Merge "Updating 971 robot calibration and some filtering parameters for april tags"
diff --git a/WORKSPACE b/WORKSPACE
index 698c066..f411682 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -769,9 +769,9 @@
     deps = ["@//third_party/allwpilib/wpimath"],
 )
 """,
-    sha256 = "decff0a28fa4a167696cc2e1122b6a5acd2fef01d3bfd356d8cad25bb487a191",
+    sha256 = "340a9c8e726e2eb365b7a40a722df05fe7c7072c5c4a617fa0218eb6d074ad9f",
     urls = [
-        "https://maven.ctr-electronics.com/release/com/ctre/phoenixpro/api-cpp/23.0.10/api-cpp-23.0.10-headers.zip",
+        "https://maven.ctr-electronics.com/release/com/ctre/phoenixpro/api-cpp/23.0.11/api-cpp-23.0.11-headers.zip",
     ],
 )
 
@@ -793,9 +793,9 @@
     target_compatible_with = ['@//tools/platforms/hardware:roborio'],
 )
 """,
-    sha256 = "00aea02c583d109056e2716e73b7d70e84d5c56a6daebd1dc9f4612c430894f8",
+    sha256 = "11f392bebfe54f512be9ef59809e1a10c4497e0ce92970645f054e7e04fe7ef6",
     urls = [
-        "https://maven.ctr-electronics.com/release/com/ctre/phoenixpro/api-cpp/23.0.10/api-cpp-23.0.10-linuxathena.zip",
+        "https://maven.ctr-electronics.com/release/com/ctre/phoenixpro/api-cpp/23.0.11/api-cpp-23.0.11-linuxathena.zip",
     ],
 )
 
@@ -808,9 +808,9 @@
     hdrs = glob(['ctre/**/*.h', 'ctre/**/*.hpp']),
 )
 """,
-    sha256 = "3d503df97b711c150c0b50238f644c528e55d5b82418c8e3970c79faa14b749c",
+    sha256 = "7585e1bd9e581dd745e7f040ab521b966b40a04d05bc7fa82d6dafe2fb65764e",
     urls = [
-        "https://maven.ctr-electronics.com/release/com/ctre/phoenixpro/tools/23.0.10/tools-23.0.10-headers.zip",
+        "https://maven.ctr-electronics.com/release/com/ctre/phoenixpro/tools/23.0.11/tools-23.0.11-headers.zip",
     ],
 )
 
@@ -832,9 +832,9 @@
     target_compatible_with = ['@//tools/platforms/hardware:roborio'],
 )
 """,
-    sha256 = "4ada1ed9e11c208da9e8a8e8a648a0fe426e6717121ebc2f1392ae3ddc7f2b8c",
+    sha256 = "b1daadfe782c43ed32c2e1a3956998f9604a3fc9282ef866fd8dc1482f3b8cc9",
     urls = [
-        "https://maven.ctr-electronics.com/release/com/ctre/phoenixpro/tools/23.0.10/tools-23.0.10-linuxathena.zip",
+        "https://maven.ctr-electronics.com/release/com/ctre/phoenixpro/tools/23.0.11/tools-23.0.11-linuxathena.zip",
     ],
 )
 
