openpilot/selfdrive/modeld/runners/onnxmodel.cc

121 lines
2.9 KiB
C++

#include "onnxmodel.h"
#include <poll.h>
#include <signal.h>
#include <stdio.h>
#include <stdlib.h>
#include <string.h>
#include <unistd.h>
#include <cassert>
#include <stdexcept>
#include <string>
#include "selfdrive/common/swaglog.h"
#include "selfdrive/common/util.h"
ONNXModel::ONNXModel(const char *path, float *_output, size_t _output_size, int runtime) {
output = _output;
output_size = _output_size;
char tmp[1024];
strncpy(tmp, path, sizeof(tmp));
strstr(tmp, ".dlc")[0] = '\0';
strcat(tmp, ".onnx");
LOGD("loading model %s", tmp);
int err = pipe(pipein);
assert(err == 0);
err = pipe(pipeout);
assert(err == 0);
std::string exe_dir = util::dir_name(util::readlink("/proc/self/exe"));
std::string onnx_runner = exe_dir + "/runners/onnx_runner.py";
proc_pid = fork();
if (proc_pid == 0) {
LOGD("spawning onnx process %s", onnx_runner.c_str());
char *argv[] = {(char*)onnx_runner.c_str(), tmp, NULL};
dup2(pipein[0], 0);
dup2(pipeout[1], 1);
close(pipein[0]);
close(pipein[1]);
close(pipeout[0]);
close(pipeout[1]);
execvp(onnx_runner.c_str(), argv);
}
// parent
close(pipein[0]);
close(pipeout[1]);
}
ONNXModel::~ONNXModel() {
close(pipein[1]);
close(pipeout[0]);
kill(proc_pid, SIGTERM);
}
void ONNXModel::pwrite(float *buf, int size) {
char *cbuf = (char *)buf;
int tw = size*sizeof(float);
while (tw > 0) {
int err = write(pipein[1], cbuf, tw);
//printf("host write %d\n", err);
assert(err >= 0);
cbuf += err;
tw -= err;
}
LOGD("host write of size %d done", size);
}
void ONNXModel::pread(float *buf, int size) {
char *cbuf = (char *)buf;
int tr = size*sizeof(float);
struct pollfd fds[1];
fds[0].fd = pipeout[0];
fds[0].events = POLLIN;
while (tr > 0) {
int err;
err = poll(fds, 1, 10000); // 10 second timeout
assert(err == 1 || (err == -1 && errno == EINTR));
LOGD("host read remaining %d/%d poll %d", tr, size*sizeof(float), err);
err = read(pipeout[0], cbuf, tr);
assert(err > 0 || (err == 0 && errno == EINTR));
cbuf += err;
tr -= err;
}
LOGD("host read done");
}
void ONNXModel::addRecurrent(float *state, int state_size) {
rnn_input_buf = state;
rnn_state_size = state_size;
}
void ONNXModel::addDesire(float *state, int state_size) {
desire_input_buf = state;
desire_state_size = state_size;
}
void ONNXModel::addTrafficConvention(float *state, int state_size) {
traffic_convention_input_buf = state;
traffic_convention_size = state_size;
}
void ONNXModel::execute(float *net_input_buf, int buf_size) {
// order must be this
pwrite(net_input_buf, buf_size);
if (desire_input_buf != NULL) {
pwrite(desire_input_buf, desire_state_size);
}
if (traffic_convention_input_buf != NULL) {
pwrite(traffic_convention_input_buf, traffic_convention_size);
}
if (rnn_input_buf != NULL) {
pwrite(rnn_input_buf, rnn_state_size);
}
pread(output, output_size);
}