commit | 15fce0a6c29b7eb810e6ad36706293dcb855148d | [log] [tgz] |
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author | Scott Todd <scotttodd@google.com> | Mon Feb 14 12:43:23 2022 -0800 |
committer | GitHub <noreply@github.com> | Mon Feb 14 12:43:23 2022 -0800 |
tree | db48cdecbbc87ef538bc6087547444ae3a366089 | |
parent | 3ecf8ef7c4c0fe5e6bec8908e4d9ad2c7a428406 [diff] |
Add dynamic linking web sample using Emscripten. (#8319) Like the static web sample introduced in https://github.com/google/iree/pull/8171, this uses Emscripten to compile IREE's runtime to WebAssembly. What's new here is the use of Emscripten's [runtime dynamic linking support](https://emscripten.org/docs/compiling/Dynamic-Linking.html#runtime-dynamic-linking-with-dlopen) to be able to separately serve and load compiled programs. The sample currenly loads [`simple_abs.mlir`](https://github.com/google/iree/blob/main/iree/samples/models/simple_abs.mlir), queries some metadata, then calls the exported function: https://github.com/google/iree/blob/b959830d762b0614d42a0cf3d2a623410cb3247a/iree/samples/models/simple_abs.mlir#L1-L4 ``` iree_worker.js:20 WebAssembly module onRuntimeInitialized() (index):34 IREE initialized, loading program... iree_worker.js:75 worker received message: {messageType: 'loadProgram', id: 0, payload: './simple_abs.vmfb'} iree_worker.js:33 fetching program at './simple_abs.vmfb' iree_worker.js:38 XMLHttpRequest completed, passing to Wasm module iree_worker.js:14 (C) load_program() received 5158 bytes of data iree_worker.js:14 (C) === module properties === iree_worker.js:14 (C) module name: 'module' iree_worker.js:14 (C) module signature: iree_worker.js:14 (C) 18 imported functions iree_worker.js:14 (C) 2 exported functions iree_worker.js:14 (C) 2 internal functions iree_worker.js:14 (C) exported functions: iree_worker.js:14 (C) function name: 'abs', calling convention: 0r_r' iree_worker.js:14 (C) function name: '__init', calling convention: 0v_v' iree_worker.js:14 (C) abs(-5.500000) -> result: 5.500000 iree_worker.js:49 Result from loadProgramFn(): 0 (index):37 Load program success! ``` Future work may add drag-and-drop -> `iree-run-module` behavior. I also have some ideas for building a little UI that shows you properties of any .vmfb like which executable formats are included in it. I explored enabling multithreading together with the dynamic linking, but ran into issues with Emscripten's experimental [dynamic linking + pthreads](https://emscripten.org/docs/compiling/Dynamic-Linking.html#pthreads-support) implementation. I left some notes on this at the bottom of the new `README.md`.
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.
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!
See our website for more information.
IREE is licensed under the terms of the Apache 2.0 License with LLVM Exceptions. See LICENSE for more information.