diff --git a/frc971/can_logger/BUILD b/frc971/can_logger/BUILD
new file mode 100644
index 0000000..a3b002a
--- /dev/null
+++ b/frc971/can_logger/BUILD
@@ -0,0 +1,39 @@
+load("@com_github_google_flatbuffers//:build_defs.bzl", "flatbuffer_cc_library")
+
+cc_binary(
+    name = "can_logger",
+    srcs = [
+        "can_logger_main.cc",
+    ],
+    visibility = ["//visibility:public"],
+    deps = [
+        ":can_logger_lib",
+        "//aos:init",
+        "//aos/events:shm_event_loop",
+        "//aos/time",
+        "@com_github_google_glog//:glog",
+    ],
+)
+
+cc_library(
+    name = "can_logger_lib",
+    srcs = [
+        "can_logger.cc",
+        "can_logger.h",
+    ],
+    deps = [
+        ":can_logging_fbs",
+        "//aos/events:event_loop",
+        "//aos/scoped:scoped_fd",
+        "@com_github_google_glog//:glog",
+    ],
+)
+
+flatbuffer_cc_library(
+    name = "can_logging_fbs",
+    srcs = [
+        "can_logging.fbs",
+    ],
+    gen_reflections = 1,
+    visibility = ["//visibility:public"],
+)
diff --git a/frc971/can_logger/can_logger.cc b/frc971/can_logger/can_logger.cc
new file mode 100644
index 0000000..6b4258a
--- /dev/null
+++ b/frc971/can_logger/can_logger.cc
@@ -0,0 +1,88 @@
+#include "frc971/can_logger/can_logger.h"
+
+namespace frc971 {
+namespace can_logger {
+
+CanLogger::CanLogger(aos::EventLoop *event_loop,
+                     std::string_view interface_name)
+    : fd_(socket(PF_CAN, SOCK_RAW | SOCK_NONBLOCK, CAN_RAW)),
+      frames_sender_(event_loop->MakeSender<CanFrame>("/can")) {
+  struct ifreq ifr;
+  strcpy(ifr.ifr_name, interface_name.data());
+  PCHECK(ioctl(fd_.get(), SIOCGIFINDEX, &ifr) == 0)
+      << "Failed to get index for interface " << interface_name;
+
+  int enable_canfd = true;
+  PCHECK(setsockopt(fd_.get(), SOL_CAN_RAW, CAN_RAW_FD_FRAMES, &enable_canfd,
+                    sizeof(enable_canfd)) == 0)
+      << "Failed to enable CAN FD";
+
+  struct sockaddr_can addr;
+  addr.can_family = AF_CAN;
+  addr.can_ifindex = ifr.ifr_ifindex;
+
+  PCHECK(bind(fd_.get(), reinterpret_cast<struct sockaddr *>(&addr),
+              sizeof(addr)) == 0)
+      << "Failed to bind socket to interface " << interface_name;
+
+  int recieve_buffer_size;
+  socklen_t opt_size = sizeof(recieve_buffer_size);
+  PCHECK(getsockopt(fd_.get(), SOL_SOCKET, SO_RCVBUF, &recieve_buffer_size,
+                    &opt_size) == 0);
+  CHECK_EQ(opt_size, sizeof(recieve_buffer_size));
+  VLOG(0) << "CAN recieve bufffer is " << recieve_buffer_size << " bytes large";
+
+  aos::TimerHandler *timer_handler = event_loop->AddTimer([this]() { Poll(); });
+  timer_handler->set_name("CAN logging Loop");
+  timer_handler->Setup(event_loop->monotonic_now(), kPollPeriod);
+}
+
+void CanLogger::Poll() {
+  VLOG(2) << "Polling";
+  int frames_read = 0;
+  while (ReadFrame()) {
+    frames_read++;
+  }
+  VLOG(1) << "Read " << frames_read << " frames to end of buffer";
+}
+
+bool CanLogger::ReadFrame() {
+  errno = 0;
+  struct canfd_frame frame;
+  ssize_t bytes_read = read(fd_.get(), &frame, sizeof(struct canfd_frame));
+
+  if (bytes_read < 0 && (errno == EAGAIN || errno == EWOULDBLOCK)) {
+    // There are no more frames sitting in the recieve buffer.
+    return false;
+  }
+
+  VLOG(2) << "Read " << bytes_read << " bytes";
+  PCHECK(bytes_read > 0);
+  PCHECK(bytes_read == static_cast<ssize_t>(CAN_MTU) ||
+         bytes_read == static_cast<ssize_t>(CANFD_MTU))
+      << "Incomplete can frame";
+
+  struct timeval tv;
+  PCHECK(ioctl(fd_.get(), SIOCGSTAMP, &tv) == 0)
+      << "Failed to get timestamp of CAN frame";
+
+  aos::Sender<CanFrame>::Builder builder = frames_sender_.MakeBuilder();
+
+  auto frame_data = builder.fbb()->CreateVector<uint8_t>(frame.data, frame.len);
+
+  CanFrame::Builder can_frame_builder = builder.MakeBuilder<CanFrame>();
+  can_frame_builder.add_can_id(frame.can_id);
+  can_frame_builder.add_data(frame_data);
+  can_frame_builder.add_monotonic_timestamp_ns(
+      static_cast<std::chrono::nanoseconds>(
+          std::chrono::seconds(tv.tv_sec) +
+          std::chrono::microseconds(tv.tv_usec))
+          .count());
+
+  builder.CheckOk(builder.Send(can_frame_builder.Finish()));
+
+  return true;
+}
+
+}  // namespace can_logger
+}  // namespace frc971
diff --git a/frc971/can_logger/can_logger.h b/frc971/can_logger/can_logger.h
new file mode 100644
index 0000000..cf37841
--- /dev/null
+++ b/frc971/can_logger/can_logger.h
@@ -0,0 +1,50 @@
+#ifndef FRC971_CAN_LOGGER_CAN_LOGGER_H_
+#define FRC971_CAN_LOGGER_CAN_LOGGER_H_
+
+#include <linux/can.h>
+#include <linux/can/raw.h>
+#include <linux/sockios.h>
+#include <net/if.h>
+#include <sys/ioctl.h>
+#include <sys/socket.h>
+#include <sys/time.h>
+
+#include <chrono>
+
+#include "aos/events/event_loop.h"
+#include "aos/realtime.h"
+#include "aos/scoped/scoped_fd.h"
+#include "frc971/can_logger/can_logging_generated.h"
+
+namespace frc971 {
+namespace can_logger {
+
+// This class listens to all the traffic on a SocketCAN interface and sends it
+// on the aos event loop so it can be logged with the aos logging
+// infrastructure.
+class CanLogger {
+ public:
+  static constexpr std::chrono::milliseconds kPollPeriod =
+      std::chrono::milliseconds(100);
+
+  CanLogger(aos::EventLoop *event_loop,
+            std::string_view interface_name = "can0");
+
+  CanLogger(const CanLogger &) = delete;
+  CanLogger &operator=(const CanLogger &) = delete;
+
+ private:
+  void Poll();
+
+  // Read a CAN frame from the socket and send it on the event loop
+  // Returns true if successful and false if the recieve buffer is empty.
+  bool ReadFrame();
+
+  aos::ScopedFD fd_;
+  aos::Sender<CanFrame> frames_sender_;
+};
+
+}  // namespace can_logger
+}  // namespace frc971
+
+#endif  // FRC971_CAN_LOGGER_CAN_LOGGER_H_
diff --git a/frc971/can_logger/can_logger_main.cc b/frc971/can_logger/can_logger_main.cc
new file mode 100644
index 0000000..42c7162
--- /dev/null
+++ b/frc971/can_logger/can_logger_main.cc
@@ -0,0 +1,18 @@
+#include "aos/events/shm_event_loop.h"
+#include "aos/init.h"
+#include "frc971/can_logger/can_logger.h"
+
+int main(int argc, char **argv) {
+  ::aos::InitGoogle(&argc, &argv);
+
+  aos::FlatbufferDetachedBuffer<aos::Configuration> config =
+      aos::configuration::ReadConfig("aos_config.json");
+
+  ::aos::ShmEventLoop event_loop(&config.message());
+
+  frc971::can_logger::CanLogger can_logger(&event_loop, "can0");
+
+  event_loop.Run();
+
+  return 0;
+}
diff --git a/frc971/can_logger/can_logging.fbs b/frc971/can_logger/can_logging.fbs
new file mode 100644
index 0000000..d6ec8b9
--- /dev/null
+++ b/frc971/can_logger/can_logging.fbs
@@ -0,0 +1,13 @@
+namespace frc971.can_logger;
+
+// A message to represent a single CAN or CAN FD frame.
+table CanFrame {
+  // CAN id + flags
+  can_id:uint32 (id: 0);
+  // The body of the CAN frame up to 64 bytes long.
+  data:[ubyte] (id: 1);
+  // The hardware timestamp of when the frame came in
+  monotonic_timestamp_ns:uint64 (id: 2);
+}
+
+root_type CanFrame;
diff --git a/frc971/control_loops/drivetrain/drivetrain_config.h b/frc971/control_loops/drivetrain/drivetrain_config.h
index 51f92b1..9c17fc8 100644
--- a/frc971/control_loops/drivetrain/drivetrain_config.h
+++ b/frc971/control_loops/drivetrain/drivetrain_config.h
@@ -13,6 +13,28 @@
 namespace control_loops {
 namespace drivetrain {
 
+// What to use the top two buttons for on the pistol grip.
+enum class PistolTopButtonUse {
+  // Normal shifting.
+  kShift,
+  // Line following (currently just uses top button).
+  kLineFollow,
+  // Don't use the top button
+  kNone,
+};
+
+enum class PistolSecondButtonUse {
+  kTurn1,
+  kShiftLow,
+  kNone,
+};
+
+enum class PistolBottomButtonUse {
+  kControlLoopDriving,
+  kSlowDown,
+  kNone,
+};
+
 enum class ShifterType : int32_t {
   HALL_EFFECT_SHIFTER = 0,  // Detect when inbetween gears.
   SIMPLE_SHIFTER = 1,       // Switch gears without speedmatch logic.
@@ -145,6 +167,10 @@
 
   LineFollowConfig line_follow_config{};
 
