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opensecura / 3p / openxla / iree / be62a3c854e17a418ceb1178d00a30090b601df1
commitbe62a3c854e17a418ceb1178d00a30090b601df1[log] [tgz]
authorbjacob <benoitjacob@google.com>Mon Apr 03 12:04:41 2023 -0400
committerGitHub <noreply@github.com>Mon Apr 03 16:04:41 2023 +0000
tree368da939f11e0d0389469bb195eae66c3c88d6e7
parente768c17f8c6ee10c59be9d88051d9d4fa61d4e58 [diff]
e2e matmul benchmark as standalone C calling pack, mmt4d, unpack ukernels (#12848)

(This is take-2 of #12818). This is equivalent to compiling a
`linalg.matmul` with data-tiling and ukernels enabled and benchmarking
the resulting module, but as a standalone C program directly calling the
ukernels, it's trivially optimal in all sorts of way that the full-blown
iree-compile-based flavor isn't at the moment. It can be useful to
quickly evaluate potential performance if all sorts of issues were
fixed, and with profiling it can help answer questions of how much
packing/unpacking overhead is inherent in the data-tiling approach.
4 files changed
tree: 368da939f11e0d0389469bb195eae66c3c88d6e7
  1. .github/
  2. benchmarks/
  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. .gitignore
  22. .gitmodules
  23. .pylintrc
  24. .style.yapf
  25. .yamllint.yml
  26. AUTHORS
  27. BUILD.bazel
  28. CITATION.cff
  29. CMakeLists.txt
  30. configure_bazel.py
  31. CONTRIBUTING.md
  32. LICENSE
  33. README.md
  34. 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

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

  • 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.