[Stream] Fix O(N²) compile-time scaling in partitionRegionConcurrency (#24958) When analyzing execution regions where many operations share a common resource operand, `partitionRegionConcurrencyReference` previously invoked `tiedOp.hasAnyTiedUses(operand)` inside the `operand.getUsers()` loop. Because checking whether an operand has tied uses involves scanning its use sites, repeating this check inside the loop caused quadratic $O(N^2)$ traversal over the users of that operand. This change hoists the check out of the loop using the static helper `IREE::Util::TiedOpInterface::hasAnyTiedUses(operand)` as an early exit. Inside the loop, it now only checks whether the candidate user implements `TiedOpInterface`. This eliminates redundant scans and resolves the compiler performance bottleneck while preserving existing partitioning semantics. Fixes #24928 Signed-off-by: @isa-Lai Assisted-by: Gemini CLI Signed-off-by: isa-lai <isabellai1004@gmail.com>
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.
Releases notes are published on GitHub releases.
| Package | Release status |
|---|---|
| GitHub release (stable) | |
| GitHub release (nightly) | |
iree-base-compiler | |
iree-base-runtime |
For more details on the release process, see https://iree.dev/developers/general/release-management/.
| Operating system | Build status |
|---|---|
| Linux | |
| macOS |
For the full list of workflows see https://iree.dev/developers/general/github-actions/.
See our website for more information.
Community meeting recordings: IREE YouTube channel
| Date | Title | Recording | Slides |
|---|---|---|---|
| 2025-06-10 | Data-Tiling in IREE: Achieving High Performance Through Compiler Design (AsiaLLVM) | recording | slides |
| 2025-05-17 | Introduction to GPU architecture and IREE's GPU CodeGen Pipeline | recording | slides |
| 2025-02-12 | The Long Tail of AI: SPIR-V in IREE and MLIR (Vulkanised) | recording | slides |
| 2024-10-01 | Unveiling the Inner Workings of IREE: An MLIR-Based Compiler for Diverse Hardware | recording | |
| 2021-06-09 | IREE Runtime Design Tech Talk | recording | slides |
| 2020-08-20 | IREE CodeGen (MLIR Open Design Meeting) | recording | slides |
| 2020-03-18 | Interactive HAL IR Walkthrough | recording | |
| 2020-01-31 | End-to-end MLIR Workflow in IREE (MLIR Open Design Meeting) | recording | slides |
IREE is licensed under the terms of the Apache 2.0 License with LLVM Exceptions. See LICENSE for more information.