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Neither the name of the copyright holder nor the names of its * contributors may be used to endorse or promote products derived from * this software without specific prior written permission. * * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" * AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE * IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE * DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE * FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL * DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR * SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER * CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, * OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE * OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. * **************************************************************************************************/ /*! \file \brief Unit test for the PipelineAsync class */ #define KERNEL_DBG_TRACE false #include "../common/cutlass_unit_test.h" #include #include #include #include #include #include #include "cutlass/core_io.h" #include "cutlass/util/print_error.hpp" #include "cutlass/util/GPU_Clock.hpp" #include "testbed.h" #include "cutlass/pipeline/pipeline.hpp" #include "cutlass/arch/barrier.h" #include "cute/arch/cluster_sm90.hpp" using namespace cute; //////////////////// KERNEL ///////////////////////// template struct SharedStorage { typename cutlass::PipelineAsync::SharedStorage storage; }; // Goal of this kernel is to complete deadlock-free // Simple 1 producer warp, one consumer warp scenario template __global__ static void pipeline_async_basic_device(uint32_t const num_iterations) { extern __shared__ char shared_memory[]; using MainloopPipeline = typename cutlass::PipelineAsync; using PipelineState = typename cutlass::PipelineState; using SharedStorage = SharedStorage; SharedStorage& shared_storage = *reinterpret_cast(shared_memory); int warp_idx = __shfl_sync(0xffffffff, threadIdx.x / 32, 0); int lane_predicate = cute::elect_one_sync(); dim3 block_id_in_cluster = cute::block_id_in_cluster(); // This example showcases 2 producer 1 consumer example typename MainloopPipeline::Params params; params.producer_arv_count = 2; params.consumer_arv_count = 1; MainloopPipeline pipeline(shared_storage.storage, params); // Ensure All CTAs in Cluster have completed init before issuing commits cute::cluster_arrive_relaxed(); cute::cluster_wait(); __syncthreads(); if (lane_predicate) { // Producer Warps if (warp_idx==0 || warp_idx==1) { PipelineState smem_pipe_write = cutlass::make_producer_start_state(); int prologue_iterations = min(NumStages, num_iterations); for ( int i = 0; i < prologue_iterations; ++i) { // Can also specify stage to commit directly pipeline.producer_commit(smem_pipe_write); ++smem_pipe_write; } int mainloop_iterations = num_iterations - prologue_iterations; for ( ; mainloop_iterations > 0; --mainloop_iterations) { pipeline.producer_acquire(smem_pipe_write); pipeline.producer_commit(smem_pipe_write); ++smem_pipe_write; } } else { PipelineState smem_pipe_read; for (int iter=0 ; iter < num_iterations; ++iter) { pipeline.consumer_wait(smem_pipe_read); pipeline.consumer_release(smem_pipe_read); ++smem_pipe_read; } } } // To make sure remote SMEM doesn't get destroyed cute::cluster_arrive(); cute::cluster_wait(); } ///////////////////////////////////////////////////// template struct PipelineTest { // // Data members // static constexpr uint32_t Stages = Stages_; static constexpr uint32_t kBlockSize = 96; using ClusterShape = ClusterShape_; // // Methods // // Ctor PipelineTest() = default; // Run CuTe GEMM kernel cudaError_t run(uint32_t const kNumIters, cudaStream_t stream = nullptr) { // Pipeline (multistage pipeline) auto cluster_shape = Shape, Int, _1>{}; // // Configure and launch // int iterations = 2; cudaError_t result; for (int iter = 0; iter < iterations; ++iter) { // Define the tiled MMA layout (static, 4warps) using MainloopPipeline = typename cutlass::PipelineAsync; int smem_size = int(sizeof(SharedStorage)); result = cudaFuncSetAttribute( pipeline_async_basic_device, cudaFuncAttributeMaxDynamicSharedMemorySize, smem_size); // Launch a single Cluster, with 128 thread per CTA dim3 dimCluster(size<0>(cluster_shape), size<1>(cluster_shape), 1); dim3 dimGrid(size<0>(cluster_shape), size<1>(cluster_shape), 1); dim3 dimBlock(kBlockSize,1,1); const void* kernel = (const void*)pipeline_async_basic_device; int iters = kNumIters; void* kernel_params[] = {reinterpret_cast(&iters)}; cutlass::ClusterLauncher::launch(dimGrid, dimCluster, dimBlock, smem_size, stream, kernel, kernel_params); } // profiling loop ends result = cudaDeviceSynchronize(); if (result != cudaSuccess) { std::cerr << "Error: cudaDeviceSynchronize() failed" << std::endl; return result; } return cudaSuccess; } }; #if CUDA_12_0_SM90_FEATURES_SUPPORTED TEST(SM90_Verify_PipelineAsync, Cluster1x1_Stage2) { Options options; using ClusterShape = cutlass::gemm::GemmShape<1, 1, 1>; static constexpr uint32_t Stages = 2; using Test = PipelineTest; Testbed testbed(options); EXPECT_TRUE(testbed.verification()); } TEST(SM90_Verify_PipelineAsync, Cluster1x1_Stage5) { Options options; using ClusterShape = cutlass::gemm::GemmShape<1, 1, 1>; static constexpr uint32_t Stages = 5; using Test = PipelineTest; Testbed testbed(options); EXPECT_TRUE(testbed.verification()); } TEST(SM90_Verify_PipelineAsync, Cluster1x1_Stage10) { Options options; using ClusterShape = cutlass::gemm::GemmShape<1, 1, 1>; static constexpr uint32_t Stages = 10; using Test = PipelineTest; Testbed testbed(options); EXPECT_TRUE(testbed.verification()); } TEST(SM90_Verify_PipelineAsync, Cluster2x2_Stage2) { Options options; using ClusterShape = cutlass::gemm::GemmShape<2, 2, 1>; static constexpr uint32_t Stages = 2; using Test = PipelineTest; Testbed testbed(options); EXPECT_TRUE(testbed.verification()); } TEST(SM90_Verify_PipelineAsync, Cluster2x2_Stage5) { Options options; using ClusterShape = cutlass::gemm::GemmShape<2, 2, 1>; static constexpr uint32_t Stages = 5; using Test = PipelineTest; Testbed testbed(options); EXPECT_TRUE(testbed.verification()); } TEST(SM90_Verify_PipelineAsync, Cluster2x2_Stage10) { Options options; using ClusterShape = cutlass::gemm::GemmShape<2, 2, 1>; static constexpr uint32_t Stages = 10; using Test = PipelineTest; Testbed testbed(options); EXPECT_TRUE(testbed.verification()); } TEST(SM90_Verify_PipelineAsync, Cluster1x2_Stage2) { Options options; using ClusterShape = cutlass::gemm::GemmShape<1, 2, 1>; static constexpr uint32_t Stages = 2; using Test = PipelineTest; Testbed testbed(options); EXPECT_TRUE(testbed.verification()); } TEST(SM90_Verify_PipelineAsync, Cluster1x2_Stage7) { Options options; using ClusterShape = cutlass::gemm::GemmShape<1, 2, 1>; static constexpr uint32_t Stages = 7; using Test = PipelineTest; Testbed testbed(options); EXPECT_TRUE(testbed.verification()); } TEST(SM90_Verify_PipelineAsync, Cluster1x2_Stage10) { Options options; using ClusterShape = cutlass::gemm::GemmShape<1, 2, 1>; static constexpr uint32_t Stages = 10; using Test = PipelineTest; Testbed testbed(options); EXPECT_TRUE(testbed.verification()); } TEST(SM90_Verify_PipelineAsync, Cluster2x1_Stage2) { Options options; using ClusterShape = cutlass::gemm::GemmShape<2, 1, 1>; static constexpr uint32_t Stages = 2; using Test = PipelineTest; Testbed testbed(options); EXPECT_TRUE(testbed.verification()); } TEST(SM90_Verify_PipelineAsync, Cluster2x1_Stage7) { Options options; using ClusterShape = cutlass::gemm::GemmShape<2, 1, 1>; static constexpr uint32_t Stages = 7; using Test = PipelineTest; Testbed testbed(options); EXPECT_TRUE(testbed.verification()); } TEST(SM90_Verify_PipelineAsync, Cluster4x1_Stage2) { Options options; using ClusterShape = cutlass::gemm::GemmShape<4, 1, 1>; static constexpr uint32_t Stages = 2; using Test = PipelineTest; Testbed testbed(options); EXPECT_TRUE(testbed.verification()); } TEST(SM90_Verify_PipelineAsync, Cluster4x1_Stage7) { Options options; using ClusterShape = cutlass::gemm::GemmShape<4, 1, 1>; static constexpr uint32_t Stages = 7; using Test = PipelineTest; Testbed