+  PistolTopButtonUse top_button_use = PistolTopButtonUse::kShift;
+  PistolSecondButtonUse second_button_use = PistolSecondButtonUse::kShiftLow;
+  PistolBottomButtonUse bottom_button_use = PistolBottomButtonUse::kSlowDown;
+
   // Converts the robot state to a linear distance position, velocity.
   static Eigen::Matrix<Scalar, 2, 1> LeftRightToLinear(
       const Eigen::Matrix<Scalar, 7, 1> &left_right) {
diff --git a/frc971/input/drivetrain_input.cc b/frc971/input/drivetrain_input.cc
index 69795dd..239eddf 100644
--- a/frc971/input/drivetrain_input.cc
+++ b/frc971/input/drivetrain_input.cc
@@ -262,7 +262,8 @@
 
 std::unique_ptr<PistolDrivetrainInputReader> PistolDrivetrainInputReader::Make(
     ::aos::EventLoop *event_loop, bool default_high_gear,
-    TopButtonUse top_button_use) {
+    PistolTopButtonUse top_button_use, PistolSecondButtonUse second_button_use,
+    PistolBottomButtonUse bottom_button_use) {
   // Pistol Grip controller
   const JoystickAxis kTriggerHigh(1, 1), kTriggerLow(1, 4),
       kTriggerVelocityHigh(1, 2), kTriggerVelocityLow(1, 5),
@@ -275,6 +276,7 @@
   const ButtonLocation kQuickTurn(1, 3);
 
   const ButtonLocation kTopButton(1, 1);
+
   const ButtonLocation kSecondButton(1, 2);
   const ButtonLocation kBottomButton(1, 4);
   // Non-existant button for nops.
@@ -282,17 +284,20 @@
 
   // TODO(james): Make a copy assignment operator for ButtonLocation so we don't
   // have to shoehorn in these ternary operators.
-  const ButtonLocation kTurn1 = (top_button_use == TopButtonUse::kLineFollow)
-                                    ? kSecondButton
-                                    : kDummyButton;
+  const ButtonLocation kTurn1 =
+      (second_button_use == PistolSecondButtonUse::kTurn1) ? kSecondButton
+                                                           : kDummyButton;
   // Turn2 does closed loop driving.
   const ButtonLocation kTurn2 =
-      (top_button_use == TopButtonUse::kLineFollow) ? kTopButton : kDummyButton;
+      (top_button_use == PistolTopButtonUse::kLineFollow) ? kTopButton
+                                                          : kDummyButton;
 
   const ButtonLocation kShiftHigh =
-      (top_button_use == TopButtonUse::kShift) ? kTopButton : kDummyButton;
+      (top_button_use == PistolTopButtonUse::kShift) ? kTopButton
+                                                     : kDummyButton;
   const ButtonLocation kShiftLow =
-      (top_button_use == TopButtonUse::kShift) ? kSecondButton : kDummyButton;
+      (second_button_use == PistolSecondButtonUse::kShiftLow) ? kSecondButton
+                                                              : kDummyButton;
 
   std::unique_ptr<PistolDrivetrainInputReader> result(
       new PistolDrivetrainInputReader(
@@ -300,7 +305,12 @@
           kTriggerVelocityLow, kTriggerTorqueHigh, kTriggerTorqueLow,
           kTriggerHigh, kTriggerLow, kWheelVelocityHigh, kWheelVelocityLow,
           kWheelTorqueHigh, kWheelTorqueLow, kQuickTurn, kShiftHigh, kShiftLow,
-          kTurn1, kTurn2, kBottomButton));
+          kTurn1,
+          (bottom_button_use == PistolBottomButtonUse::kControlLoopDriving)
+              ? kBottomButton
+              : kTurn2,
+          (top_button_use == PistolTopButtonUse::kNone) ? kTopButton
+                                                        : kBottomButton));
 
   result->set_default_high_gear(default_high_gear);
   return result;
@@ -335,13 +345,25 @@
       drivetrain_input_reader = SteeringWheelDrivetrainInputReader::Make(
           event_loop, dt_config.default_high_gear);
       break;
-    case InputType::kPistol:
-      drivetrain_input_reader = PistolDrivetrainInputReader::Make(
-          event_loop, dt_config.default_high_gear,
+    case InputType::kPistol: {
+      // For backwards compatibility
+      PistolTopButtonUse top_button_use =
           dt_config.pistol_grip_shift_enables_line_follow
-              ? PistolDrivetrainInputReader::TopButtonUse::kLineFollow
-              : PistolDrivetrainInputReader::TopButtonUse::kShift);
+              ? PistolTopButtonUse::kLineFollow
+              : dt_config.top_button_use;
+
+      PistolSecondButtonUse second_button_use = dt_config.second_button_use;
+      PistolBottomButtonUse bottom_button_use = dt_config.bottom_button_use;
+
+      if (top_button_use == PistolTopButtonUse::kLineFollow) {
+        second_button_use = PistolSecondButtonUse::kTurn1;
+      }
+
+      drivetrain_input_reader = PistolDrivetrainInputReader::Make(
+          event_loop, dt_config.default_high_gear, top_button_use,
+          second_button_use, bottom_button_use);
       break;
+    }
     case InputType::kXbox:
       drivetrain_input_reader = XboxDrivetrainInputReader::Make(event_loop);
       break;
diff --git a/frc971/input/drivetrain_input.h b/frc971/input/drivetrain_input.h
index a33d449..0cb724d 100644
--- a/frc971/input/drivetrain_input.h
+++ b/frc971/input/drivetrain_input.h
@@ -16,6 +16,10 @@
 namespace frc971 {
 namespace input {
 
+using control_loops::drivetrain::PistolBottomButtonUse;
+using control_loops::drivetrain::PistolSecondButtonUse;
+using control_loops::drivetrain::PistolTopButtonUse;
+
 // We have a couple different joystick configurations used to drive our skid
 // steer robots.  These configurations don't change very often, and there are a
 // small, discrete, set of them.  The interface to the drivetrain is the same
@@ -179,19 +183,13 @@
  public:
   using DrivetrainInputReader::DrivetrainInputReader;
 
-  // What to use the top two buttons for on the pistol grip.
-  enum class TopButtonUse {
-    // Normal shifting.
-    kShift,
-    // Line following (currently just uses top button).
-    kLineFollow,
-  };
-
   // Creates a DrivetrainInputReader with the corresponding joystick ports and
   // axis for the (cheap) pistol grip controller.
   static std::unique_ptr<PistolDrivetrainInputReader> Make(
       ::aos::EventLoop *event_loop, bool default_high_gear,
-      TopButtonUse top_button_use);
+      PistolTopButtonUse top_button_use,
+      PistolSecondButtonUse second_button_use,
+      PistolBottomButtonUse bottom_button_use);
 
  private:
   PistolDrivetrainInputReader(
diff --git a/frc971/vision/BUILD b/frc971/vision/BUILD
index f3ebecb..133281b 100644
--- a/frc971/vision/BUILD
+++ b/frc971/vision/BUILD
@@ -223,6 +223,7 @@
     hdrs = [
         "visualize_robot.h",
     ],
+    visibility = ["//visibility:public"],
     deps = [
         "//aos:init",
         "//third_party:opencv",
diff --git a/frc971/vision/target_map.fbs b/frc971/vision/target_map.fbs
index de79744..10f48cd 100644
--- a/frc971/vision/target_map.fbs
+++ b/frc971/vision/target_map.fbs
@@ -48,6 +48,15 @@
   // NOTE: not filtered by aprilrobotics.cc so that we can log
   // more detections.
   distortion_factor:double (id: 5);
+
+  // Ratio of pose_error from the best estimation to
+  // pose error of the second best estimation.
+  // Only filled out if this pose represents a live detection.
+  // This should be significantly less than 1,
+  // otherwise this pose may be a wrong solution.
+  // NOTE: not filtered by aprilrobotics.cc so that we can log
+  // more detections.
+  pose_error_ratio:double (id: 6);
 }
 
