293 lines
9.3 KiB
C++
293 lines
9.3 KiB
C++
#include <iostream>
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#include <fstream>
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#include <unistd.h>
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#include <string.h>
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#include <vortex.h>
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#include <vector>
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#include "common.h"
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#define RT_CHECK(_expr) \
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do { \
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int _ret = _expr; \
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if (0 == _ret) \
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break; \
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printf("Error: '%s' returned %d!\n", #_expr, (int)_ret); \
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cleanup(); \
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exit(-1); \
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} while (false)
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///////////////////////////////////////////////////////////////////////////////
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const char* kernel_file = "kernel.bin";
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uint32_t count = 0;
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std::vector<float> src_a_data;
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std::vector<float> src_b_data;
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std::vector<float> ref_data;
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vx_device_h device = nullptr;
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std::vector<uint8_t> staging_buf;
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kernel_arg_t kernel_arg = {};
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static void show_usage() {
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std::cout << "Vortex Test." << std::endl;
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std::cout << "Usage: [-k: kernel] [-n words] [-h: help]" << std::endl;
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}
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static void parse_args(int argc, char **argv) {
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int c;
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while ((c = getopt(argc, argv, "n:k:h?")) != -1) {
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switch (c) {
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case 'n':
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count = atoi(optarg);
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break;
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case 'k':
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kernel_file = optarg;
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break;
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case 'h':
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case '?': {
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show_usage();
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exit(0);
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} break;
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default:
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show_usage();
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exit(-1);
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}
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}
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}
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void cleanup() {
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if (device) {
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// vx_mem_free(device, kernel_arg.addr_a);
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// vx_mem_free(device, kernel_arg.addr_b);
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// vx_mem_free(device, kernel_arg.addr_c);
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vx_dev_close(device);
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}
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}
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void generate_source_matrix(uint32_t dim_m, uint32_t dim_n, uint32_t dim_k) {
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src_a_data.resize(dim_m * dim_k);
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src_b_data.resize(dim_k * dim_n);
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for (uint32_t i = 0; i < src_a_data.size(); ++i) {
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src_a_data[i] = static_cast<float>(i);
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std::cout << "A: " << i << ": value=" << src_a_data[i] << std::endl;
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}
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for (uint32_t i = 0; i < src_b_data.size(); ++i) {
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src_b_data[i] = static_cast<float>(i);
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std::cout << "B: " << i << ": value=" << src_b_data[i] << std::endl;
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}
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}
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void generate_reference_matmul(uint32_t dim_m, uint32_t dim_n, uint32_t dim_k) {
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ref_data.resize(dim_m * dim_n);
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for (uint32_t i = 0; i < dim_m; ++i) {
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for (uint32_t j = 0; j < dim_n; ++j) {
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float ref = 0.0f;
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for (uint32_t k = 0; k < dim_k; ++k) {
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ref += src_a_data[dim_k * i + k] * src_b_data[dim_n * k + j];
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}
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ref_data.at(dim_n * i + j) = ref;
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}
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}
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}
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int run_test(const kernel_arg_t& kernel_arg,
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uint32_t buf_size,
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uint32_t dim_m, uint32_t dim_n) {
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// start device
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std::cout << "start device" << std::endl;
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RT_CHECK(vx_start(device));
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// wait for completion
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std::cout << "wait for completion" << std::endl;
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RT_CHECK(vx_ready_wait(device, VX_MAX_TIMEOUT));
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// download destination buffer
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std::cout << "download destination buffer" << std::endl;
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RT_CHECK(vx_copy_from_dev(device, staging_buf.data(), kernel_arg.addr_c, buf_size));
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std::cout << "downloading result C matrix from device, device mem address="
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<< std::hex << kernel_arg.addr_c << ", size=" << std::dec
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<< buf_size << " bytes\n";
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std::ofstream file("output.c.bin", std::ios::binary | std::ios::out);
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if (!file) {
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std::cerr << "error: failed to open output.c.bin for writing\n";
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exit(EXIT_FAILURE);
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}
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file.write(reinterpret_cast<char *>(staging_buf.data()), buf_size);
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file.close();
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std::ofstream ref_file("reference.c.bin", std::ios::binary | std::ios::out);
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if (!ref_file) {
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std::cerr << "error: failed to open reference.c.bin for writing\n";
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exit(EXIT_FAILURE);
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}
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ref_file.write(reinterpret_cast<char *>(ref_data.data()), buf_size);
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ref_file.close();
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// verify result
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std::cout << "verify result" << std::endl;
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{
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int errors = 0;
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auto buf_ptr = (float*)staging_buf.data();
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for (uint32_t i = 0; i < dim_m * dim_n; ++i) {
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float ref = ref_data.at(i);
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float cur = buf_ptr[i];
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if (std::abs((cur - ref) / ref) > 1e-6) {
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std::cout << "error at result #" << std::dec << i
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<< std::hex << ": actual=" << cur << ", expected=" << ref << std::endl;
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++errors;
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}
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}
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if (errors != 0) {
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std::cout << "Found " << std::dec << errors << " errors!" << std::endl;
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std::cout << "FAILED!" << std::endl;
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return 1;
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}
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}
