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opensecura / 3p / openxla / iree / 87ef655371d611304cc1ee1b609762711f20882c
commit87ef655371d611304cc1ee1b609762711f20882c[log] [tgz]
authorQuinn Dawkins <quinn@nod-labs.com>Thu Apr 13 14:48:39 2023 -0400
committerGitHub <noreply@github.com>Thu Apr 13 18:48:39 2023 +0000
tree5c024229e0c29681864ce685e8f8100e0417caa4
parent40ecb037fc0ed22fe4b60f01ed84011d88c2e413 [diff]
Add a structured op matcher for 2d convolutions (#12805)

This adds a matcher similar to the existing one for reductions.
Currently only matches named 2d convolutions (`linalg.conv_2d_nchw_fchw`
and `linalg.conv_2d_nhwc_hwcf`) with an optional fill op for the output
and an optional trailing elementwise op. Adds a capture rule for
convolution dims based on the dim classifier upstream.
7 files changed
tree: 5c024229e0c29681864ce685e8f8100e0417caa4
  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.