Files
kernels/tests/regression/flash_attention/main.cpp
2024-08-20 14:34:09 -07:00

167 lines
4.6 KiB
C++

#include <iostream>
#include <fstream>
#include <unistd.h>
#include <string.h>
#include <vortex.h>
#include <vector>
#include <cassert>
#include "common.h"
#include "half.hpp"
using half_float::half;
using half_float::half_cast;
#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)
///////////////////////////////////////////////////////////////////////////////
const char* kernel_file = "kernel.bin";
uint32_t count = 0;
std::vector<float> ref_data;
vx_device_h device = nullptr;
std::vector<uint8_t> staging_buf;
kernel_arg_t kernel_arg = {};
static void show_usage() {
std::cout << "Vortex Test." << std::endl;
std::cout << "Usage: [-k: kernel] [-n words] [-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':
count = 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.addr_a);
// vx_mem_free(device, kernel_arg.addr_b);
// vx_mem_free(device, kernel_arg.addr_c);
vx_dev_close(device);
}
}
int run_test(const kernel_arg_t& kernel_arg,
uint32_t buf_size) {
// 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));
// download destination buffer
std::cout << "download destination buffer" << std::endl;
RT_CHECK(vx_copy_from_dev(device, staging_buf.data(), kernel_arg.addr_o, buf_size));
return 0;
}
int main(int argc, char *argv[]) {
// parse command arguments
parse_args(argc, argv);
if (count == 0) {
count = 1;
}
std::srand(50);
// open device connection
std::cout << "open device connection" << std::endl;
RT_CHECK(vx_dev_open(&device));
uint32_t dim_seqlen = 128;
uint32_t dim_headdim = 64;
using float_type = half;
uint32_t dst_buf_size =
dim_seqlen * dim_headdim * sizeof(ref_data[0]);
// 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;
kernel_arg.addr_q = 0xa0000000;
kernel_arg.addr_k = 0xa1000000;
kernel_arg.addr_v = 0xa2000000;
kernel_arg.addr_o = 0xc0000000;
kernel_arg.dim_seqlen = dim_seqlen;
kernel_arg.dim_headdim = dim_headdim;
std::cout << "dev_addr_q=0x" << std::hex << kernel_arg.addr_q << std::endl;
std::cout << "dev_addr_k=0x" << std::hex << kernel_arg.addr_k << std::endl;
std::cout << "dev_addr_v=0x" << std::hex << kernel_arg.addr_v << std::endl;
std::cout << "dev_addr_o=0x" << std::hex << kernel_arg.addr_o << std::endl;
// allocate staging buffer
{
std::cout << "allocate staging buffer" << std::endl;
uint32_t staging_buf_size = sizeof(kernel_arg_t);
staging_buf.resize(staging_buf_size);
}
// upload kernel argument
{
std::cout << "upload kernel argument" << std::endl;
auto buf_ptr = staging_buf.data();
memcpy(buf_ptr, &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)));
std::cout << "uploading argument buffer to device, device mem address="
<< std::hex << KERNEL_ARG_DEV_MEM_ADDR << ", size=" << std::dec
<< sizeof(kernel_arg_t) << " bytes\n";
std::ofstream file("args.bin", std::ios::binary | std::ios::out);
if (!file) {
std::cerr << "error: failed to open args.bin for writing\n";
exit(EXIT_FAILURE);
}
file.write(reinterpret_cast<char *>(staging_buf.data()),
sizeof(kernel_arg_t));
file.close();
}
// run tests
std::cout << "run tests" << std::endl;
RT_CHECK(run_test(kernel_arg, dst_buf_size));
std::cout << "PASSED!" << std::endl;
// cleanup
std::cout << "cleanup" << std::endl;
cleanup();
return 0;
}