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return 0;
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}
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int main(int argc, char *argv[]) {
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// parse command arguments
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parse_args(argc, argv);
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if (count == 0) {
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count = 1;
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}
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std::srand(50);
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// open device connection
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std::cout << "open device connection" << std::endl;
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RT_CHECK(vx_dev_open(&device));
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// FIXME: hardcoded
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uint32_t dim_m = 32;
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uint32_t dim_n = 32;
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uint32_t dim_k = 32;
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generate_source_matrix(dim_m, dim_n, dim_k);
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generate_reference_matmul(dim_m, dim_n, dim_k);
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uint32_t src_a_buf_size = src_a_data.size() * sizeof(src_a_data[0]);
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uint32_t src_b_buf_size = src_b_data.size() * sizeof(src_b_data[0]);
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uint32_t dst_buf_size = ref_data.size() * sizeof(src_a_data[0]);
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std::cout << "buffer size: " << dst_buf_size << " bytes" << std::endl;
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// upload program
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std::cout << "upload program" << std::endl;
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RT_CHECK(vx_upload_kernel_file(device, kernel_file));
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// allocate device memory
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std::cout << "allocate device memory" << std::endl;
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// RT_CHECK(vx_mem_alloc(device, src_a_buf_size, VX_MEM_TYPE_GLOBAL, &kernel_arg.addr_a));
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// RT_CHECK(vx_mem_alloc(device, src_b_buf_size, VX_MEM_TYPE_GLOBAL, &kernel_arg.addr_b));
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// RT_CHECK(vx_mem_alloc(device, dst_buf_size, VX_MEM_TYPE_GLOBAL, &kernel_arg.addr_c));
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kernel_arg.addr_a = 0x20000UL;
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kernel_arg.addr_b = 0x28000UL;
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kernel_arg.addr_c = 0xc0000000UL;
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kernel_arg.dim_m = dim_m;
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kernel_arg.dim_n = dim_n;
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kernel_arg.dim_k = dim_k;
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std::cout << "dev_addr_a=0x" << std::hex << kernel_arg.addr_a << std::endl;
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std::cout << "dev_addr_b=0x" << std::hex << kernel_arg.addr_b << std::endl;
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std::cout << "dev_addr_c=0x" << std::hex << kernel_arg.addr_c << std::endl;
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// allocate staging buffer
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{
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std::cout << "allocate staging buffer" << std::endl;
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uint32_t staging_buf_size = std::max<uint32_t>(
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src_a_buf_size,
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std::max<uint32_t>(
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src_b_buf_size,
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std::max<uint32_t>(dst_buf_size, sizeof(kernel_arg_t))));
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staging_buf.resize(staging_buf_size);
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}
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// upload kernel argument
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{
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std::cout << "upload kernel argument" << std::endl;
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auto buf_ptr = staging_buf.data();
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memcpy(buf_ptr, &kernel_arg, sizeof(kernel_arg_t));
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RT_CHECK(vx_copy_to_dev(device, KERNEL_ARG_DEV_MEM_ADDR, staging_buf.data(), sizeof(kernel_arg_t)));
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std::cout << "uploading argument buffer to device, device mem address="
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<< std::hex << KERNEL_ARG_DEV_MEM_ADDR << ", size=" << std::dec
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<< sizeof(kernel_arg_t) << " bytes\n";
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std::ofstream file("args.bin", std::ios::binary | std::ios::out);
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if (!file) {
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std::cerr << "error: failed to open args.bin for writing\n";
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exit(EXIT_FAILURE);
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}
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file.write(reinterpret_cast<char *>(staging_buf.data()),
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sizeof(kernel_arg_t));
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file.close();
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}
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// upload source buffer
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{
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{
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auto buf_ptr = staging_buf.data();
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memcpy(buf_ptr, src_a_data.data(), src_a_data.size() * sizeof(float));
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RT_CHECK(vx_copy_to_dev(device, kernel_arg.addr_a, staging_buf.data(),
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src_a_buf_size));
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std::cout << "uploading source A matrix to device, device mem address="
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<< std::hex << kernel_arg.addr_a << ", size=" << std::dec
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<< src_a_buf_size << " bytes\n";
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std::ofstream file("input.a.bin", std::ios::binary | std::ios::out);
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if (!file) {
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std::cerr << "error: failed to open input.a.bin for writing\n";
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exit(EXIT_FAILURE);
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}
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file.write(reinterpret_cast<char *>(buf_ptr), src_a_buf_size);
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file.close();
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}
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{
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auto buf_ptr = staging_buf.data();
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memcpy(buf_ptr, src_b_data.data(), src_b_data.size() * sizeof(float));
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RT_CHECK(vx_copy_to_dev(device, kernel_arg.addr_b, staging_buf.data(),
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src_b_buf_size));
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std::cout << "uploading source B matrix to device, device mem address="
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<< std::hex << kernel_arg.addr_b << ", size=" << std::dec
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<< src_b_buf_size << " bytes\n";
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std::ofstream file("input.b.bin", std::ios::binary | std::ios::out);
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if (!file) {
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std::cerr << "error: failed to open input.b.bin for writing\n";
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exit(EXIT_FAILURE);
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}
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file.write(reinterpret_cast<char *>(buf_ptr), src_b_buf_size);
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file.close();
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}
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}
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// clear destination buffer
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{
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std::cout << "clear destination buffer" << std::endl;
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auto buf_ptr = (int32_t*)staging_buf.data();
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for (uint32_t i = 0; i < ref_data.size(); ++i) {
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buf_ptr[i] = 0xdeadbeef;
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}
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RT_CHECK(vx_copy_to_dev(device, kernel_arg.addr_c, staging_buf.data(), dst_buf_size));
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}
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// run tests
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std::cout << "run tests" << std::endl;
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RT_CHECK(run_test(kernel_arg, dst_buf_size, kernel_arg.dim_m, kernel_arg.dim_n));
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std::cout << "PASSED!" << std::endl;
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// cleanup
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std::cout << "cleanup" << std::endl;
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cleanup();
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return 0;
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}
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