[Codegen] Add VerifyPipelineConstraints pass for compilation info (#23878) The pass evaluates pipeline constraints against the actual lowering config to verify that the tuner constraints are consistent with configs the compiler produces. In the future, full tuner constraints can also validate the configs picked by the configuration selection heuristics. Gated behind `--iree-codegen-experimental-verify-pipeline-constraints` (off by default, implies `--iree-codegen-add-tuner-attributes`). Phase ordering: `SelectLoweringStrategy` -> `InsertSMTConstraints` -> `Verify`, since we need the root ops to be decided already. Constraint ops are erased regardless of outcome since they only serve verification and tuning. Implemented with a simple evaluator; I considered using folders or dataflow instead, but I like the simplicity of the evaluator. This is not fully generic yet and only works for llvmgpu constraints. In the future, we'd need extra interfaces to make it fully generic without assuming the exact dialects used for compilation info attrs. Issue: https://github.com/iree-org/iree/issues/23535 --------- Co-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
IREE (Intermediate Representation Execution Eenvironment, 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 | |
| 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.