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opensecura / 3p / openxla / iree / cdd579f88589c45170b8a0ec964035f322471d8b
commitcdd579f88589c45170b8a0ec964035f322471d8b[log] [tgz]
authorTrevor Morris <tmorris@nvidia.com>Thu May 11 11:31:33 2023 -0700
committerGitHub <noreply@github.com>Thu May 11 11:31:33 2023 -0700
treec24b31e340c1f97f50648c5b46672368646b5e3c
parent4ce313c3e64c18bda9477b60c04e92b30630b939 [diff]
Preserve unsigned integer inputs/outputs (#13090)

Thanks so much to @rsuderman for the guidance and help !

This PR solves a bug where the signedness of inputs and outputs is lost,
because lowering to linalg dialect throws the signedness away. To fix
it, I'm using a new op `tensor.bitcast`, which casts the inputs/outputs
of the function from an unsigned type to the signless type in the body.

I am completely new to IREE, so this PR is still a little rough. Any
critique and suggestions for improvement is highly welcome. I'm
particularly interested in ways to make this more robust.

Fixes #9282
Fixes #12665
7 files changed
tree: c24b31e340c1f97f50648c5b46672368646b5e3c
  1. .devcontainer/
  2. .github/
  3. benchmarks/
  4. build_tools/
  5. compiler/
  6. docs/
  7. experimental/
  8. integrations/
  9. lib/
  10. llvm-external-projects/
  11. runtime/
  12. samples/
  13. tests/
  14. third_party/
  15. tools/
  16. .bazel_to_cmake.cfg.py
  17. .bazelignore
  18. .bazelrc
  19. .bazelversion
  20. .clang-format
  21. .dockerignore
  22. .gitignore
  23. .gitmodules
  24. .pylintrc
  25. .style.yapf
  26. .yamllint.yml
  27. AUTHORS
  28. BUILD.bazel
  29. CITATION.cff
  30. CMakeLists.txt
  31. configure_bazel.py
  32. CONTRIBUTING.md
  33. LICENSE
  34. README.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

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.