Maxwell Henderson | febee25 | 2023-01-28 16:53:52 -0800 | [diff] [blame] | 1 | #include "y2023/vision/aprilrobotics.h" |
| 2 | |
Maxwell Henderson | febee25 | 2023-01-28 16:53:52 -0800 | [diff] [blame] | 3 | DEFINE_bool( |
| 4 | debug, false, |
| 5 | "If true, dump a ton of debug and crash on the first valid detection."); |
| 6 | |
| 7 | DEFINE_int32(team_number, 971, |
| 8 | "Use the calibration for a node with this team number"); |
| 9 | namespace y2023 { |
| 10 | namespace vision { |
| 11 | |
| 12 | AprilRoboticsDetector::AprilRoboticsDetector(aos::EventLoop *event_loop, |
| 13 | std::string_view channel_name) |
| 14 | : calibration_data_(CalibrationData()), |
| 15 | ftrace_(), |
| 16 | image_callback_(event_loop, channel_name, |
| 17 | [&](cv::Mat image_color_mat, |
milind-u | 09fb125 | 2023-01-28 19:21:41 -0800 | [diff] [blame] | 18 | const aos::monotonic_clock::time_point eof) { |
| 19 | HandleImage(image_color_mat, eof); |
Maxwell Henderson | febee25 | 2023-01-28 16:53:52 -0800 | [diff] [blame] | 20 | }), |
| 21 | target_map_sender_( |
Yash Chainani | 728ae22 | 2023-02-04 19:48:12 -0800 | [diff] [blame^] | 22 | event_loop->MakeSender<frc971::vision::TargetMap>("/camera")), |
| 23 | april_debug_sender_( |
| 24 | event_loop->MakeSender<y2023::vision::AprilDebug>("/camera")) { |
Maxwell Henderson | febee25 | 2023-01-28 16:53:52 -0800 | [diff] [blame] | 25 | tag_family_ = tag16h5_create(); |
| 26 | tag_detector_ = apriltag_detector_create(); |
| 27 | |
| 28 | apriltag_detector_add_family_bits(tag_detector_, tag_family_, 1); |
| 29 | tag_detector_->nthreads = 6; |
| 30 | tag_detector_->wp = workerpool_create(tag_detector_->nthreads); |
| 31 | tag_detector_->qtp.min_white_black_diff = 5; |
| 32 | tag_detector_->debug = FLAGS_debug; |
| 33 | |
| 34 | std::string hostname = aos::network::GetHostname(); |
| 35 | |
| 36 | // Check team string is valid |
| 37 | std::optional<uint16_t> pi_number = aos::network::ParsePiNumber(hostname); |
| 38 | std::optional<uint16_t> team_number = |
| 39 | aos::network::team_number_internal::ParsePiTeamNumber(hostname); |
| 40 | CHECK(pi_number) << "Unable to parse pi number from '" << hostname << "'"; |
| 41 | CHECK(team_number); |
| 42 | |
| 43 | calibration_ = FindCameraCalibration(&calibration_data_.message(), |
| 44 | "pi" + std::to_string(*pi_number)); |
| 45 | intrinsics_ = CameraIntrinsics(calibration_); |
| 46 | camera_distortion_coeffs_ = CameraDistCoeffs(calibration_); |
| 47 | |
| 48 | image_callback_.set_format(frc971::vision::ImageCallback::Format::GRAYSCALE); |
| 49 | } |
| 50 | |
| 51 | AprilRoboticsDetector::~AprilRoboticsDetector() { |
| 52 | apriltag_detector_destroy(tag_detector_); |
| 53 | free(tag_family_); |
| 54 | } |
| 55 | |
| 56 | void AprilRoboticsDetector::SetWorkerpoolAffinities() { |
| 57 | for (int i = 0; i < tag_detector_->wp->nthreads; i++) { |
| 58 | cpu_set_t affinity; |
| 59 | CPU_ZERO(&affinity); |
| 60 | CPU_SET(i, &affinity); |
| 61 | pthread_setaffinity_np(tag_detector_->wp->threads[i], sizeof(affinity), |
| 62 | &affinity); |
| 63 | struct sched_param param; |
| 64 | param.sched_priority = 20; |
| 65 | int res = pthread_setschedparam(tag_detector_->wp->threads[i], SCHED_FIFO, |
| 66 | ¶m); |
| 67 | PCHECK(res == 0) << "Failed to set priority of threadpool threads"; |
| 68 | } |
| 69 | } |
| 70 | |
