openpilot/selfdrive/modeld/modeld.cc

256 lines
7.3 KiB
C++

#include <stdio.h>
#include <stdlib.h>
#include <signal.h>
#include <eigen3/Eigen/Dense>
#include "common/visionbuf.h"
#include "common/visionipc.h"
#include "common/swaglog.h"
#include "models/driving.h"
#include "messaging.hpp"
volatile sig_atomic_t do_exit = 0;
static void set_do_exit(int sig) {
do_exit = 1;
}
// globals
bool run_model;
mat3 cur_transform;
pthread_mutex_t transform_lock;
void* live_thread(void *arg) {
set_thread_name("live");
SubMaster sm({"liveCalibration"});
/*
import numpy as np
from common.transformations.model import medmodel_frame_from_road_frame
medmodel_frame_from_ground = medmodel_frame_from_road_frame[:, (0, 1, 3)]
ground_from_medmodel_frame = np.linalg.inv(medmodel_frame_from_ground)
*/
Eigen::Matrix<float, 3, 3> ground_from_medmodel_frame;
ground_from_medmodel_frame <<
0.00000000e+00, 0.00000000e+00, 1.00000000e+00,
-1.09890110e-03, 0.00000000e+00, 2.81318681e-01,
-1.84808520e-20, 9.00738606e-04,-4.28751576e-02;
Eigen::Matrix<float, 3, 3> eon_intrinsics;
eon_intrinsics <<
910.0, 0.0, 582.0,
0.0, 910.0, 437.0,
0.0, 0.0, 1.0;
while (!do_exit) {
if (sm.update(10) > 0){
auto extrinsic_matrix = sm["liveCalibration"].getLiveCalibration().getExtrinsicMatrix();
Eigen::Matrix<float, 3, 4> extrinsic_matrix_eigen;
for (int i = 0; i < 4*3; i++){
extrinsic_matrix_eigen(i / 4, i % 4) = extrinsic_matrix[i];
}
auto camera_frame_from_road_frame = eon_intrinsics * extrinsic_matrix_eigen;
Eigen::Matrix<float, 3, 3> camera_frame_from_ground;
camera_frame_from_ground.col(0) = camera_frame_from_road_frame.col(0);
camera_frame_from_ground.col(1) = camera_frame_from_road_frame.col(1);
camera_frame_from_ground.col(2) = camera_frame_from_road_frame.col(3);
auto warp_matrix = camera_frame_from_ground * ground_from_medmodel_frame;
pthread_mutex_lock(&transform_lock);
for (int i=0; i<3*3; i++) {
cur_transform.v[i] = warp_matrix(i / 3, i % 3);
}
run_model = true;
pthread_mutex_unlock(&transform_lock);
}
}
return NULL;
}
int main(int argc, char **argv) {
int err;
set_realtime_priority(51);
signal(SIGINT, (sighandler_t)set_do_exit);
signal(SIGTERM, (sighandler_t)set_do_exit);
// start calibration thread
pthread_t live_thread_handle;
err = pthread_create(&live_thread_handle, NULL, live_thread, NULL);
assert(err == 0);
// messaging
PubMaster pm({"model", "cameraOdometry"});
SubMaster sm({"pathPlan", "frame"});
#ifdef QCOM
cl_device_type device_type = CL_DEVICE_TYPE_DEFAULT;
#else
cl_device_type device_type = CL_DEVICE_TYPE_CPU;
#endif
// cl init
cl_device_id device_id;
cl_context context;
cl_command_queue q;
{
cl_uint num_platforms;
err = clGetPlatformIDs(0, NULL, &num_platforms);
assert(err == 0);
cl_platform_id * platform_ids = new cl_platform_id[num_platforms];
err = clGetPlatformIDs(num_platforms, platform_ids, NULL);
assert(err == 0);
LOGD("got %d opencl platform(s)", num_platforms);
char cBuffer[1024];
bool opencl_platform_found = false;
for (size_t i = 0; i < num_platforms; i++){
err = clGetPlatformInfo(platform_ids[i], CL_PLATFORM_NAME, sizeof(cBuffer), &cBuffer, NULL);
assert(err == 0);
LOGD("platform[%zu] CL_PLATFORM_NAME: %s", i, cBuffer);
cl_uint num_devices;
err = clGetDeviceIDs(platform_ids[i], device_type, 0, NULL, &num_devices);
if (err != 0|| !num_devices){
continue;
}
// Get first device