 // Map of all target poses on a field.
diff --git a/frc971/vision/target_mapper.cc b/frc971/vision/target_mapper.cc
index dd332fc..dea883b 100644
--- a/frc971/vision/target_mapper.cc
+++ b/frc971/vision/target_mapper.cc
@@ -10,9 +10,11 @@
 DEFINE_double(distortion_noise_scalar, 1.0,
               "Scale the target pose distortion factor by this when computing "
               "the noise.");
+DEFINE_uint64(
+    frozen_target_id, 1,
+    "Freeze the pose of this target so the map can have one fixed point.");
 
 namespace frc971::vision {
-
 Eigen::Affine3d PoseUtils::Pose3dToAffine3d(
     const ceres::examples::Pose3d &pose3d) {
   Eigen::Affine3d H_world_pose =
@@ -160,8 +162,8 @@
 
   {
     // Noise for vision-based target localizations. Multiplying this matrix by
-    // the distance from camera to target squared results in the uncertainty in
-    // that measurement
+    // the distance from camera to target squared results in the uncertainty
+    // in that measurement
     TargetMapper::ConfidenceMatrix Q_vision =
         TargetMapper::ConfidenceMatrix::Zero();
     Q_vision(kX, kX) = std::pow(0.045, 2);
@@ -232,6 +234,15 @@
   return std::nullopt;
 }
 
+std::optional<TargetMapper::TargetPose> TargetMapper::GetTargetPoseById(
+    TargetId target_id) {
+  if (target_poses_.count(target_id) > 0) {
+    return TargetMapper::TargetPose{target_id, target_poses_[target_id]};
+  }
+
+  return std::nullopt;
+}
+
 // Taken from ceres/examples/slam/pose_graph_3d/pose_graph_3d.cc
 // Constructs the nonlinear least squares optimization problem from the pose
 // graph constraints.
@@ -289,7 +300,10 @@
   // algorithm has internal damping which mitigates this issue, but it is
   // better to properly constrain the gauge freedom. This can be done by
   // setting one of the poses as constant so the optimizer cannot change it.
-  ceres::examples::MapOfPoses::iterator pose_start_iter = poses->begin();
+  CHECK_NE(poses->count(FLAGS_frozen_target_id), 0ul)
+      << "Got no poses for frozen target id " << FLAGS_frozen_target_id;
+  ceres::examples::MapOfPoses::iterator pose_start_iter =
+      poses->find(FLAGS_frozen_target_id);
   CHECK(pose_start_iter != poses->end()) << "There are no poses.";
   problem->SetParameterBlockConstant(pose_start_iter->second.p.data());
   problem->SetParameterBlockConstant(pose_start_iter->second.q.coeffs().data());
@@ -302,6 +316,7 @@
   ceres::Solver::Options options;
   options.max_num_iterations = FLAGS_max_num_iterations;
   options.linear_solver_type = ceres::SPARSE_NORMAL_CHOLESKY;
+  options.minimizer_progress_to_stdout = true;
 
   ceres::Solver::Summary summary;
   ceres::Solve(options, problem, &summary);
diff --git a/frc971/vision/target_mapper.h b/frc971/vision/target_mapper.h
index 3724832..35c0977 100644
--- a/frc971/vision/target_mapper.h
+++ b/frc971/vision/target_mapper.h
@@ -46,6 +46,9 @@
   static std::optional<TargetPose> GetTargetPoseById(
       std::vector<TargetPose> target_poses, TargetId target_id);
 
+  // Version that gets based on internal target_poses
+  std::optional<TargetPose> GetTargetPoseById(TargetId target_id);
+
   ceres::examples::MapOfPoses target_poses() { return target_poses_; }
 
  private:
diff --git a/frc971/vision/visualize_robot.cc b/frc971/vision/visualize_robot.cc
index 0bbe507..55932ef 100644
--- a/frc971/vision/visualize_robot.cc
+++ b/frc971/vision/visualize_robot.cc
@@ -1,14 +1,33 @@
 #include "frc971/vision/visualize_robot.h"
-#include "glog/logging.h"
 
 #include <opencv2/calib3d.hpp>
 #include <opencv2/core/eigen.hpp>
 #include <opencv2/highgui/highgui.hpp>
 #include <opencv2/imgproc.hpp>
 
+#include "glog/logging.h"
+
 namespace frc971 {
 namespace vision {
 
+void VisualizeRobot::SetDefaultViewpoint(int image_width, double focal_length) {
+  // 10 meters above the origin, rotated so the camera faces straight down
+  Eigen::Translation3d camera_trans(0, 0, 10.0);
+  Eigen::AngleAxisd camera_rot(M_PI, Eigen::Vector3d::UnitX());
+  Eigen::Affine3d camera_viewpoint = camera_trans * camera_rot;
+  SetViewpoint(camera_viewpoint);
+
+  cv::Mat camera_mat;
+  double half_width = static_cast<double>(image_width) / 2.0;
+  double intr[] = {focal_length, 0.0, half_width, 0.0, focal_length,
+                   half_width,   0.0, 0.0,        1.0};
+  camera_mat = cv::Mat(3, 3, CV_64FC1, intr);
+  SetCameraParameters(camera_mat);
+
+  cv::Mat dist_coeffs = cv::Mat(1, 5, CV_64F, 0.0);
+  SetDistortionCoefficients(dist_coeffs);
+}
+
 cv::Point VisualizeRobot::ProjectPoint(Eigen::Vector3d T_world_point) {
   // Map 3D point in world coordinates to camera frame
   Eigen::Vector3d T_camera_point = H_world_viewpoint_.inverse() * T_world_point;
@@ -24,15 +43,17 @@
   return projected_point;
 }
 
-void VisualizeRobot::DrawLine(Eigen::Vector3d start3d, Eigen::Vector3d end3d) {
+void VisualizeRobot::DrawLine(Eigen::Vector3d start3d, Eigen::Vector3d end3d,
+                              cv::Scalar color) {
   cv::Point start2d = ProjectPoint(start3d);
   cv::Point end2d = ProjectPoint(end3d);
 
