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opensecura / 3p / openxla / iree / 9fe159d99d86f3292ae901427a159fb61898fa2c
commit9fe159d99d86f3292ae901427a159fb61898fa2c[log] [tgz]
authorKunwar Grover <groverkss@gmail.com>Wed May 22 19:21:58 2024 +0100
committerGitHub <noreply@github.com>Wed May 22 19:21:58 2024 +0100
tree20a9096b9f6942f92221e8c51064eaca939738ba
parent900ec67677ccca3eaae79fa02fe78bec30603f3c [diff]
[LinalgExt] Generalize attention tiling interface implementation (#17408)

This patch generalizes tiling implementation for AttentionOp. Before,
only the batch and M dimension of attention could be tiled. This patch
instead, allows tiling of N dimension as well as allows transposition
based on indexing maps (hardcoded for now).

Tiling on dimension N is disabled in CPU backend for now, because
TileAndDecomposeAttention pass is hardecoded with dimensions. This will
be fixed once we implement reduction tiling interface for it (after
https://github.com/llvm/llvm-project/pull/92624)
10 files changed
tree: 20a9096b9f6942f92221e8c51064eaca939738ba
  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.