milind-u | 09fb125 | 2023-01-28 19:21:41 -0800 | [diff] [blame] | 71 | void AprilRoboticsDetector::HandleImage(cv::Mat image_color_mat, |
| 72 | aos::monotonic_clock::time_point eof) { |
Maxwell Henderson | febee25 | 2023-01-28 16:53:52 -0800 | [diff] [blame] | 73 | std::vector<std::pair<apriltag_detection_t, apriltag_pose_t>> detections = |
| 74 | DetectTags(image_color_mat); |
| 75 | |
| 76 | auto builder = target_map_sender_.MakeBuilder(); |
| 77 | std::vector<flatbuffers::Offset<frc971::vision::TargetPoseFbs>> target_poses; |
| 78 | for (const auto &[detection, pose] : detections) { |
| 79 | target_poses.emplace_back( |
| 80 | BuildTargetPose(pose, detection.id, builder.fbb())); |
| 81 | } |
| 82 | const auto target_poses_offset = builder.fbb()->CreateVector(target_poses); |
| 83 | auto target_map_builder = builder.MakeBuilder<frc971::vision::TargetMap>(); |
Maxwell Henderson | febee25 | 2023-01-28 16:53:52 -0800 | [diff] [blame] | 84 | target_map_builder.add_target_poses(target_poses_offset); |
milind-u | 09fb125 | 2023-01-28 19:21:41 -0800 | [diff] [blame] | 85 | target_map_builder.add_monotonic_timestamp_ns(eof.time_since_epoch().count()); |
Maxwell Henderson | febee25 | 2023-01-28 16:53:52 -0800 | [diff] [blame] | 86 | builder.CheckOk(builder.Send(target_map_builder.Finish())); |
| 87 | } |
| 88 | |
| 89 | flatbuffers::Offset<frc971::vision::TargetPoseFbs> |
| 90 | AprilRoboticsDetector::BuildTargetPose( |
| 91 | const apriltag_pose_t &pose, |
| 92 | frc971::vision::TargetMapper::TargetId target_id, |
| 93 | flatbuffers::FlatBufferBuilder *fbb) { |
| 94 | const auto T = |
| 95 | Eigen::Translation3d(pose.t->data[0], pose.t->data[1], pose.t->data[2]); |
milind-u | 3f5f83c | 2023-01-29 15:23:51 -0800 | [diff] [blame] | 96 | const auto position_offset = |
| 97 | frc971::vision::CreatePosition(*fbb, T.x(), T.y(), T.z()); |
| 98 | |
| 99 | const auto orientation = Eigen::Quaterniond(Eigen::Matrix3d(pose.R->data)); |
| 100 | const auto orientation_offset = frc971::vision::CreateQuaternion( |
| 101 | *fbb, orientation.w(), orientation.x(), orientation.y(), orientation.z()); |
| 102 | |
| 103 | return frc971::vision::CreateTargetPoseFbs(*fbb, target_id, position_offset, |
| 104 | orientation_offset); |
Maxwell Henderson | febee25 | 2023-01-28 16:53:52 -0800 | [diff] [blame] | 105 | } |
| 106 | |
| 107 | std::vector<std::pair<apriltag_detection_t, apriltag_pose_t>> |
| 108 | AprilRoboticsDetector::DetectTags(cv::Mat image) { |
| 109 | const aos::monotonic_clock::time_point start_time = |
| 110 | aos::monotonic_clock::now(); |
| 111 | |
| 112 | image_u8_t im = { |
milind-u | 09fb125 | 2023-01-28 19:21:41 -0800 | [diff] [blame] | 113 | .width = image.cols, |
| 114 | .height = image.rows, |
| 115 | .stride = image.cols, |
| 116 | .buf = image.data, |
Maxwell Henderson | febee25 | 2023-01-28 16:53:52 -0800 | [diff] [blame] | 117 | }; |
| 118 | |
| 119 | ftrace_.FormatMessage("Starting detect\n"); |
| 120 | zarray_t *detections = apriltag_detector_detect(tag_detector_, &im); |
| 121 | ftrace_.FormatMessage("Done detecting\n"); |
| 122 | |
| 123 | std::vector<std::pair<apriltag_detection_t, apriltag_pose_t>> results; |
| 124 | |
Yash Chainani | 728ae22 | 2023-02-04 19:48:12 -0800 | [diff] [blame^] | 125 | std::vector<flatbuffers::Offset<AprilCorners>> corners_vector; |
| 126 | |
| 127 | auto builder = april_debug_sender_.MakeBuilder(); |
| 128 | |
