/* ************************************************************************ * Copyright (C) 2016-2024 Advanced Micro Devices, Inc. All rights reserved. * * Permission is hereby granted, free of charge, to any person obtaining a copy * of this software and associated documentation files (the "Software"), to deal * in the Software without restriction, including without limitation the rights * to use, copy, modify, merge, publish, distribute, sublicense, and/or sell * copies of the Software, and to permit persons to whom the Software is * furnished to do so, subject to the following conditions: * * The above copyright notice and this permission notice shall be included in * all copies or substantial portions of the Software. * * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE * SOFTWARE. * * ************************************************************************ */ #include #include #include #include "hipblas_init.hpp" #include "utility.h" #include #include #ifndef CHECK_HIP_ERROR #define CHECK_HIP_ERROR(error) \ if(error != hipSuccess) \ { \ fprintf(stderr, \ "Hip error: '%s'(%d) at %s:%d\n", \ hipGetErrorString(error), \ error, \ __FILE__, \ __LINE__); \ exit(EXIT_FAILURE); \ } #endif #ifndef CHECK_HIPBLAS_ERROR #define CHECK_HIPBLAS_ERROR(error) \ if(error != HIPBLAS_STATUS_SUCCESS) \ { \ fprintf(stderr, "hipBLAS error: "); \ if(error == HIPBLAS_STATUS_NOT_INITIALIZED) \ fprintf(stderr, "HIPBLAS_STATUS_NOT_INITIALIZED"); \ if(error == HIPBLAS_STATUS_ALLOC_FAILED) \ fprintf(stderr, "HIPBLAS_STATUS_ALLOC_FAILED"); \ if(error == HIPBLAS_STATUS_INVALID_VALUE) \ fprintf(stderr, "HIPBLAS_STATUS_INVALID_VALUE"); \ if(error == HIPBLAS_STATUS_MAPPING_ERROR) \ fprintf(stderr, "HIPBLAS_STATUS_MAPPING_ERROR"); \ if(error == HIPBLAS_STATUS_EXECUTION_FAILED) \ fprintf(stderr, "HIPBLAS_STATUS_EXECUTION_FAILED"); \ if(error == HIPBLAS_STATUS_INTERNAL_ERROR) \ fprintf(stderr, "HIPBLAS_STATUS_INTERNAL_ERROR"); \ if(error == HIPBLAS_STATUS_NOT_SUPPORTED) \ fprintf(stderr, "HIPBLAS_STATUS_NOT_SUPPORTED"); \ if(error == HIPBLAS_STATUS_INVALID_ENUM) \ fprintf(stderr, "HIPBLAS_STATUS_INVALID_ENUM"); \ if(error == HIPBLAS_STATUS_UNKNOWN) \ fprintf(stderr, "HIPBLAS_STATUS_UNKNOWN"); \ fprintf(stderr, "\n"); \ exit(EXIT_FAILURE); \ } #endif /* ============================================================================================ */ template float bfloat16_to_float_helper(T bf) { union { uint32_t int32; float fp32; } u = {uint32_t(bf.data) << 16}; return u.fp32; } // if just using host compiler with hip_bfloat16, hip gives minimum definition of bfloat16, so doing // most of the work in fp32 void reference_bfdot( int n, hipblasBfloat16* hx, int incx, hipblasBfloat16* hy, int incy, hipblasBfloat16* res) { float tmp = 0; for(int i = 0; i < n; i++) tmp += bfloat16_to_float(hx[i * size_t(incx)]) * bfloat16_to_float(hy[i * size_t(incy)]); *res = float_to_bfloat16(tmp); } int main() { int N = 1024; int incx = 1; int incy = 1; hipblasStatus_t status; // Naming: dX is in GPU (device) memory. hK is in CPU (host) memory, plz follow this practice std::vector hx(N); std::vector hy(N); hip_bfloat16* dx; hip_bfloat16* dy; size_t x_size = N * size_t(incx); size_t y_size = N * size_t(incy); double gpu_time_used = 0.0; hipblasHandle_t handle; hipblasCreate(&handle); // allocate memory on device CHECK_HIP_ERROR(hipMalloc(&dx, x_size * sizeof(hip_bfloat16))); CHECK_HIP_ERROR(hipMalloc(&dy, y_size * sizeof(hip_bfloat16))); // Initial Data on CPU // Initializes in range of [1, 3] // hipblasBfloat16 and hip_bfloat16 have same format, can be casted to use our helper functions srand(1); hipblas_init((hipblasBfloat16*)hx.data(), 1, N, incx); hipblas_init((hipblasBfloat16*)hy.data(), 1, N, incy); hip_bfloat16 hipblas_result, gold_result; CHECK_HIP_ERROR(hipMemcpy(dx, hx.data(), x_size * sizeof(hip_bfloat16), hipMemcpyHostToDevice)); CHECK_HIP_ERROR(hipMemcpy(dy, hy.data(), y_size * sizeof(hip_bfloat16), hipMemcpyHostToDevice)); printf("N hipblas(us) \n"); gpu_time_used = get_time_us(); // in microseconds /* ===================================================================== HIPBLAS C interface =================================================================== */ status = hipblasSetPointerMode(handle, HIPBLAS_POINTER_MODE_HOST); if(status != HIPBLAS_STATUS_SUCCESS) { CHECK_HIP_ERROR(hipFree(dx)); CHECK_HIP_ERROR(hipFree(dy)); hipblasDestroy(handle); return status; } #ifdef HIPBLAS_USE_HIP_BFLOAT16 status = hipblasBfdot(handle, N, dx, incx, dy, incy, &hipblas_result); #else // without exposing hip_bfloat16 interface, we can cast to hipblasBfloat16 pointers status = hipblasBfdot(handle, N, (hipblasBfloat16*)dx, incx, (hipblasBfloat16*)dy, incy, (hipblasBfloat16*)(&hipblas_result)); #endif if(status != HIPBLAS_STATUS_SUCCESS) { CHECK_HIP_ERROR(hipFree(dx)); CHECK_HIP_ERROR(hipFree(dy)); hipblasDestroy(handle); return status; } gpu_time_used = get_time_us() - gpu_time_used; // verify hipblas_bfdot result reference_bfdot(N, (hipblasBfloat16*)hx.data(), incx, (hipblasBfloat16*)hy.data(), incy, (hipblasBfloat16*)(&gold_result)); float gold_resf = bfloat16_to_float_helper((gold_result)); float hip_resf = bfloat16_to_float_helper((hipblas_result)); float diff = std::abs(gold_resf - hip_resf); printf("%d %8.2f \n", (int)N, gpu_time_used); if(diff) { printf("CPU RESULT: %f, GPU_RESULT: %f\n", gold_resf, hip_resf); printf("BFDOT TEST FAILS\n"); } else { printf("BFDOT TEST PASSES\n"); } CHECK_HIP_ERROR(hipFree(dx)); CHECK_HIP_ERROR(hipFree(dy)); hipblasDestroy(handle); return EXIT_SUCCESS; }