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opensecura / 3p / openxla / iree / 00a3f2c1a46ff9167c567ee3466baaf8c8a0d881
commit00a3f2c1a46ff9167c567ee3466baaf8c8a0d881[log] [tgz]
authorHan-Chung Wang <hanchung@google.com>Thu Mar 10 09:53:07 2022 -0800
committerGitHub <noreply@github.com>Thu Mar 10 09:53:07 2022 -0800
treecd3c0063740b2fbffaf455d5c543995288e225a4
parent1407c5e76639c90c68b9df4ca9b9a5d9d53bc17f [diff]
Heuristically pick up tiling sizes to vectorize Linalg operations. (#8517)

Configurations: taskset 80 + dylib-sync on local Pixel 4

| Model            | Before  | After   |
| ---------------- | ------- | ------- |
| DeepLabV3        | 711 ms  | 188 ms  |
| MobileBertSquad  | 672 ms  | 673 ms  |
| MobileNetV2      | 103 ms  | 46.4 ms |
| MobileNetV3Small | 24.6 ms | 14.6 ms |
| MobileSSD        | 204 ms  | 166 ms  |
| PoseNet          | 545 ms  | 241 ms  |

Configurations: taskset f0 + dylib on local Pixel 4

| Model            | Before  | After   |
| ---------------- | ------- | ------- |
| DeepLabV3        | 358 ms  | 161 ms  |
| MobileBertSquad  | 376 ms  | 376 ms  |
| MobileNetV2      | 65.6 ms | 29.8 ms |
| MobileNetV3Small | 20.7 ms | 15.7 ms |
| MobileSSD        | 94 ms   | 79.9 ms |
| PoseNet          | 183 ms  | 121 ms  |
2 files changed
tree: cd3c0063740b2fbffaf455d5c543995288e225a4
  1. .github/
  2. benchmarks/
  3. bindings/
  4. build_tools/
  5. colab/
  6. docs/
  7. experimental/
  8. integrations/
  9. iree/
  10. llvm-external-projects/
  11. scripts/
  12. third_party/
  13. .bazelignore
  14. .bazelrc
  15. .bazelversion
  16. .clang-format
  17. .gitignore
  18. .gitmodules
  19. .pylintrc
  20. .style.yapf
  21. .yamllint.yml
  22. AUTHORS
  23. BUILD.bazel
  24. CMakeLists.txt
  25. configure_bazel.py
  26. CONTRIBUTING.md
  27. LICENSE
  28. README.md
  29. 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 Benchmarksbuildkite status iree-benchmark
BuildKiteCMakeLinuxx86-64Tracing + Standalone Runtimebuildkite status iree-build-configurations

Architecture Overview

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.