mirror of
https://github.com/ROCm/composable_kernel.git
synced 2026-05-03 05:01:25 +00:00
Prior to this change, the number of accumulations passed into calculate_rtol_atol was 1. That said, in most cases, this is not correct when there are multiple workgroups contributing to the same macro tile in C. This change ensures uses the function estimate_num_wgs_per_tile, which was extracted into a common file and generalized, to estimate the number of workgroups per macro tile. This estimate is passed into calculate_rtol_atol to ensure we get a better relative and absolute tolerance.
Stream-K GEMM
This folder contains examples of Stream-K GEMMs using the ck_tile tile-programming implementation.
build
# in the root of ck_tile
mkdir build && cd build
# you can replace <arch> with the appropriate architecture (for example gfx942) or leave it blank
../script/cmake-ck-dev.sh ../ <arch>
# Compile the Stream-K kernels
make tile_example_streamk_gemm_basic -j
This will result in an executable build/bin/tile_example_streamk_gemm_basic
example
args:
-m m dimension (default:512)
-n n dimension (default:512)
-k k dimension (default:512)
-a_layout tensor A data layout (default: R)
-b_layout tensor B data layout (default: C)
-c_layout tensor C data layout (default: R)
-num_sk_blocks number of Stream-K blocks. -1: chosen by algorithm, or user selected (default:-1)
-reduction_strategy strategy for storing results in C tensor. atomic/reduction (default:atomic)
-stride_a tensor A stride (default:0)
-stride_b tensor B stride (default:0)
-stride_c tensor C stride (default:0)
-v validation strategy. 0. No validation, 1. Validation on CPU, 2. Validation on GPU (default:1)
-prec data type. fp16/bf16 (default:fp16)
-warmup number of iterations before benchmarking the kernel (default:50)
-repeat number of iterations to benchmark the kernel (default:100)
-timer timing mode. gpu:gpu timer, cpu:cpu timer (default:gpu)
-init data initialization strategy. 0:random, 1:linear, 2:constant(1) (default:0)
-flush_cache flush the cache before running the kernel (default:true)