-  cv::line(image_, start2d, end2d, cv::Scalar(0, 0, 255));
+  cv::line(image_, start2d, end2d, color);
 }
 
 void VisualizeRobot::DrawFrameAxes(Eigen::Affine3d H_world_target,
-                                   std::string label, double axis_scale) {
+                                   std::string label, cv::Scalar label_color,
+                                   double axis_scale) {
   // Map origin to display from global (world) frame to camera frame
   Eigen::Affine3d H_viewpoint_target =
       H_world_viewpoint_.inverse() * H_world_target;
@@ -53,21 +74,37 @@
     // Grab x axis direction
     cv::Vec3d label_offset = r_mat.col(0);
 
-    // Find 3D coordinate of point at the end of the x-axis, and project it
+    // Find 3D coordinate of point at the end of the x-axis, and put label there
+    // Bump it just a few (5) pixels to the right, to make it read easier
     cv::Mat label_coord_res =
         camera_mat_ * cv::Mat(tvec + label_offset * axis_scale);
     cv::Vec3d label_coord = label_coord_res.col(0);
-    label_coord[0] = label_coord[0] / label_coord[2];
+    label_coord[0] = label_coord[0] / label_coord[2] + 5;
     label_coord[1] = label_coord[1] / label_coord[2];
     cv::putText(image_, label, cv::Point(label_coord[0], label_coord[1]),
-                cv::FONT_HERSHEY_PLAIN, 1.0, cv::Scalar(0, 0, 255));
+                cv::FONT_HERSHEY_PLAIN, 1.0, label_color);
   }
 }
 
-void VisualizeRobot::DrawBoardOutline(Eigen::Affine3d H_world_board,
-                                      std::string label) {
-  LOG(INFO) << "Not yet implemented; drawing axes only";
-  DrawFrameAxes(H_world_board, label);
+void VisualizeRobot::DrawRobotOutline(Eigen::Affine3d H_world_robot,
+                                      std::string label, cv::Scalar color) {
+  DrawFrameAxes(H_world_robot, label, color);
+  const double kBotHalfWidth = 0.75 / 2.0;
+  const double kBotHalfLength = 1.0 / 2.0;
+  // Compute coordinates for front/rear and right/left corners
+  Eigen::Vector3d fr_corner =
+      H_world_robot * Eigen::Vector3d(kBotHalfLength, kBotHalfWidth, 0);
+  Eigen::Vector3d fl_corner =
+      H_world_robot * Eigen::Vector3d(kBotHalfLength, -kBotHalfWidth, 0);
+  Eigen::Vector3d rl_corner =
+      H_world_robot * Eigen::Vector3d(-kBotHalfLength, -kBotHalfWidth, 0);
+  Eigen::Vector3d rr_corner =
+      H_world_robot * Eigen::Vector3d(-kBotHalfLength, kBotHalfWidth, 0);
+
+  DrawLine(fr_corner, fl_corner, color);
+  DrawLine(fl_corner, rl_corner, color);
+  DrawLine(rl_corner, rr_corner, color);
+  DrawLine(rr_corner, fr_corner, color);
 }
 
 }  // namespace vision
diff --git a/frc971/vision/visualize_robot.h b/frc971/vision/visualize_robot.h
index 391a030..cd8b4d0 100644
--- a/frc971/vision/visualize_robot.h
+++ b/frc971/vision/visualize_robot.h
@@ -24,6 +24,14 @@
   // Set image on which to draw
   void SetImage(cv::Mat image) { image_ = image; }
 
+  // Sets image to all black.
+  // Uses default_size if no image has been set yet, else image_.size()
+  void ClearImage(cv::Size default_size = cv::Size(1280, 720)) {
+    auto image_size = (image_.data == nullptr ? default_size : image_.size());
+    cv::Mat black_image_mat = cv::Mat::zeros(image_size, CV_8UC3);
+    SetImage(black_image_mat);
+  }
+
   // Set the viewpoint of the camera relative to a global origin
   void SetViewpoint(Eigen::Affine3d view_origin) {
     H_world_viewpoint_ = view_origin;
@@ -31,27 +39,37 @@
 
   // Set camera parameters (for projection into a virtual view)
   void SetCameraParameters(cv::Mat camera_intrinsics) {
-    camera_mat_ = camera_intrinsics;
+    camera_mat_ = camera_intrinsics.clone();
   }
 
   // Set distortion coefficients (defaults to 0)
   void SetDistortionCoefficients(cv::Mat dist_coeffs) {
-    dist_coeffs_ = dist_coeffs;
+    dist_coeffs_ = dist_coeffs.clone();
   }
 
+  // Sets up a default camera view 10 m above the origin, pointing down
+  // Uses image_width and focal_length to define a default camera projection
+  // matrix
+  void SetDefaultViewpoint(int image_width = 1000,
+                           double focal_length = 1000.0);
+
   // Helper function to project a point in 3D to the virtual image coordinates
   cv::Point ProjectPoint(Eigen::Vector3d point3d);
 
   // Draw a line connecting two 3D points
-  void DrawLine(Eigen::Vector3d start, Eigen::Vector3d end);
+  void DrawLine(Eigen::Vector3d start, Eigen::Vector3d end,
+                cv::Scalar color = cv::Scalar(0, 200, 0));
 
   // Draw coordinate frame for a target frame relative to the world frame
   // Axes are drawn (x,y,z) -> (red, green, blue)
   void DrawFrameAxes(Eigen::Affine3d H_world_target, std::string label = "",
+                     cv::Scalar label_color = cv::Scalar(0, 0, 255),
                      double axis_scale = 0.25);
 
-  // TODO<Jim>: Need to implement this, and maybe DrawRobotOutline
-  void DrawBoardOutline(Eigen::Affine3d H_world_board, std::string label = "");
+  // TODO<Jim>: Also implement DrawBoardOutline?  Maybe one function w/
+  // parameters?
+  void DrawRobotOutline(Eigen::Affine3d H_world_robot, std::string label = "",
+                        cv::Scalar color = cv::Scalar(0, 200, 0));
 
   Eigen::Affine3d H_world_viewpoint_;  // Where to view the world from
   cv::Mat image_;                      // Image to draw on
diff --git a/frc971/vision/visualize_robot_sample.cc b/frc971/vision/visualize_robot_sample.cc
index dc38352..59acba0 100644
--- a/frc971/vision/visualize_robot_sample.cc
+++ b/frc971/vision/visualize_robot_sample.cc
@@ -26,25 +26,8 @@
   cv::Mat image_mat =
       cv::Mat::zeros(cv::Size(image_width, image_width), CV_8UC3);
   vis_robot.SetImage(image_mat);
-
-  // 10 meters above the origin, rotated so the camera faces straight down
-  Eigen::Translation3d camera_trans(0, 0, 10.0);
-  Eigen::AngleAxisd camera_rot(M_PI, Eigen::Vector3d::UnitX());
-  Eigen::Affine3d camera_viewpoint = camera_trans * camera_rot;
-  vis_robot.SetViewpoint(camera_viewpoint);
-
-  cv::Mat camera_mat;
   double focal_length = 1000.0;
-  double intr[] = {focal_length, 0.0,          image_width / 2.0,
-                   0.0,          focal_length, image_width / 2.0,
-                   0.0,          0.0,          1.0};
-  camera_mat = cv::Mat(3, 3, CV_64FC1, intr);
-  vis_robot.SetCameraParameters(camera_mat);
-
-  Eigen::Affine3d offset_rotate_origin(Eigen::Affine3d::Identity());
-
-  cv::Mat dist_coeffs = cv::Mat(1, 5, CV_64F, 0.0);
-  vis_robot.SetDistortionCoefficients(dist_coeffs);
+  vis_robot.SetDefaultViewpoint(image_width, focal_length);
 