testbed(options); EXPECT_TRUE(testbed.verification()); } TEST(SM90_Verify_PipelineAsync, Cluster1x4_Stage2) { Options options; using ClusterShape = cutlass::gemm::GemmShape<1, 4, 1>; static constexpr uint32_t Stages = 2; using Test = PipelineTest; Testbed testbed(options); EXPECT_TRUE(testbed.verification()); } TEST(SM90_Verify_PipelineAsync, Cluster1x4_Stage7) { Options options; using ClusterShape = cutlass::gemm::GemmShape<1, 4, 1>; static constexpr uint32_t Stages = 7; using Test = PipelineTest; Testbed testbed(options); EXPECT_TRUE(testbed.verification()); } TEST(SM90_Verify_PipelineAsync, Cluster2x4_Stage2) { Options options; using ClusterShape = cutlass::gemm::GemmShape<2, 4, 1>; static constexpr uint32_t Stages = 2; using Test = PipelineTest; Testbed testbed(options); EXPECT_TRUE(testbed.verification()); } TEST(SM90_Verify_PipelineAsync, Cluster2x4_Stage7) { Options options; using ClusterShape = cutlass::gemm::GemmShape<2, 4, 1>; static constexpr uint32_t Stages = 7; using Test = PipelineTest; Testbed testbed(options); EXPECT_TRUE(testbed.verification()); } TEST(SM90_Verify_PipelineAsync, Cluster4x2_Stage2) { Options options; using ClusterShape = cutlass::gemm::GemmShape<4, 2, 1>; static constexpr uint32_t Stages = 2; using Test = PipelineTest; Testbed testbed(options); EXPECT_TRUE(testbed.verification()); } TEST(SM90_Verify_PipelineAsync, Cluster4x2_Stage7) { Options options; using ClusterShape = cutlass::gemm::GemmShape<4, 2, 1>; static constexpr uint32_t Stages = 7; using Test = PipelineTest; Testbed testbed(options); EXPECT_TRUE(testbed.verification()); } TEST(SM90_Verify_PipelineAsync, Cluster4x4_Stage2) { Options options; using ClusterShape = cutlass::gemm::GemmShape<4, 4, 1>; static constexpr uint32_t Stages = 2; using Test = PipelineTest; Testbed testbed(options); EXPECT_TRUE(testbed.verification()); } TEST(SM90_Verify_PipelineAsync, Cluster4x4_Stage3) { Options options; using ClusterShape = cutlass::gemm::GemmShape<4, 4, 1>; static constexpr uint32_t Stages = 3; using Test = PipelineTest; Testbed testbed(options); EXPECT_TRUE(testbed.verification()); } TEST(SM90_Verify_PipelineAsync, Cluster4x4_Stage4) { Options options; using ClusterShape = cutlass::gemm::GemmShape<4, 4, 1>; static constexpr uint32_t Stages = 4; using Test = PipelineTest; Testbed testbed(options); EXPECT_TRUE(testbed.verification()); } TEST(SM90_Verify_PipelineAsync, Cluster4x4_Stage5) { Options options; using ClusterShape = cutlass::gemm::GemmShape<4, 4, 1>; static constexpr uint32_t Stages = 5; using Test = PipelineTest; Testbed testbed(options); EXPECT_TRUE(testbed.verification()); } TEST(SM90_Verify_PipelineAsync, Cluster4x4_Stage6) { Options options; using ClusterShape = cutlass::gemm::GemmShape<4, 4, 1>; static constexpr uint32_t Stages = 6; using Test = PipelineTest; Testbed testbed(options); EXPECT_TRUE(testbed.verification()); } TEST(SM90_Verify_PipelineAsync, Cluster4x4_Stage7) { Options options; using ClusterShape = cutlass::gemm::GemmShape<4, 4, 1>; static constexpr uint32_t Stages = 7; using Test = PipelineTest; Testbed testbed(options); EXPECT_TRUE(testbed.verification()); } TEST(SM90_Verify_PipelineAsync, Cluster4x4_Stage8) { Options options; using ClusterShape = cutlass::gemm::GemmShape<4, 4, 1>; static constexpr uint32_t Stages = 8; using Test = PipelineTest; Testbed testbed(options); EXPECT_TRUE(testbed.verification()); } TEST(SM90_Verify_PipelineAsync, Cluster4x4_Stage9) { Options options; using ClusterShape = cutlass::gemm::GemmShape<4, 4, 1>; static constexpr uint32_t Stages = 9; using Test = PipelineTest; Testbed testbed(options); EXPECT_TRUE(testbed.verification()); } TEST(SM90_Verify_PipelineAsync, Cluster4x4_Stage10) { Options options; using ClusterShape = cutlass::gemm::GemmShape<4, 4, 1>; static constexpr uint32_t Stages = 10; using Test = PipelineTest; Testbed testbed(options); EXPECT_TRUE(testbed.verification()); } TEST(SM90_Verify_PipelineAsync, Cluster4x4_Stage11) { Options options; using ClusterShape = cutlass::gemm::GemmShape<4, 4, 1>; static constexpr uint32_t Stages = 11; using Test = PipelineTest; Testbed testbed(options); EXPECT_TRUE(testbed.verification()); } #endif