Lei Zhang | c4cfa79 | 2020-04-08 14:55:41 -0700 | [diff] [blame] | 1 | # IREE: Intermediate Representation Execution Environment |
Ben Vanik | 363fa07 | 2019-09-19 10:26:25 -0700 | [diff] [blame] | 2 | |
Lei Zhang | c4cfa79 | 2020-04-08 14:55:41 -0700 | [diff] [blame] | 3 | IREE (**I**ntermediate **R**epresentation **E**xecution **E**nvironment, |
Stella Laurenzo | f165f60 | 2021-05-22 16:38:02 -0700 | [diff] [blame] | 4 | pronounced as "eerie") is an [MLIR](https://mlir.llvm.org/)-based end-to-end |
| 5 | compiler and runtime that lowers Machine Learning (ML) models to a unified IR |
| 6 | that scales up to meet the needs of the datacenter and down to satisfy the |
| 7 | constraints and special considerations of mobile and edge deployments. |
Scott Todd | cb0727a | 2021-05-07 15:01:01 -0700 | [diff] [blame] | 8 | |
Scott Todd | c7b2912 | 2023-02-21 17:33:35 -0800 | [diff] [blame] | 9 | See [our website](https://openxla.github.io/iree/) for project details, user |
Scott Todd | cb0727a | 2021-05-07 15:01:01 -0700 | [diff] [blame] | 10 | guides, and instructions on building from source. |
Ben Vanik | 363fa07 | 2019-09-19 10:26:25 -0700 | [diff] [blame] | 11 | |
Scott Todd | c7b2912 | 2023-02-21 17:33:35 -0800 | [diff] [blame] | 12 | [](https://github.com/openxla/iree/actions/workflows/ci.yml?query=branch%3Amain+event%3Apush) |
Geoffrey Martin-Noble | 0d87646 | 2022-08-11 13:20:20 -0700 | [diff] [blame] | 13 | |
Lei Zhang | c4cfa79 | 2020-04-08 14:55:41 -0700 | [diff] [blame] | 14 | #### Project Status |
Ben Vanik | 363fa07 | 2019-09-19 10:26:25 -0700 | [diff] [blame] | 15 | |
Lei Zhang | c4cfa79 | 2020-04-08 14:55:41 -0700 | [diff] [blame] | 16 | IREE is still in its early phase. We have settled down on the overarching |
| 17 | infrastructure and are actively improving various software components as well as |
phoenix-meadowlark | f81eef3 | 2020-06-10 11:02:21 -0700 | [diff] [blame] | 18 | project logistics. It is still quite far from ready for everyday use and is made |
| 19 | available without any support at the moment. With that said, we welcome any kind |
| 20 | of feedback on any [communication channels](#communication-channels)! |
Ben Vanik | 363fa07 | 2019-09-19 10:26:25 -0700 | [diff] [blame] | 21 | |
Stella Laurenzo | 1121c5f | 2020-03-18 15:01:20 -0700 | [diff] [blame] | 22 | ## Communication Channels |
Geoffrey Martin-Noble | ec3c4a6 | 2019-12-18 14:47:42 -0800 | [diff] [blame] | 23 | |
Scott Todd | c7b2912 | 2023-02-21 17:33:35 -0800 | [diff] [blame] | 24 | * [GitHub issues](https://github.com/openxla/iree/issues): Feature requests, |
Scott Todd | cb0727a | 2021-05-07 15:01:01 -0700 | [diff] [blame] | 25 | bugs, and other work tracking |
| 26 | * [IREE Discord server](https://discord.gg/26P4xW4): Daily development |
| 27 | discussions with the core team and collaborators |
| 28 | * [iree-discuss email list](https://groups.google.com/forum/#!forum/iree-discuss): |