Maxwell Henderson | febee25 | 2023-01-28 16:53:52 -0800 | [diff] [blame] | 129 | for (int i = 0; i < zarray_size(detections); i++) { |
| 130 | apriltag_detection_t *det; |
| 131 | zarray_get(detections, i, &det); |
| 132 | |
| 133 | if (det->decision_margin > 30) { |
| 134 | VLOG(1) << "Found tag number " << det->id << " hamming: " << det->hamming |
| 135 | << " margin: " << det->decision_margin; |
| 136 | |
| 137 | const aos::monotonic_clock::time_point before_pose_estimation = |
| 138 | aos::monotonic_clock::now(); |
| 139 | // First create an apriltag_detection_info_t struct using your known |
| 140 | // parameters. |
| 141 | apriltag_detection_info_t info; |
| 142 | info.det = det; |
| 143 | info.tagsize = 0.1524; |
| 144 | info.fx = intrinsics_.at<double>(0, 0); |
| 145 | info.fy = intrinsics_.at<double>(1, 1); |
| 146 | info.cx = intrinsics_.at<double>(0, 2); |
| 147 | info.cy = intrinsics_.at<double>(1, 2); |
| 148 | |
| 149 | apriltag_pose_t pose; |
| 150 | double err = estimate_tag_pose(&info, &pose); |
| 151 | |
| 152 | VLOG(1) << "err: " << err; |
| 153 | |
| 154 | results.emplace_back(*det, pose); |
| 155 | |
| 156 | const aos::monotonic_clock::time_point after_pose_estimation = |
| 157 | aos::monotonic_clock::now(); |
| 158 | |
| 159 | VLOG(1) << "Took " |
| 160 | << std::chrono::duration<double>(after_pose_estimation - |
| 161 | before_pose_estimation) |
| 162 | .count() |
| 163 | << " seconds for pose estimation"; |
Yash Chainani | 728ae22 | 2023-02-04 19:48:12 -0800 | [diff] [blame^] | 164 | |
| 165 | std::vector<Point> corner_points; |
| 166 | |
| 167 | corner_points.emplace_back(det->p[0][0], det->p[0][1]); |
| 168 | corner_points.emplace_back(det->p[1][0], det->p[1][1]); |
| 169 | corner_points.emplace_back(det->p[2][0], det->p[2][1]); |
| 170 | corner_points.emplace_back(det->p[3][0], det->p[3][1]); |
| 171 | |
| 172 | auto corner_points_fbs = |
| 173 | builder.fbb()->CreateVectorOfStructs(corner_points); |
| 174 | |
| 175 | AprilCorners::Builder april_corners_builder = |
| 176 | builder.MakeBuilder<AprilCorners>(); |
| 177 | |
| 178 | april_corners_builder.add_id(det->id); |
| 179 | april_corners_builder.add_points(corner_points_fbs); |
| 180 | |
| 181 | corners_vector.emplace_back(april_corners_builder.Finish()); |
Maxwell Henderson | febee25 | 2023-01-28 16:53:52 -0800 | [diff] [blame] | 182 | } |
| 183 | } |
| 184 | |
Yash Chainani | 728ae22 | 2023-02-04 19:48:12 -0800 | [diff] [blame^] | 185 | auto corners_vector_fbs = builder.fbb()->CreateVector(corners_vector); |
| 186 | |
| 187 | AprilDebug::Builder april_debug_builder = builder.MakeBuilder<AprilDebug>(); |
| 188 | |
| 189 | april_debug_builder.add_corners(corners_vector_fbs); |
| 190 | |
| 191 | builder.CheckOk(builder.Send(april_debug_builder.Finish())); |
| 192 | |
Maxwell Henderson | febee25 | 2023-01-28 16:53:52 -0800 | [diff] [blame] | 193 | apriltag_detections_destroy(detections); |
| 194 | |
| 195 | const aos::monotonic_clock::time_point end_time = aos::monotonic_clock::now(); |
| 196 | |
| 197 | timeprofile_display(tag_detector_->tp); |
| 198 | |
| 199 | VLOG(1) << "Took " |
| 200 | << std::chrono::duration<double>(end_time - start_time).count() |
| 201 | << " seconds to detect overall"; |
| 202 | |
| 203 | return results; |
| 204 | } |
| 205 | |
Maxwell Henderson | febee25 | 2023-01-28 16:53:52 -0800 | [diff] [blame] | 206 | } // namespace vision |
| 207 | } // namespace y2023 |