err = clGetDeviceIDs(platform_ids[i], device_type, 1, &device_id, NULL);
assert(err == 0);
context = clCreateContext(NULL, 1, &device_id, NULL, NULL, &err);
assert(err == 0);
q = clCreateCommandQueue(context, device_id, 0, &err);
assert(err == 0);
opencl_platform_found = true;
break;
}
delete[] platform_ids;
if (!opencl_platform_found){
LOGE("No valid openCL platform found");
assert(opencl_platform_found);
}
LOGD("opencl init complete");
}
// init the models
ModelState model;
model_init(&model, device_id, context, true);
LOGW("models loaded, modeld starting");
// debayering does a 2x downscale
mat3 yuv_transform = transform_scale_buffer((mat3){{
1.0, 0.0, 0.0,
0.0, 1.0, 0.0,
0.0, 0.0, 1.0,
}}, 0.5);
// loop
VisionStream stream;
while (!do_exit) {
VisionStreamBufs buf_info;
err = visionstream_init(&stream, VISION_STREAM_YUV, true, &buf_info);
if (err) {
LOGW("visionstream connect failed");
usleep(100000);
continue;
}
LOGW("connected with buffer size: %d", buf_info.buf_len);
// setup filter to track dropped frames
const float dt = 1. / MODEL_FREQ;
const float ts = 5.0; // 5 s filter time constant
const float frame_filter_k = (dt / ts) / (1. + dt / ts);
float frames_dropped = 0;
// one frame in memory
cl_mem yuv_cl;
VisionBuf yuv_ion = visionbuf_allocate_cl(buf_info.buf_len, device_id, context, &yuv_cl);
uint32_t last_vipc_frame_id = 0;
double last = 0;
int desire = -1;
while (!do_exit) {
VIPCBuf *buf;
VIPCBufExtra extra;
buf = visionstream_get(&stream, &extra);
if (buf == NULL) {
LOGW("visionstream get failed");
visionstream_destroy(&stream);
break;
}
pthread_mutex_lock(&transform_lock);
mat3 transform = cur_transform;
const bool run_model_this_iter = run_model;
pthread_mutex_unlock(&transform_lock);
if (sm.update(0) > 0){
// TODO: path planner timeout?
desire = ((int)sm["pathPlan"].getPathPlan().getDesire()) - 1;
}
double mt1 = 0, mt2 = 0;
if (run_model_this_iter) {
float vec_desire[DESIRE_LEN] = {0};
if (desire >= 0 && desire < DESIRE_LEN) {
vec_desire[desire] = 1.0;
}
mat3 model_transform = matmul3(yuv_transform, transform);
uint32_t frame_id = sm["frame"].getFrame().getFrameId();
mt1 = millis_since_boot();
// TODO: don't make copies!
memcpy(yuv_ion.addr, buf->addr, buf_info.buf_len);
ModelDataRaw model_buf =
model_eval_frame(&model, q, yuv_cl, buf_info.width, buf_info.height,
model_transform, NULL, vec_desire);
mt2 = millis_since_boot();
// tracked dropped frames
uint32_t vipc_dropped_frames = extra.frame_id - last_vipc_frame_id - 1;
frames_dropped = (1. - frame_filter_k) * frames_dropped + frame_filter_k * (float)std::min(vipc_dropped_frames, 10U);
float frame_drop_perc = frames_dropped / MODEL_FREQ;
model_publish(pm, extra.frame_id, frame_id, vipc_dropped_frames, frame_drop_perc, model_buf, extra.timestamp_eof);
posenet_publish(pm, extra.frame_id, frame_id, vipc_dropped_frames, frame_drop_perc, model_buf, extra.timestamp_eof);
LOGD("model process: %.2fms, from last %.2fms, vipc_frame_id %zu, frame_id, %zu, frame_drop %.3f", mt2-mt1, mt1-last, extra.frame_id, frame_id, frame_drop_perc);
last = mt1;
last_vipc_frame_id = extra.frame_id;
}
}
visionbuf_free(&yuv_ion);
}
visionstream_destroy(&stream);
model_free(&model);
LOG("joining live_thread");
err = pthread_join(live_thread_handle, NULL);
assert(err == 0);
clReleaseCommandQueue(q);
clReleaseContext(context);
return 0;
}