openpilot is an open source driver assistance system. openpilot performs the functions of Automated Lane Centering and Adaptive Cruise Control for over 200 supported car makes and models.
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#ifndef MODEL_H
#define MODEL_H
// gate this here
#define TEMPORAL
#define DESIRE
#ifdef DESIRE
#define DESIRE_SIZE 8
#endif
#ifdef QCOM
#include <eigen3/Eigen/Dense>
#else
#include <Eigen/Dense>
#endif
#include "common/mat.h"
#include "common/util.h"
#include "commonmodel.h"
#include "runners/run.h"
#include "cereal/gen/cpp/log.capnp.h"
#include <czmq.h>
#include <capnp/serialize.h>
#include "messaging.hpp"
#define MODEL_WIDTH 512
#define MODEL_HEIGHT 256
#define MODEL_FRAME_SIZE MODEL_WIDTH * MODEL_HEIGHT * 3 / 2
#define MODEL_NAME "supercombo_dlc"
#define MODEL_PATH_DISTANCE 192
#define POLYFIT_DEGREE 4
#define SPEED_PERCENTILES 10
#define DESIRE_PRED_SIZE 32
#define OTHER_META_SIZE 4
#define LEAD_MDN_N 5 // probs for 5 groups
#define MDN_VALS 4 // output xyva for each lead group
#define SELECTION 3 //output 3 group (lead now, in 2s and 6s)
#define MDN_GROUP_SIZE 11
#define TIME_DISTANCE 100
#define POSE_SIZE 12
struct ModelDataRaw {
float *path;
float *left_lane;
float *right_lane;
float *lead;
float *long_x;
float *long_v;
float *long_a;
float *meta;
float *pose;
};
typedef struct ModelState {
ModelFrame frame;
float *output;
float *input_frames;
RunModel *m;
#ifdef DESIRE
float *desire;
#endif
} ModelState;
void model_init(ModelState* s, cl_device_id device_id,
cl_context context, int temporal);
ModelDataRaw model_eval_frame(ModelState* s, cl_command_queue q,
cl_mem yuv_cl, int width, int height,
mat3 transform, void* sock, float *desire_in);
void model_free(ModelState* s);
void poly_fit(float *in_pts, float *in_stds, float *out);
void model_publish(PubSocket* sock, uint32_t frame_id,
const ModelDataRaw data, uint64_t timestamp_eof);
void posenet_publish(PubSocket* sock, uint32_t frame_id,
const ModelDataRaw data, uint64_t timestamp_eof);
#endif