Google Git
Sign in
opensecura / 3p / openxla / iree / 772c47bf8d4b156d0b3924e1cc2d9994b1bdadd9
commit772c47bf8d4b156d0b3924e1cc2d9994b1bdadd9[log] [tgz]
authorHan-Chung Wang <hanchung@google.com>Wed Aug 04 01:48:54 2021 +0800
committerGitHub <noreply@github.com>Tue Aug 03 10:48:54 2021 -0700
tree372d90a15292caabfea8c2b99d6e6045c6f0f2ea
parenta2dc67da4fe4b09b4a18bf7bfca2aa36906af8fe [diff]
Add support for lowering mhlo.fft to linalg_ext.fft (#6602)

This is a new path which lowers the op to linalg_ext. The old pipeline
is through DFT implementation, ie matmul.

This improves the RFFT kernel (tensor<325x1024xf32>) from 33 ms to 14.5
ms (single-threaded), even the kernel is serialized. The next step is to
implement tiling method and we can get more performance improvements.

This is a step toward https://github.com/google/iree/issues/6477
7 files changed
tree: 372d90a15292caabfea8c2b99d6e6045c6f0f2ea
  1. .github/
  2. benchmarks/
  3. bindings/
  4. build_tools/
  5. colab/
  6. docs/
  7. experimental/
  8. integrations/
  9. iree/
  10. scripts/
  11. third_party/
  12. .bazelignore
  13. .bazelrc
  14. .bazelversion
  15. .clang-format
  16. .gitignore
  17. .gitmodules
  18. .style.yapf
  19. .yamllint.yml
  20. AUTHORS
  21. BUILD.bazel
  22. CMakeLists.txt
  23. configure_bazel.py
  24. CONTRIBUTING.md
  25. LICENSE
  26. README.md
  27. SUBMODULE_VERSIONS.txt
  28. 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.

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.

Build Status

CI SystemBuild SystemPlatformArchitectureConfiguration / ComponentStatus
KokoroBazelLinuxx86-64kokoro_status_bazel/linux/x86-swiftshader/core
KokoroCMake & BazelLinuxx86-64 (swiftshader)Integrationskokoro status cmake-bazel/linux/x86-swiftshader
KokoroCMake & BazelLinuxx86-64 (turing)Integrationskokoro status cmake-bazel/linux/x86-turing
KokoroCMakeLinuxx86-64 (swiftshader)kokoro status cmake/linux/x86-swiftshader
KokoroCMakeLinuxx86-64 (swiftshader)asankokoro status cmake/linux/x86-swiftshader-asan
KokoroCMakeLinuxx86-64 (turing)kokoro status cmake/linux/x86-turing
KokoroCMakeAndroidarm64-v8aRuntime (build only)kokoro status cmake/android/arm64-v8a
KokoroCMakeBare Metalrisc-v-32Runtimekokoro status cmake/baremetal/riscv32
KokoroCMakeLinuxrisc-v-64Runtimekokoro status cmake/linux/riscv64
BuildkiteCMakeAndroidarm64-v8aRuntimebuildkite status iree-android-arm64-v8a
BuildKiteCMakeAndroidarm64-v8aRuntime Benchmarks (Mako)buildkite status iree-android-benchmark
BuildKiteCMakeAndroidarm64-v8aRuntime Benchmarksbuildkite status iree-benchmark
BuildKiteCMakeLinuxx86-64Tracing + Standalone Runtimebuildkite status iree-build-configurations

Presentations and Talks

  • 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.