/*************************************************************************************************** * Copyright (c) 2017 - 2023 NVIDIA CORPORATION & AFFILIATES. All rights reserved. * SPDX-License-Identifier: BSD-3-Clause * * Redistribution and use in source and binary forms, with or without * modification, are permitted provided that the following conditions are met: * * 1. Redistributions of source code must retain the above copyright notice, this * list of conditions and the following disclaimer. * * 2. Redistributions in binary form must reproduce the above copyright notice, * this list of conditions and the following disclaimer in the documentation * and/or other materials provided with the distribution. * * 3. 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. * **************************************************************************************************/ #include "cutlass_unit_test.h" #include #include #include #include #include using namespace cute; template __global__ void ldsm_test_device(uint16_t* g_in, uint16_t* g_out) { constexpr int count = sizeof(T) / 4; int tid = threadIdx.x; int stride = blockDim.x; // load input gmem -> smem __shared__ uint32_t smem[32 * count]; for (int i = 0; i < count; ++i) { smem[tid + (stride * i)] = reinterpret_cast(g_in)[tid + (stride * i)]; } __syncthreads(); uint32_t reg[count]; for (int i = 0; i < count; ++i) { reg[i] = 0; } // load smem -> rmem using LDSM uint128_t* smem_ptr = reinterpret_cast(smem) + tid; T* rmem_ptr = reinterpret_cast(reg); cute::copy_ldsm(smem_ptr, rmem_ptr); // store output rmem -> gmem for (int i = 0; i < count; ++i) { reinterpret_cast(g_out)[tid + (stride * i)] = reg[i]; } } template __global__ void ldsm_test_device_cute(uint16_t* g_in, uint16_t* g_out, TiledCopy tiled_copy, SmemLayout smem_layout) { using namespace cute; __shared__ uint16_t smem[size(smem_layout)]; auto t_g_in = make_tensor(make_gmem_ptr(g_in), smem_layout); auto t_g_out = make_tensor(make_gmem_ptr(g_out), smem_layout); auto t_smem = make_tensor(make_smem_ptr(smem), smem_layout); int tid = threadIdx.x; // Load input gmem -> smem for (int i = tid; i < size(t_smem); i += size(tiled_copy)) { t_smem(i) = t_g_in(i); } __syncthreads(); auto thr_copy = tiled_copy.get_thread_slice(tid); auto tXsX = thr_copy.partition_S(t_smem); // (V,M,N) auto tXgX = thr_copy.partition_D(t_g_out); // (V,M,N) auto tXrX = make_tensor(shape(tXgX)); // (V,M,N) clear(tXrX); // Just to make sure /* if (thread0()) { print("tXsX: " ); print(tXsX.layout()); print("\n"); print("tXgX: " ); print(tXgX.layout()); print("\n"); print("tXrX: " ); print(tXrX.layout()); print("\n"); } */ // Copy smem -> rmem via tiled_copy (LDSM, LDS) copy(tiled_copy, tXsX, tXrX); // Output rmem -> gmem copy(tXrX, tXgX); } TEST(SM80_CuTe_Ampere, Ldsm) { constexpr int count = 1024; thrust::host_vector h_in(count); for (int i = 0; i < count; ++i) { h_in[i] = uint16_t(i); } thrust::device_vector d_in = h_in; // // LDSM 1x (32b) // { thrust::device_vector d_out(count); ldsm_test_device<<<1, 32>>>( thrust::raw_pointer_cast(d_in.data()), thrust::raw_pointer_cast(d_out.data())); thrust::host_vector h_out = d_out; for (int i = 0; i < 32; ++i) { EXPECT_EQ(h_out[i], h_in[i]); } CUTLASS_TRACE_HOST("LDSM 1x ldsm_test_device SUCCESS\n"); } // // LDSM 2x (64b) // { thrust::device_vector d_out(count); ldsm_test_device<<<1, 