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opensecura / 3p / openxla / iree / ffda498426c69ba686a5b431afcc01c15face96f
commitffda498426c69ba686a5b431afcc01c15face96f[log] [tgz]
authorScott Todd <scotttodd@google.com>Mon Jun 07 11:50:55 2021 -0700
committerGitHub <noreply@github.com>Mon Jun 07 11:50:55 2021 -0700
treedf1953ddbc4decc2e056f0f1d54aca0973db8bc8
parent0bafed8a63007cbbafa521d31a0aae75a89161bf [diff]
Add a minimal sample using variables from TF -> C API. (#6104)

I'm planning on using this as a template for future samples as part of https://github.com/google/iree/issues/5222 (showing dynamic shapes, flow control, etc.).

Some guiding principles:

* Samples should be written as external (out of tree) applications would be
  * No `iree_cc_binary`, `iree_bytecode_module`, or other CMake helpers
  * Only use parts of the public C API
* Samples should show _an_ entire flow, but designate clear points where users could branch off on their own
  * The included Colab notebook provides both a .mlir file and a .vmfb for VMVX, along with instructions for compiling the .mlir file separately for other backends
  * The notebook also shows how to use the Python runtime API, so users could stop there if they aren't interested in the C API
* These samples should be _minimal_
  * No complex tensor types, ops, or layers - just scalars
6 files changed
tree: df1953ddbc4decc2e056f0f1d54aca0973db8bc8
  1. .github/
  2. bindings/
  3. build_tools/
  4. colab/
  5. docs/
  6. experimental/
  7. integrations/
  8. iree/
  9. scripts/
  10. third_party/
  11. .bazelignore
  12. .bazelrc
  13. .bazelversion
  14. .clang-format
  15. .gitignore
  16. .gitmodules
  17. .style.yapf
  18. .yamllint.yml
  19. AUTHORS
  20. BUILD.bazel
  21. CMakeLists.txt
  22. configure_bazel.py
  23. CONTRIBUTING.md
  24. LICENSE
  25. README.md
  26. SUBMODULE_VERSIONS.txt
  27. 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 SystemPlatformArchitectureComponentStatus
KokoroBazelLinuxx86Corekokoro_status_bazel_linux_x86_core
KokoroCMake & BazelLinuxx86-swiftshaderIntegrationskokoro_status_cmake-bazel_linux_x86-swiftshader_integrations
KokoroCMake & BazelLinuxx86-turingIntegrationskokoro_status_cmake-bazel_linux_x86-turing_integrations
KokoroCMakeLinuxx86-swiftshaderCore + Bindingskokoro_status_cmake_linux_x86-swiftshader
KokoroCMakeLinuxx86-swiftshader-asanCore + Bindingskokoro_status_cmake_linux_x86-swiftshader-asan
KokoroCMakeLinuxx86-turingCore + Bindingskokoro_status_cmake_linux_x86-turing
KokoroCMakeAndroidarm64-v8aRuntime (build only)kokoro_status_cmake_android_arm64-v8a
BuildKiteCMakeAndroidarm64-v8aRuntimebuildkite-status-cmake-android-arm

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.