Files
composable_kernel/experimental/builder
Bartłomiej Kocot 945849b0f5 [rocm-libraries] ROCm/rocm-libraries#6838 (commit ff7a665)
[CK_TILE] Add depthwise conv2d forward kernel (FP16/FP32)
 (#6838)

## Motivation

CK currently has no kernel optimized for depthwise convolution
(G=C_in=C_out, C=K=1 per group) and existing generic paths perform
poorly for this workload. This PR adds a dedicated depthwise conv
forward kernel in CK Tile.

## Technical Details

Adds a dedicated depthwise conv2d forward op to CK Tile that performs
direct convolution rather than falling back to the generic GEMM path.
The kernel is templatized by filter size, stride, and data type, and
compiled into ~60 instances covering common configurations (kernel
3/5/7/9, stride 1/2, FP16/FP32). Supports both CDNA (gfx942/gfx950) and
RDNA (gfx1100/gfx1200) architectures.

## Test Plan

- [x] Correctness and performance validated on gfx942, gfx950, and
gfx1100, with ckProfiler `grouped_conv_fwd` as baseline.
- [ ] MI300A (gfx942) and gfx1200 validation.

## Submission Checklist

- [x ] Look over the contributing guidelines at
https://github.com/ROCm/ROCm/blob/develop/CONTRIBUTING.md#pull-requests.
AICK-1137
2026-05-15 13:48:51 +00:00
..

Builder

This directory contains the experimental builder feature for composable_kernel.

  • Status: In development (October 2025 - March 2026)

Overview

The builder provides a high-level, semantically-clear interface for constructing composable kernel operations, with an initial focus on convolution kernels for MIOpen. It leverages modern C++20 features (such as POD structs as non-type template parameters, concepts, and designated initializers) to simplify kernel instantiation and improve developer experience.

This project is a prototype for a more general builder pattern for all of composable_kernel (CK) and CK Tile, but is currently limited to formalizing the interface between MIOpen and CK.

Design Direction

The builder's primary goal is transparent dispatch across two backend implementations: old CK (template-heavy device operations) and CK Tile (modern tile-based API). MIOpen, the consumer library, should construct kernels through the builder without needing to know which backend provides the implementation.

Current state: The builder dispatches correctly, but each kernel variant (forward XDL, forward WMMA, backward weight XDL V3, etc.) has its own factory and its own algorithm descriptor shape. The result is 16+ per-variant facades rather than one unified facade. Unification across three axes — CK vs CK Tile backend, MFMA vs WMMA instruction set, and forward vs backward direction — is the central design challenge.

Three principles guide the design toward that unification:

  1. Unified vocabulary through reflection. The reflection system (reflect/) extracts kernel traits from both backends into a common ConvTraits representation. This shared vocabulary is the mechanism for discovering what algorithm parameters are truly variant-specific versus what can be expressed once and mapped to multiple backends.

  2. Expert overrides. Power users can pin to a specific backend or device operation when needed, bypassing automatic dispatch.

  3. Versioned API evolution. The builder uses semantic version strings ("0.0.0", "0.1.0") to manage API changes predictably. The ConvBuilder template defaults to the latest version but accepts explicit version pinning.

Design descriptions

Directory Structure

  • include/ck_tile/builder/ Core builder headers and public API.
  • include/ck_tile/builder/reflect Reflection mechanism.
  • include/ck_tile/builder/factory Compile-time dispatch from builder descriptors to our existing specialized convolution kernel implementations.
  • test/ Unit tests and example usage of the builder pattern.
  • CMakeLists.txt CMake configuration for building the experimental builder and its tests.

CMake Configuration

To enable the experimental builder, configure your build with:

cmake                                                                                             \
  -D CMAKE_PREFIX_PATH=/opt/rocm                                                                  \
  -D CMAKE_CXX_COMPILER=/opt/rocm/bin/hipcc                                                       \
  -D CMAKE_BUILD_TYPE=Release                                                                     \
  -D GPU_TARGETS="gfx942"                                                                         \
  -D CK_EXPERIMENTAL_BUILDER=ON                                                                   \
  -D CMAKE_CXX_STANDARD=20                                                                        \
  -G Ninja                                                                                        \
  ..

Note: The tests for WMMA builders are only built when CK_USE_WMMA is enabled. Add e.g. gfx1121 or any of the other gfx11/gfx12 architectures to the GPU targets. Alternatively, one can add flag -D CK_USE_WMMA=ON to build the tests. For the end-to-end tests that use the instances from builder, one needs an actual Navi card.

Building and Testing

The builder test suite is organized into two main categories:

Smoke Tests (Fast Unit Tests)

Quick unit tests that verify the builder's internal logic without compiling GPU kernels. These complete in under 1 second total and are suitable for frequent execution during development.

ninja smoke-builder

Regression Tests (Integration Tests)

Integration tests that compile actual GPU kernels to verify that the builder generates valid, compilable code. These are more expensive than smoke tests (can take minutes to compile) but cover more functionality.

ninja regression-builder

Running All Tests

To build and run the complete test suite:

ninja check-builder

Building Individual Tests

To build and run a specific test:

ninja test_ckb_conv_builder && bin/test_ckb_conv_builder

Test Organization

  • Smoke tests: Fast feedback during active development
  • Regression tests: Thorough validation before submitting changes
  • Factory tests: Expensive tests that build all MIOpen kernels (included in regression tests)

When adding new tests, please follow the convention where the CMake build target starts with a prefix test_ckb. This allows filtering of CK Builder tests from the full CK repository test suite.