test using the kompute library and possibly vulkan
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kompute_tests/test2/main.cpp

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3.9 KiB

#include <fstream>
#include <iostream>
#include <iterator>
#include <memory>
#include <regex>
#include <sstream>
#include <vector>
#include <kompute/Kompute.hpp>
#include <vulkan/vulkan_handles.hpp>
static std::vector<uint32_t> compile_shader(const std::string& source)
{
std::ofstream fileOut("tmp_kp_shader.comp");
fileOut << source;
fileOut.close();
if (system(std::string("glslangValidator -V tmp_kp_shader.comp -o tmp_kp_shader.comp.spv").c_str()))
throw std::runtime_error("Error running glslangValidator command");
std::ifstream fileStream("tmp_kp_shader.comp.spv", std::ios::binary);
std::vector<char> buffer;
buffer.insert(buffer.begin(), std::istreambuf_iterator<char>(fileStream), {});
return {(uint32_t*)buffer.data(), (uint32_t*)(buffer.data() + buffer.size())};
}
static std::string shader_to_string(const char *path)
{
std::ifstream comp_file;
comp_file.open(path);
if (comp_file.is_open() == false) {
return std::string("// bad code");
}
std::ostringstream outstr;
outstr << comp_file.rdbuf();
return outstr.str();
}
// the sed replace command as a function
// 1. /pattern/replace/
// 2. /pattern//
static std::string regex_replace(const char *expr_string, std::string str)
{
std::string expr(expr_string);
std::string pattern, replace;
if (expr.size() < 3 || expr[0] != '/' || expr.back() != '/') {
return str;
} else {
// shift 1
expr = expr.substr(1, expr.size()-2);
}
for (size_t pos = 0, nxpos = 0; ; pos = nxpos) {
nxpos = expr.find("/", pos);
if (nxpos == std::string::npos) {
break;
}
// skip escaped '/'
if (nxpos > 0 && expr[nxpos-1] == '\\') {
if (nxpos > 1 && expr[nxpos-2] != '\\') {
continue;
}
}
pattern = expr.substr(0, nxpos);
replace = expr.substr(nxpos+1);
break;
}
if (pattern.empty()) {
return str;
}
std::regex reg(pattern);
std::string newstr = std::regex_replace(str, reg, replace);
return newstr;
}
template <typename T> std::string regex_subst(const char *expr, T val, std::string str)
{
std::regex reg(expr);
std::regex_match();
return newstr;
}
int main()
{
// create the kompute manager
kp::Manager mgr;
// C = A*B
float matrixA[1024][1024] = {0};
float matrixB[1024][1024] = {0};
float matrixC[1024][1024] = {0};
// fill an identity matrix
for (int y = 0; y < 1024; y++) {
matrixA[y][y] = 1.0;
}
// fill a matrix with data
for (int y = 0; y < 1024; y++) {
for (int x = 0; x < 1024; x++) {
matrixB[y][x] = x*0.74 - y*0.22;
}
}
// create the tensors, tensors are just arrays, in the shader we will have
// to describe how it translates to matrices
kp::Tensor::TensorDataTypes dtype = kp::Tensor::TensorDataTypes::eFloat;
// auto because fuck C++
auto tensorA = mgr.tensor(matrixA, 1024*1024, sizeof(float), dtype);
auto tensorB = mgr.tensor(matrixB, 1024*1024, sizeof(float), dtype);
auto tensorC = mgr.tensor(matrixC, 1024*1024, sizeof(float), dtype);
const std::vector<std::shared_ptr<kp::Tensor>> params = {
tensorA, tensorB, tensorC
};
// workgroup, dispatch a 2D array of workgroups (2D matrices)
// TODO: determine the size of the workgroups by doing some calls to vk
const int wgrp_x = 32, wgrp_y = 32;
// this should call vkCmdDispatch(x, y, z)
kp::Workgroup workgroup({wgrp_x, wgrp_y, 1});
// substitute the values in the shader
const char *shader_path = "shader.comp";
std::string shader_str = shader_to_string(shader_path);
shader_str = regex_replace("/{lcsize_x}/", shader_str);
const std::vector<uint32_t> shader = compile_shader(shader_to_string("shader.comp"));
std::shared_ptr<kp::Algorithm> algo = mgr.algorithm(
params,
shader,
workgroup,
{1024.0}
);
mgr.sequence()
->record<kp::OpTensorSyncDevice>(params)
->record<kp::OpAlgoDispatch>(algo)
->record<kp::OpTensorSyncLocal>(params)
->eval();
// print the resulting matrix
std::cout << "Output: { ";
for (const float& elem : tensorC->vector<float>()) {
printf("%.2f, ", elem);
}
std::cout << "}" << std::endl;
return 0;
}