   // Go around the clock and plot the coordinate frame at different rotations
   for (int i = 0; i < 12; i++) {
@@ -52,8 +35,9 @@
     Eigen::Vector3d trans;
     trans << 1.0 * cos(angle), 1.0 * sin(angle), 0.0;
 
-    offset_rotate_origin = Eigen::Translation3d(trans) *
-                           Eigen::AngleAxisd(angle, Eigen::Vector3d::UnitX());
+    Eigen::Affine3d offset_rotate_origin =
+        Eigen::Translation3d(trans) *
+        Eigen::AngleAxisd(angle, Eigen::Vector3d::UnitX());
 
     vis_robot.DrawFrameAxes(offset_rotate_origin, std::to_string(i));
   }
diff --git a/y2023/BUILD b/y2023/BUILD
index 095b856..08713b7 100644
--- a/y2023/BUILD
+++ b/y2023/BUILD
@@ -37,6 +37,7 @@
         "//y2023/autonomous:binaries",
         ":joystick_reader",
         ":wpilib_interface",
+        "//frc971/can_logger",
         "//aos/network:message_bridge_client",
         "//aos/network:message_bridge_server",
         "//y2023/control_loops/drivetrain:drivetrain",
@@ -211,6 +212,7 @@
         "//y2023/control_loops/superstructure:superstructure_output_fbs",
         "//y2023/control_loops/superstructure:superstructure_position_fbs",
         "//y2023/control_loops/superstructure:superstructure_status_fbs",
+        "//frc971/can_logger:can_logging_fbs",
     ],
     target_compatible_with = ["@platforms//os:linux"],
     deps = [
diff --git a/y2023/constants.cc b/y2023/constants.cc
index f11c68c..c8b75d1 100644
--- a/y2023/constants.cc
+++ b/y2023/constants.cc
@@ -106,28 +106,29 @@
           0.0201047336425017 - 1.0173426655158 - 0.186085272847293 - 0.0317706563397807;
 
       wrist->subsystem_params.zeroing_constants.measured_absolute_position =
-          1.00731305518279;
+          2.27068625283861;
 
       break;
 
     case kPracticeTeamNumber:
-      arm_proximal->zeroing.measured_absolute_position = 0.261970010788946;
+      arm_proximal->zeroing.measured_absolute_position = 0.24572544970387;
       arm_proximal->potentiometer_offset =
-          10.5178592988554 + 0.0944609125285876 - 0.00826532984625095;
+          10.5178592988554 + 0.0944609125285876 - 0.00826532984625095 +
+          0.167359305216504;
 
-      arm_distal->zeroing.measured_absolute_position = 0.507166003869875;
+      arm_distal->zeroing.measured_absolute_position = 0.0915283983599425;
       arm_distal->potentiometer_offset =
           7.673132586937 - 0.0799284644472573 - 0.0323574039310657 +
-          0.0143810684138064 + 0.00945555248207735;
+          0.0143810684138064 + 0.00945555248207735 + 0.452446388633863;
 
-      roll_joint->zeroing.measured_absolute_position = 1.85482286175059;
+      roll_joint->zeroing.measured_absolute_position = 0.0722321007692069;
       roll_joint->potentiometer_offset =
           0.624713611895747 + 3.10458504917251 - 0.0966407797407789 +
           0.0257708772364788 - 0.0395076737853459 - 6.87914956118006 -
-          0.097581301615046;
+          0.097581301615046 + 3.3424421683095 - 3.97605190912604;
 
       wrist->subsystem_params.zeroing_constants.measured_absolute_position =
-          6.04062267812154;
+          1.04410369068834;
 
       break;
 
diff --git a/y2023/control_loops/drivetrain/drivetrain_base.cc b/y2023/control_loops/drivetrain/drivetrain_base.cc
index 4efba61..a11a896 100644
--- a/y2023/control_loops/drivetrain/drivetrain_base.cc
+++ b/y2023/control_loops/drivetrain/drivetrain_base.cc
@@ -76,6 +76,10 @@
                                    .finished()
                                    .asDiagonal()),
           .max_controllable_offset = 0.5},
+      frc971::control_loops::drivetrain::PistolTopButtonUse::kNone,
+      frc971::control_loops::drivetrain::PistolSecondButtonUse::kTurn1,
+      frc971::control_loops::drivetrain::PistolBottomButtonUse::
+          kControlLoopDriving,
   };
 
   return kDrivetrainConfig;
diff --git a/y2023/control_loops/superstructure/led_indicator.cc b/y2023/control_loops/superstructure/led_indicator.cc
index 48bca1b..afd0201 100644
--- a/y2023/control_loops/superstructure/led_indicator.cc
+++ b/y2023/control_loops/superstructure/led_indicator.cc
@@ -34,7 +34,7 @@
   config.brightnessScalar = 1.0;
   candle_.ConfigAllSettings(config, 0);
 
-  event_loop_->AddPhasedLoop([&](int) { DecideColor(); },
+  event_loop_->AddPhasedLoop([this](int) { DecideColor(); },
                              std::chrono::milliseconds(20));
 }
 
@@ -177,9 +177,9 @@
       DisplayLed(0, 0, 255);
       return;
     }
-
-    return;
   }
+
+  DisplayLed(0, 0, 0);
 }
 
 }  // namespace y2023::control_loops::superstructure
diff --git a/y2023/control_loops/superstructure/led_indicator.h b/y2023/control_loops/superstructure/led_indicator.h
index d88650d..256de30 100644
--- a/y2023/control_loops/superstructure/led_indicator.h
+++ b/y2023/control_loops/superstructure/led_indicator.h
@@ -69,7 +69,7 @@
 
   void DisplayLed(uint8_t r, uint8_t g, uint8_t b);
 
-  ctre::phoenix::led::CANdle candle_{0, ""};
+  ctre::phoenix::led::CANdle candle_{8, "rio"};
 
   aos::EventLoop *event_loop_;
   aos::Fetcher<frc971::control_loops::drivetrain::Output>
diff --git a/y2023/localizer/localizer.cc b/y2023/localizer/localizer.cc
index 4bb07e2..efffca3 100644
--- a/y2023/localizer/localizer.cc
+++ b/y2023/localizer/localizer.cc
@@ -9,6 +9,9 @@
 
