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								#include "selfdrive/modeld/runners/onnxmodel.h"
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								#include <poll.h>
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								#include <unistd.h>
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								#include <cassert>
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								#include <csignal>
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								#include <cstdio>
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								#include <cstdlib>
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								#include <cstring>
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								#include <stdexcept>
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								#include <string>
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								#include "common/swaglog.h"
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								#include "common/util.h"
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								ONNXModel::ONNXModel(const char *path, float *_output, size_t _output_size, int runtime, bool _use_extra, bool _use_tf8, cl_context context) {
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								  LOGD("loading model %s", path);
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								  output = _output;
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								  output_size = _output_size;
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								  use_extra = _use_extra;
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								  use_tf8 = _use_tf8;
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								  int err = pipe(pipein);
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								  assert(err == 0);
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								  err = pipe(pipeout);
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								  assert(err == 0);
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								  std::string exe_dir = util::dir_name(util::readlink("/proc/self/exe"));
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								  std::string onnx_runner = exe_dir + "/runners/onnx_runner.py";
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								  std::string tf8_arg = use_tf8 ? "--use_tf8" : "";
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								  proc_pid = fork();
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								  if (proc_pid == 0) {
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								    LOGD("spawning onnx process %s", onnx_runner.c_str());
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								    char *argv[] = {(char*)onnx_runner.c_str(), (char*)path, (char*)tf8_arg.c_str(), nullptr};
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								    dup2(pipein[0], 0);
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								    dup2(pipeout[1], 1);
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								    close(pipein[0]);
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								    close(pipein[1]);
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								    close(pipeout[0]);
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								    close(pipeout[1]);
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								    execvp(onnx_runner.c_str(), argv);
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								  }
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								  // parent
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								  close(pipein[0]);
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								  close(pipeout[1]);
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								}
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								ONNXModel::~ONNXModel() {
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								  close(pipein[1]);
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								  close(pipeout[0]);
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								  kill(proc_pid, SIGTERM);
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								}
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								void ONNXModel::pwrite(float *buf, int size) {
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								  char *cbuf = (char *)buf;
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								  int tw = size*sizeof(float);
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								  while (tw > 0) {
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								    int err = write(pipein[1], cbuf, tw);
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								    //printf("host write %d\n", err);
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								    assert(err >= 0);
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								    cbuf += err;
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								    tw -= err;
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								  }
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								  LOGD("host write of size %d done", size);
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								}
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								void ONNXModel::pread(float *buf, int size) {
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								  char *cbuf = (char *)buf;
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								  int tr = size*sizeof(float);
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								  struct pollfd fds[1];
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								  fds[0].fd = pipeout[0];
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								  fds[0].events = POLLIN;
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								  while (tr > 0) {
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								    int err;
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								    err = poll(fds, 1, 10000);  // 10 second timeout
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								    assert(err == 1 || (err == -1 && errno == EINTR));
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								    LOGD("host read remaining %d/%d poll %d", tr, size*sizeof(float), err);
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								    err = read(pipeout[0], cbuf, tr);
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								    assert(err > 0 || (err == 0 && errno == EINTR));
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								    cbuf += err;
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								    tr -= err;
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								  }
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								  LOGD("host read done");
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								}
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								void ONNXModel::addRecurrent(float *state, int state_size) {
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								  rnn_input_buf = state;
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								  rnn_state_size = state_size;
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								}
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								void ONNXModel::addDesire(float *state, int state_size) {
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								  desire_input_buf = state;
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								  desire_state_size = state_size;
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								}
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								void ONNXModel::addNavFeatures(float *state, int state_size) {
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								  nav_features_input_buf = state;
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								  nav_features_size = state_size;
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								}
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								void ONNXModel::addDrivingStyle(float *state, int state_size) {
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								    driving_style_input_buf = state;
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								    driving_style_size = state_size;
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								}
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								void ONNXModel::addTrafficConvention(float *state, int state_size) {
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								  traffic_convention_input_buf = state;
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								  traffic_convention_size = state_size;
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								}
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								void ONNXModel::addCalib(float *state, int state_size) {
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								  calib_input_buf = state;
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								  calib_size = state_size;
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								}
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								void ONNXModel::addImage(float *image_buf, int buf_size) {
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								  image_input_buf = image_buf;
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								  image_buf_size = buf_size;
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								}
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								void ONNXModel::addExtra(float *image_buf, int buf_size) {
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								  extra_input_buf = image_buf;
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								  extra_buf_size = buf_size;
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								}
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								void ONNXModel::execute() {
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								  // order must be this
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								  if (image_input_buf != NULL) {
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								    pwrite(image_input_buf, image_buf_size);
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								  }
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								  if (extra_input_buf != NULL) {
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								    pwrite(extra_input_buf, extra_buf_size);
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								  }
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								  if (desire_input_buf != NULL) {
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								    pwrite(desire_input_buf, desire_state_size);
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								  }
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								  if (nav_features_input_buf != NULL) {
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								    pwrite(nav_features_input_buf, nav_features_size);
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								  }
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								  if (driving_style_input_buf != NULL) {
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								    pwrite(driving_style_input_buf, driving_style_size);
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								  }
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								   if (traffic_convention_input_buf != NULL) {
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								    pwrite(traffic_convention_input_buf, traffic_convention_size);
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								  }
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								  if (calib_input_buf != NULL) {
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								    pwrite(calib_input_buf, calib_size);
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								  }
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								  if (rnn_input_buf != NULL) {
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								    pwrite(rnn_input_buf, rnn_state_size);
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							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								  }
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								  pread(output, output_size);
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								}
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 |