ba50
commit402110945d4424f89fba2bd15633772624f3ba50[log] [tgz]
authorMax191 <44243577+Max191@users.noreply.github.com>Wed May 15 10:15:43 2024 -0700
committerGitHub <noreply@github.com>Wed May 15 13:15:43 2024 -0400
tree3e0e3caaa661c6c21f963b2ebbb9ddf48bd05ad0
parent0260947c60b374bff718545290ad693f3111646b [diff]
[Winograd] Add filtering by annotations for Winograd rewrites (#17332)

This PR adds filtering functionality to Winograd conv rewrites based on
a `__winograd_conv` attribute. Convolutions are expected to be annotated
with this attribute before the pass invocation, most likely by a
transform script called from `iree-preprocessing-transform-interpreter`
as preprocessing.

Since Winograd affects numerical results, and the performance benefit is
different for different shapes, it is usually necessary to select
specific shapes to use Winograd. This PR enables users to make this
selection based on shapes or parameters of specific convolutions.
4 files changed
tree: 3e0e3caaa661c6c21f963b2ebbb9ddf48bd05ad0
  1. .devcontainer/
  2. .github/
  3. build_tools/
  4. compiler/
  5. docs/
  6. experimental/
  7. integrations/
  8. lib/
  9. llvm-external-projects/
  10. runtime/
  11. samples/
  12. tests/
  13. third_party/
  14. tools/
  15. .bazel_to_cmake.cfg.py
  16. .bazelignore
  17. .bazelrc
  18. .bazelversion
  19. .clang-format
  20. .dockerignore
  21. .git-blame-ignore-revs
  22. .gitignore
  23. .gitmodules
  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.

CI Status IREE Discord 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

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.