 DEFINE_double(max_pose_error, 1e-6,
               "Throw out target poses with a higher pose error than this");
+DEFINE_double(
+    max_pose_error_ratio, 0.4,
+    "Throw out target poses with a higher pose error ratio than this");
 DEFINE_double(distortion_noise_scalar, 1.0,
               "Scale the target pose distortion factor by this when computing "
               "the noise.");
@@ -337,6 +340,11 @@
             << target.pose_error();
     return RejectImage(camera_index, RejectionReason::HIGH_POSE_ERROR,
                        &builder);
+  } else if (target.pose_error_ratio() > FLAGS_max_pose_error_ratio) {
+    VLOG(1) << "Rejecting target due to high pose error ratio "
+            << target.pose_error_ratio();
+    return RejectImage(camera_index, RejectionReason::HIGH_POSE_ERROR_RATIO,
+                       &builder);
   }
 
   double theta_at_capture = state_at_capture.value()(StateIdx::kTheta);
diff --git a/y2023/localizer/localizer_test.cc b/y2023/localizer/localizer_test.cc
index 7248b33..e8b7d56 100644
--- a/y2023/localizer/localizer_test.cc
+++ b/y2023/localizer/localizer_test.cc
@@ -155,6 +155,7 @@
             target_builder.add_position(position_offset);
             target_builder.add_orientation(quat_offset);
             target_builder.add_pose_error(pose_error_);
+            target_builder.add_pose_error_ratio(pose_error_ratio_);
             auto target_offset = target_builder.Finish();
 
             auto targets_offset = builder.fbb()->CreateVector({target_offset});
@@ -277,6 +278,7 @@
 
   uint64_t send_target_id_ = kTargetId;
   double pose_error_ = 1e-7;
+  double pose_error_ratio_ = 0.1;
   double implied_yaw_error_ = 0.0;
 
   gflags::FlagSaver flag_saver_;
@@ -507,4 +509,27 @@
       status_fetcher_->statistics()->Get(0)->total_candidates());
 }
 
+// Tests that we correctly reject a detection with a high pose error ratio.
+TEST_F(LocalizerTest, HighPoseErrorRatio) {
+  output_voltages_ << 0.0, 0.0;
+  send_targets_ = true;
+  // Send the minimum pose error to be rejected
+  constexpr double kEps = 1e-9;
+  pose_error_ratio_ = 0.4 + kEps;
+
+  event_loop_factory_.RunFor(std::chrono::seconds(4));
+  CHECK(status_fetcher_.Fetch());
+  ASSERT_TRUE(status_fetcher_->has_statistics());
+  ASSERT_EQ(4u /* number of cameras */, status_fetcher_->statistics()->size());
+  ASSERT_EQ(0, status_fetcher_->statistics()->Get(0)->total_accepted());
+  ASSERT_LT(10, status_fetcher_->statistics()->Get(0)->total_candidates());
+  ASSERT_EQ(
+      status_fetcher_->statistics()
+          ->Get(0)
+          ->rejection_reasons()
+          ->Get(static_cast<size_t>(RejectionReason::HIGH_POSE_ERROR_RATIO))
+          ->count(),
+      status_fetcher_->statistics()->Get(0)->total_candidates());
+}
+
 }  // namespace y2023::localizer::testing
diff --git a/y2023/localizer/status.fbs b/y2023/localizer/status.fbs
index 0ea779f..854603e 100644
--- a/y2023/localizer/status.fbs
+++ b/y2023/localizer/status.fbs
@@ -24,6 +24,8 @@
   HIGH_DISTANCE_TO_TARGET = 6,
   // The robot was travelling too fast; we don't trust the target.
   ROBOT_TOO_FAST = 7,
+  // Pose estimation error ratio was higher than any normal detection.
+  HIGH_POSE_ERROR_RATIO = 8,
 }
 
 table RejectionCount {
diff --git a/y2023/vision/BUILD b/y2023/vision/BUILD
index 1cdbe36..0f75aba 100644
--- a/y2023/vision/BUILD
+++ b/y2023/vision/BUILD
@@ -117,6 +117,7 @@
         "//frc971/vision:target_map_fbs",
         "//frc971/vision:target_mapper",
         "//frc971/vision:vision_fbs",
+        "//frc971/vision:visualize_robot",
         "//third_party:opencv",
         "//third_party/apriltag",
         "//y2023/constants:constants_fbs",
diff --git a/y2023/vision/aprilrobotics.cc b/y2023/vision/aprilrobotics.cc
index 317720c..45ab7db 100644
--- a/y2023/vision/aprilrobotics.cc
+++ b/y2023/vision/aprilrobotics.cc
@@ -1,5 +1,7 @@
 #include "y2023/vision/aprilrobotics.h"
 
+#include <opencv2/highgui.hpp>
+
 #include "y2023/vision/vision_util.h"
 
 DEFINE_bool(
@@ -15,6 +17,8 @@
     "Maximum expected value for unscaled distortion factors. Will scale "
     "distortion factors so that this value (and a higher distortion) maps to "
     "1.0.");
+DEFINE_uint64(pose_estimation_iterations, 50,
+              "Number of iterations for apriltag pose estimation.");
 
 namespace y2023 {
 namespace vision {
@@ -22,9 +26,12 @@
 namespace chrono = std::chrono;
 
 AprilRoboticsDetector::AprilRoboticsDetector(aos::EventLoop *event_loop,
-                                             std::string_view channel_name)
+                                             std::string_view channel_name,
+                                             bool flip_image)
     : calibration_data_(event_loop),
       image_size_(0, 0),
+      flip_image_(flip_image),
+      node_name_(event_loop->node()->name()->string_view()),
       ftrace_(),
       image_callback_(event_loop, channel_name,
                       [&](cv::Mat image_color_mat,
@@ -53,7 +60,6 @@
       calibration_data_.constants(), event_loop->node()->name()->string_view());
 
   extrinsics_ = CameraExtrinsics(calibration_);
-
   intrinsics_ = CameraIntrinsics(calibration_);
   // Create an undistort projection matrix using the intrinsics
   projection_matrix_ = cv::Mat::zeros(3, 4, CV_64F);
@@ -93,8 +99,11 @@
 
   auto builder = target_map_sender_.MakeBuilder();
   std::vector<flatbuffers::Offset<frc971::vision::TargetPoseFbs>> target_poses;
-  for (const auto &detection : result.detections) {
-    target_poses.emplace_back(BuildTargetPose(detection, builder.fbb()));
+  for (auto &detection : result.detections) {
+    auto *fbb = builder.fbb();
+    auto pose = BuildTargetPose(detection, fbb);
+    DestroyPose(&detection.pose);
+    target_poses.emplace_back(pose);
   }
   const auto target_poses_offset = builder.fbb()->CreateVector(target_poses);
   auto target_map_builder = builder.MakeBuilder<frc971::vision::TargetMap>();
@@ -122,7 +131,7 @@
   return frc971::vision::CreateTargetPoseFbs(
       *fbb, detection.det.id, position_offset, orientation_offset,
       detection.det.decision_margin, detection.pose_error,
-      detection.distortion_factor);
+      detection.distortion_factor, detection.pose_error_ratio);
 }
 
 void AprilRoboticsDetector::UndistortDetection(
@@ -178,8 +187,15 @@
   return corner_points;
 }
 
