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opensecura / 3p / openxla / iree / ae286ab16cef95cd40731a2b0c1f78f7c73cdf92
commitae286ab16cef95cd40731a2b0c1f78f7c73cdf92[log] [tgz]
authorhertschuh <1091026+hertschuh@users.noreply.github.com>Thu Sep 22 22:43:28 2022 +0000
committerGitHub <noreply@github.com>Thu Sep 22 22:43:28 2022 +0000
tree4dd765f27d427750fe0cb94c79772bbd1e808a42
parent9540b6d382410e232f3985c48c0583c187646854 [diff]
Don't use fully dynamic shapes for Keras layers that don't support them (#10521)

Keras layers that do not support fully dynamic shapes are tested with a
dynamic batch size only.

Keras currently calls `set_shape` based on the shape of the `Input`
that is defined. However, this logic in Keras is being removed as it is
incorrect in some scenarios.

Because of this, the IREE "dynamic_dims" unit tests were actually
running with a fully static shape and not exercising operations with a
dynamic shape. Testing with dynamic shapes uncovered the fact that some
layers do not support it.
1 file changed
tree: 4dd765f27d427750fe0cb94c79772bbd1e808a42
  1. .github/
  2. benchmarks/
  3. build_tools/
  4. compiler/
  5. docs/
  6. experimental/
  7. integrations/
  8. llvm-external-projects/
  9. runtime/
  10. samples/
  11. tests/
  12. third_party/
  13. tools/
  14. .bazelignore
  15. .bazelrc
  16. .bazelversion
  17. .clang-format
  18. .gitignore
  19. .gitmodules
  20. .pylintrc
  21. .style.yapf
  22. .yamllint.yml
  23. AUTHORS
  24. BUILD.bazel
  25. CITATION.cff
  26. CMakeLists.txt
  27. configure_bazel.py
  28. CONTRIBUTING.md
  29. LICENSE
  30. README.md
  31. 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.