| 29 | Announcements, general and low-priority discussion |
Stella Laurenzo | 1121c5f | 2020-03-18 15:01:20 -0700 | [diff] [blame] | 30 | |
Lei Zhang | c4cfa79 | 2020-04-08 14:55:41 -0700 | [diff] [blame] | 31 | #### Related Project Channels |
Stella Laurenzo | 1121c5f | 2020-03-18 15:01:20 -0700 | [diff] [blame] | 32 | |
| 33 | * [MLIR topic within LLVM Discourse](https://llvm.discourse.group/c/llvm-project/mlir/31): |
Lei Zhang | c4cfa79 | 2020-04-08 14:55:41 -0700 | [diff] [blame] | 34 | IREE is enabled by and heavily relies on [MLIR](https://mlir.llvm.org). IREE |
| 35 | sometimes is referred to in certain MLIR discussions. Useful if you are also |
| 36 | interested in MLIR evolution. |
| 37 | |
Ben Vanik | 15cee8f | 2021-09-15 11:31:59 -0700 | [diff] [blame] | 38 | ## Architecture Overview |
| 39 | |
Scott Todd | 0acd6ec | 2022-05-23 15:53:30 -0700 | [diff] [blame] | 40 | <!-- TODO(scotttodd): switch to <picture> once better supported? https://github.blog/changelog/2022-05-19-specify-theme-context-for-images-in-markdown-beta/ --> |
| 41 |  |
| 42 |  |
Ben Vanik | 15cee8f | 2021-09-15 11:31:59 -0700 | [diff] [blame] | 43 | |
Scott Todd | c7b2912 | 2023-02-21 17:33:35 -0800 | [diff] [blame] | 44 | See [our website](https://openxla.github.io/iree/) for more information. |
Geoffrey Martin-Noble | 65e115b | 2019-12-27 18:03:15 -0800 | [diff] [blame] | 45 | |
Scott Todd | cb0727a | 2021-05-07 15:01:01 -0700 | [diff] [blame] | 46 | ## Presentations and Talks |
| 47 | |
Julian Walker | 4d1a194 | 2021-12-10 14:13:50 -0800 | [diff] [blame] | 48 | * 2021-06-09: IREE Runtime Design Tech Talk ([recording](https://drive.google.com/file/d/1p0DcysaIg8rC7ErKYEgutQkOJGPFCU3s/view) and [slides](https://drive.google.com/file/d/1ikgOdZxnMz1ExqwrAiuTY9exbe3yMWbB/view?usp=sharing)) |
Scott Todd | cb0727a | 2021-05-07 15:01:01 -0700 | [diff] [blame] | 49 | * 2020-08-20: IREE CodeGen: MLIR Open Design Meeting Presentation |
| 50 | ([recording](https://drive.google.com/file/d/1325zKXnNIXGw3cdWrDWJ1-bp952wvC6W/view?usp=sharing) |
| 51 | and |
| 52 | [slides](https://docs.google.com/presentation/d/1NetHjKAOYg49KixY5tELqFp6Zr2v8_ujGzWZ_3xvqC8/edit)) |
| 53 | * 2020-03-18: Interactive HAL IR Walkthrough |
| 54 | ([recording](https://drive.google.com/file/d/1_sWDgAPDfrGQZdxAapSA90AD1jVfhp-f/view?usp=sharing)) |
| 55 | * 2020-01-31: End-to-end MLIR Workflow in IREE: MLIR Open Design Meeting Presentation |
| 56 | ([recording](https://drive.google.com/open?id=1os9FaPodPI59uj7JJI3aXnTzkuttuVkR) |
| 57 | and |
| 58 | [slides](https://drive.google.com/open?id=1RCQ4ZPQFK9cVgu3IH1e5xbrBcqy7d_cEZ578j84OvYI)) |
| 59 | |
Ben Vanik | 363fa07 | 2019-09-19 10:26:25 -0700 | [diff] [blame] | 60 | ## License |
| 61 | |
Geoffrey Martin-Noble | 552d3f8 | 2021-05-25 17:56:09 -0700 | [diff] [blame] | 62 | IREE is licensed under the terms of the Apache 2.0 License with LLVM Exceptions. |
| 63 | See [LICENSE](LICENSE) for more information. |