#include #include #include #include #include #include #include "common.h" #define FLOAT_ULP 6 #define RT_CHECK(_expr) \ do { \ int _ret = _expr; \ if (0 == _ret) \ break; \ printf("Error: '%s' returned %d!\n", #_expr, (int)_ret); \ cleanup(); \ exit(-1); \ } while (false) /////////////////////////////////////////////////////////////////////////////// template class Comparator {}; template <> class Comparator { public: static const char* type_str() { return "integer"; } static int generate() { return rand(); } static bool compare(int a, int b, int index, int errors) { if (a != b) { if (errors < 100) { printf("*** error: [%d] expected=%d, actual=%d\n", index, a, b); } return false; } return true; } }; template <> class Comparator { public: static const char* type_str() { return "float"; } static int generate() { return static_cast(rand()) / RAND_MAX; } static bool compare(float a, float b, int index, int errors) { union fi_t { float f; int32_t i; }; fi_t fa, fb; fa.f = a; fb.f = b; auto d = std::abs(fa.i - fb.i); if (d > FLOAT_ULP) { if (errors < 100) { printf("*** error: [%d] expected=%f, actual=%f\n", index, a, b); } return false; } return true; } }; static void matmul_cpu(TYPE* out, const TYPE* A, const TYPE* B, uint32_t width, uint32_t height) { for (uint32_t row = 0; row < height; ++row) { for (uint32_t col = 0; col < width; ++col) { TYPE sum(0); for (uint32_t e = 0; e < width; ++e) { sum += A[row * width + e] * B[e * width + col]; } out[row * width + col] = sum; } } } const char* kernel_file = "kernel.bin"; uint32_t size = 32; vx_device_h device = nullptr; std::vector staging_buf; kernel_arg_t kernel_arg = {}; static void show_usage() { std::cout << "Vortex Test." << std::endl; std::cout << "Usage: [-k: kernel] [-n size] [-h: help]" << std::endl; } static void parse_args(int argc, char **argv) { int c; while ((c = getopt(argc, argv, "n:k:h?")) != -1) { switch (c) { case 'n': size = atoi(optarg); break; case 'k': kernel_file = optarg; break; case 'h': case '?': { show_usage(); exit(0); } break; default: show_usage(); exit(-1); } } } void cleanup() { if (device) { vx_mem_free(device, kernel_arg.A_addr); vx_mem_free(device, kernel_arg.B_addr); vx_mem_free(device, kernel_arg.C_addr); vx_dev_close(device); } } int main(int argc, char *argv[]) { // parse command arguments parse_args(argc, argv); std::srand(50); // open device connection std::cout << "open device connection" << std::endl; RT_CHECK(vx_dev_open(&device)); uint32_t num_points = size * size; uint32_t buf_size = num_points * sizeof(TYPE); std::cout << "data type: " << Comparator::type_str() << std::endl; std::cout << "matrix size: " << size << "x" << size << std::endl; std::cout << "buffer size: " << buf_size << " bytes" << std::endl; // upload program std::cout << "upload program" << std::endl; RT_CHECK(vx_upload_kernel_file(device, kernel_file)); // allocate device memory std::cout << "allocate device memory" << std::endl; RT_CHECK(vx_mem_alloc(device, buf_size, VX_MEM_TYPE_GLOBAL, &kernel_arg.A_addr)); RT_CHECK(vx_mem_alloc(device, buf_size, VX_MEM_TYPE_GLOBAL, &kernel_arg.B_addr)); RT_CHECK(vx_mem_alloc(device, buf_size, VX_MEM_TYPE_GLOBAL, &kernel_arg.C_addr)); kernel_arg.num_tasks = num_points; kernel_arg.size = size; std::cout << "dev_src0=0x" << std::hex << kernel_arg.A_addr << std::endl; std::cout << "dev_src1=0x" << std::hex << kernel_arg.B_addr << std::endl; std::cout << "dev_dst=0x" << std::hex << kernel_arg.C_addr << std::endl; // allocate staging buffer std::cout << "allocate staging buffer" << std::endl; uint32_t alloc_size = std::max(buf_size, sizeof(kernel_arg_t)); staging_buf.resize(alloc_size); // upload kernel argument std::cout << "upload kernel argument" << std::endl; memcpy(staging_buf.data(), &kernel_arg, sizeof(kernel_arg_t)); RT_CHECK(vx_copy_to_dev(device, KERNEL_ARG_DEV_MEM_ADDR, staging_buf.data(), sizeof(kernel_arg_t))); // generate source data std::vector src_A(num_points); std::vector src_B(num_points); std::vector refs(num_points); for (uint32_t i = 0; i < num_points; ++i) { auto a = static_cast(std::rand()) / RAND_MAX; auto b = static_cast(std::rand()) / RAND_MAX; src_A[i] = static_cast(a * size); src_B[i] = static_cast(b * size); } matmul_cpu(refs.data(), src_A.data(), src_B.data(), size, size); // upload source buffer0 { std::cout << "upload source buffer0" << std::endl; auto buf_ptr = (TYPE*)staging_buf.data(); for (uint32_t i = 0; i < num_points; ++i) { buf_ptr[i] = src_A[i]; } RT_CHECK(vx_copy_to_dev(device, kernel_arg.A_addr, staging_buf.data(), buf_size)); } // upload source buffer1 { std::cout << "upload source buffer1" << std::endl; auto buf_ptr = (TYPE*)staging_buf.data(); for (uint32_t i = 0; i < num_points; ++i) { buf_ptr[i] = src_B[i]; } RT_CHECK(vx_copy_to_dev(device, kernel_arg.B_addr, staging_buf.data(), buf_size)); } // clear destination buffer std::cout << "clear destination buffer" << std::endl; memset(staging_buf.data(), 0, num_points * sizeof(TYPE)); RT_CHECK(vx_copy_to_dev(device, kernel_arg.C_addr, staging_buf.data(), buf_size)); auto time_start = std::chrono::high_resolution_clock::now(); // start device std::cout << "start device" << std::endl; RT_CHECK(vx_start(device)); // wait for completion std::cout << "wait for completion" << std::endl; RT_CHECK(vx_ready_wait(device, VX_MAX_TIMEOUT)); auto time_end = std::chrono::high_resolution_clock::now(); double elapsed = std::chrono::duration_cast(time_end - time_start).count(); printf("Elapsed time: %lg ms\n", elapsed); // download destination buffer std::cout << "download destination buffer" << std::endl; RT_CHECK(vx_copy_from_dev(device, staging_buf.data(), kernel_arg.C_addr, buf_size)); // verify result std::cout << "verify result" << std::endl; { int errors = 0; auto buf_ptr = (TYPE*)staging_buf.data(); for (uint32_t i = 0; i < refs.size(); ++i) { auto ref = refs[i]; auto cur = buf_ptr[i]; if (!Comparator::compare(cur, ref, i, errors)) { ++errors; } } if (errors != 0) { std::cout << "Found " << std::dec << errors << " errors!" << std::endl; std::cout << "FAILED!" << std::endl; return 1; } } // cleanup std::cout << "cleanup" << std::endl; cleanup(); std::cout << "PASSED!" << std::endl; return 0; }