32>>>( thrust::raw_pointer_cast(d_in.data()), thrust::raw_pointer_cast(d_out.data())); thrust::host_vector h_out = d_out; for (int i = 0; i < 64; ++i) { //printf("%d %d\n", int(h_in[i]), int(h_out[i])); EXPECT_EQ(h_out[i], h_in[i]); } CUTLASS_TRACE_HOST("LDSM 2x ldsm_test_device SUCCESS\n"); } // // LDSM 4x (128b) // { thrust::device_vector d_out(count); ldsm_test_device<<<1, 32>>>( thrust::raw_pointer_cast(d_in.data()), thrust::raw_pointer_cast(d_out.data())); thrust::host_vector h_out = d_out; for (int i = 0; i < 128; ++i) { //printf("%d %d\n", int(h_in[i]), int(h_out[i])); EXPECT_EQ(h_out[i], h_in[i]); } CUTLASS_TRACE_HOST("LDSM 4x ldsm_test_device SUCCESS\n"); } // // CuTe LDSM // { thrust::device_vector d_out(count); auto smem_layout = Layout>, Stride< _2,Stride<_1,_64>>>{}; auto tiled_copy = make_tiled_copy(Copy_Atom{}, Layout>{}, Layout>{}); ldsm_test_device_cute<<<1, int(size(tiled_copy))>>>( thrust::raw_pointer_cast(d_in.data()), thrust::raw_pointer_cast(d_out.data()), tiled_copy, smem_layout); thrust::host_vector h_out = d_out; for (int i = 0; i < size(smem_layout); ++i) { //printf("%d %d\n", int(h_in[i]), int(h_out[i])); EXPECT_EQ(h_out[i], h_in[i]); } CUTLASS_TRACE_HOST("CuTe 32x8 interleaved U32x1_LDSM_N SUCCESS\n"); } { thrust::device_vector d_out(count); auto smem_layout = Layout>, Stride< _2,Stride<_1,_64>>>{}; auto tiled_copy = make_tiled_copy(Copy_Atom{}, Layout>{}, Layout>{}); ldsm_test_device_cute<<<1, int(size(tiled_copy))>>>( thrust::raw_pointer_cast(d_in.data()), thrust::raw_pointer_cast(d_out.data()), tiled_copy, smem_layout); thrust::host_vector h_out = d_out; for (int i = 0; i < size(smem_layout); ++i) { //printf("%d %d\n", int(h_in[i]), int(h_out[i])); EXPECT_EQ(h_out[i], h_in[i]); } CUTLASS_TRACE_HOST("CuTe 32x8 interleaved U32x2_LDSM_N SUCCESS\n"); } { thrust::device_vector d_out(count); auto smem_layout = Layout>, Stride< _2,Stride<_1,_64>>>{}; auto tiled_copy = make_tiled_copy(Copy_Atom{}, Layout>{}, Layout>{}); ldsm_test_device_cute<<<1, int(size(tiled_copy))>>>( thrust::raw_pointer_cast(d_in.data()), thrust::raw_pointer_cast(d_out.data()), tiled_copy, smem_layout); thrust::host_vector h_out = d_out; for (int i = 0; i < size(smem_layout); ++i) { //printf("%d %d\n", int(h_in[i]), int(h_out[i])); EXPECT_EQ(h_out[i], h_in[i]); } CUTLASS_TRACE_HOST("CuTe 32x8 interleaved U32x4_LDSM_N SUCCESS\n"); } { thrust::device_vector d_out(count); auto smem_layout = Layout>, Stride< _2,Stride<_1,_64>>>{}; auto tiled_copy = make_tiled_copy(Copy_Atom, uint16_t>{}, Layout>{}, Layout>{}); ldsm_test_device_cute<<<1, int(size(tiled_copy))>>>( thrust::raw_pointer_cast(d_in.data()), thrust::raw_pointer_cast(d_out.data()), tiled_copy, smem_layout); thrust::host_vector h_out = d_out; for (int i = 0; i < size(smem_layout); ++i) { //printf("%d %d\n", int(h_in[i]), int(h_out[i])); EXPECT_EQ(h_out[i] , h_in[i]); } CUTLASS_TRACE_HOST("CuTe 32x8 interleaved LDS.U16 SUCCESS\n"); } { thrust::device_vector d_out(count); auto smem_layout = Layout, Stride< _1,_32>>{}; auto tiled_copy = make_tiled_copy(Copy_Atom{}, Layout>{}, Layout>{}); ldsm_test_device_cute<<<1, int(size(tiled_copy))>>>( thrust::raw_pointer_cast(d_in.data()), thrust::raw_pointer_cast(d_out.data()), tiled_copy, smem_layout); thrust::host_vector h_out = d_out; for (int i = 0; i < size(smem_layout); ++i) { //printf("%d %d\n", int(h_in[i]), int(h_out[i])); EXPECT_EQ(h_out[i], h_in[i]); } CUTLASS_TRACE_HOST("CuTe 32x32 U32x1_LDSM_N SUCCESS\n"); } { thrust::device_vector d_out(count); auto smem_layout = Layout, Stride< _1,_32>>{}; auto tiled_copy = make_tiled_copy(Copy_Atom{}, Layout>{}, Layout>{}); ldsm_test_device_cute<<<1, int(size(tiled_copy))>>>( thrust::raw_pointer_cast(d_in.data()), thrust::raw_pointer_cast(d_out.data()), tiled_copy, smem_layout); thrust::host_vector h_out = d_out; for (int i = 0; i < size(smem_layout); ++i) { //printf("%d %d\n", int(h_in[i]), int(h_out[i])); EXPECT_EQ(h_out[i], h_in[i]); } CUTLASS_TRACE_HOST("CuTe 32x32 U32x2_LDSM_N SUCCESS\n"); } { thrust::device_vector d_out(count); auto smem_layout = Layout, Stride< _1,_32>>{}; auto tiled_copy = make_tiled_copy(Copy_Atom{}, Layout>{}, Layout>{}); ldsm_test_device_cute<<<1, int(size(tiled_copy))>>>( thrust::raw_pointer_cast(d_in.data()), thrust::raw_pointer_cast(d_out.data()), tiled_copy, smem_layout); thrust::host_vector h_out = d_out; for (int i = 0; i < size(smem_layout); ++i) { //printf("%d %d\n", int(h_in[i]), int(h_out[i])); EXPECT_EQ(h_out[i], h_in[i]); } CUTLASS_TRACE_HOST("CuTe 32x32 U32x4_LDSM_N SUCCESS\n"); } { thrust::device_vector d_out(count); auto smem_layout = Layout, Stride< _1,_32>>{}; auto tiled_copy = make_tiled_copy(Copy_Atom, uint16_t>{}, Layout>{}, Layout>{}); ldsm_test_device_cute<<<1, int(size(tiled_copy))>>>( thrust::raw_pointer_cast(d_in.data()), thrust::raw_pointer_cast(d_out.data()), tiled_copy, smem_layout); thrust::host_vector h_out = d_out; for (int i = 0; i < size(smem_layout); ++i) { //printf("%d %d\n", int(h_in[i]), int(h_out[i])); EXPECT_EQ(h_out[i], h_in[i]); } CUTLASS_TRACE_HOST("CuTe 32x32 LDS.U16 SUCCESS\n"); } { thrust::device_vector d_out(count); auto smem_layout = Layout, Stride<_32, _1>>{}; auto tiled_copy = make_tiled_copy(Copy_Atom{}, Layout>{}, Layout>{}); ldsm_test_device_cute<<<1, int(size(tiled_copy))>>>( thrust::raw_pointer_cast(d_in.data()), thrust::raw_pointer_cast(d_out.data()), tiled_copy, smem_layout); thrust::host_vector h_out = d_out; for (int i = 0; i < size(smem_layout); ++i) { //printf("%d %d\n", int(h_in[i]), int(h_out[i])); EXPECT_EQ(h_out[i], h_in[i]); } CUTLASS_TRACE_HOST("CuTe 32x32 U16x2_LDSM_T SUCCESS\n"); } { thrust::device_vector d_out(count); auto smem_layout = Layout, Stride<_32, _1>>{}; auto tiled_copy = make_tiled_copy(Copy_Atom{}, Layout>{}, Layout>{}); ldsm_test_device_cute<<<1, int(size(tiled_copy))>>>( thrust::raw_pointer_cast(d_in.data()), thrust::raw_pointer_cast(d_out.data()), tiled_copy, smem_layout); thrust::host_vector h_out = d_out; for (int i = 0; i < size(smem_layout); ++i) { //printf("%d %d\n", int(h_in[i]), int(h_out[i])); EXPECT_EQ(h_out[i], h_in[i]); } CUTLASS_TRACE_HOST("CuTe 32x32 U16x4_LDSM_T SUCCESS\n"); } { thrust::device_vector d_out(count); auto smem_layout = Layout, Stride<_32, _1>>{}; auto tiled_copy = make_tiled_copy(Copy_Atom{}, Layout>{}, Layout>{}); ldsm_test_device_cute<<<1, int(size(tiled_copy))>>>( thrust::raw_pointer_cast(d_in.data()), thrust::raw_pointer_cast(d_out.data()), tiled_copy, smem_layout); thrust::host_vector h_out = d_out; for (int i = 0; i < size(smem_layout); ++i) { //printf("%d %d\n", int(h_in[i]), int(h_out[i])); EXPECT_EQ(h_out[i], h_in[i]); } CUTLASS_TRACE_HOST("CuTe 32x32 U16x8_LDSM_T SUCCESS\n"); } CUTLASS_TRACE_HOST("PASS"); }