+void AprilRoboticsDetector::DestroyPose(apriltag_pose_t *pose) const {
+  matd_destroy(pose->R);
+  matd_destroy(pose->t);
+}
+
 AprilRoboticsDetector::DetectionResult AprilRoboticsDetector::DetectTags(
     cv::Mat image, aos::monotonic_clock::time_point eof) {
+  cv::Mat color_image;
+  cvtColor(image, color_image, cv::COLOR_GRAY2RGB);
   const aos::monotonic_clock::time_point start_time =
       aos::monotonic_clock::now();
 
@@ -249,8 +265,13 @@
       const aos::monotonic_clock::time_point before_pose_estimation =
           aos::monotonic_clock::now();
 
-      apriltag_pose_t pose;
-      double pose_error = estimate_tag_pose(&info, &pose);
+      apriltag_pose_t pose_1;
+      apriltag_pose_t pose_2;
+      double pose_error_1;
+      double pose_error_2;
+      estimate_tag_pose_orthogonal_iteration(&info, &pose_error_1, &pose_1,
+                                             &pose_error_2, &pose_2,
+                                             FLAGS_pose_estimation_iterations);
 
       const aos::monotonic_clock::time_point after_pose_estimation =
           aos::monotonic_clock::now();
@@ -259,7 +280,8 @@
                                           before_pose_estimation)
                      .count()
               << " seconds for pose estimation";
-      VLOG(1) << "Pose err: " << pose_error;
+      VLOG(1) << "Pose err 1: " << pose_error_1;
+      VLOG(1) << "Pose err 2: " << pose_error_2;
 
       // Send undistorted corner points in pink
       std::vector<cv::Point2f> corner_points = MakeCornerVector(det);
@@ -270,14 +292,67 @@
       double distortion_factor =
           ComputeDistortionFactor(orig_corner_points, corner_points);
 
+      // We get two estimates for poses.
+      // Choose the one with the lower estimation error
+      bool use_pose_1 = (pose_error_1 < pose_error_2);
+      auto best_pose = (use_pose_1 ? pose_1 : pose_2);
+      auto secondary_pose = (use_pose_1 ? pose_2 : pose_1);
+      double best_pose_error = (use_pose_1 ? pose_error_1 : pose_error_2);
+      double secondary_pose_error = (use_pose_1 ? pose_error_2 : pose_error_1);
+
+      CHECK_NE(best_pose_error, std::numeric_limits<double>::infinity())
+          << "Got no valid pose estimations, this should not be possible.";
+      double pose_error_ratio = best_pose_error / secondary_pose_error;
+
+      // Destroy the secondary pose if we got one
+      if (secondary_pose_error != std::numeric_limits<double>::infinity()) {
+        DestroyPose(&secondary_pose);
+      }
+
       results.emplace_back(Detection{.det = *det,
-                                     .pose = pose,
-                                     .pose_error = pose_error,
-                                     .distortion_factor = distortion_factor});
+                                     .pose = best_pose,
+                                     .pose_error = best_pose_error,
+                                     .distortion_factor = distortion_factor,
+                                     .pose_error_ratio = pose_error_ratio});
+
+      if (FLAGS_visualize) {
+        // Draw raw (distorted) corner points in green
+        cv::line(color_image, orig_corner_points[0], orig_corner_points[1],
+                 cv::Scalar(0, 255, 0), 2);
+        cv::line(color_image, orig_corner_points[1], orig_corner_points[2],
+                 cv::Scalar(0, 255, 0), 2);
+        cv::line(color_image, orig_corner_points[2], orig_corner_points[3],
+                 cv::Scalar(0, 255, 0), 2);
+        cv::line(color_image, orig_corner_points[3], orig_corner_points[0],
+                 cv::Scalar(0, 255, 0), 2);
+
+        // Draw undistorted corner points in red
+        cv::line(color_image, corner_points[0], corner_points[1],
+                 cv::Scalar(0, 0, 255), 2);
+        cv::line(color_image, corner_points[2], corner_points[1],
+                 cv::Scalar(0, 0, 255), 2);
+        cv::line(color_image, corner_points[2], corner_points[3],
+                 cv::Scalar(0, 0, 255), 2);
+        cv::line(color_image, corner_points[0], corner_points[3],
+                 cv::Scalar(0, 0, 255), 2);
+      }
+
+      VLOG(1) << "Found tag number " << det->id << " hamming: " << det->hamming
+              << " margin: " << det->decision_margin;
+
     } else {
       rejections_++;
     }
   }
+  if (FLAGS_visualize) {
+    // Display the result
+    // Rotate by 180 degrees to make it upright
+    if (flip_image_) {
+      cv::rotate(color_image, color_image, 1);
+    }
+    cv::imshow(absl::StrCat("AprilRoboticsDetector Image ", node_name_),
+               color_image);
+  }
 
   const auto corners_offset = builder.fbb()->CreateVector(foxglove_corners);
   foxglove::ImageAnnotations::Builder annotation_builder(*builder.fbb());
diff --git a/y2023/vision/aprilrobotics.h b/y2023/vision/aprilrobotics.h
index fab2d30..01e3138 100644
--- a/y2023/vision/aprilrobotics.h
+++ b/y2023/vision/aprilrobotics.h
@@ -11,6 +11,7 @@
 #include "frc971/vision/target_map_generated.h"
 #include "frc971/vision/target_mapper.h"
 #include "frc971/vision/vision_generated.h"
+#include "frc971/vision/visualize_robot.h"
 #include "opencv2/core/eigen.hpp"
 #include "opencv2/imgproc.hpp"
 #include "third_party/apriltag/apriltag.h"
@@ -29,6 +30,7 @@
     apriltag_pose_t pose;
     double pose_error;
     double distortion_factor;
+    double pose_error_ratio;
   };
 
   struct DetectionResult {
@@ -37,11 +39,15 @@
   };
 
   AprilRoboticsDetector(aos::EventLoop *event_loop,
-                        std::string_view channel_name);
+                        std::string_view channel_name, bool flip_image = true);
   ~AprilRoboticsDetector();
 
   void SetWorkerpoolAffinities();
 
+  // Deletes the heap-allocated rotation and translation pointers in the given
+  // pose
+  void DestroyPose(apriltag_pose_t *pose) const;
+
   // Undistorts the april tag corners using the camera calibration
   void UndistortDetection(apriltag_detection_t *det) const;
 
@@ -77,14 +83,16 @@
   std::optional<cv::Mat> extrinsics_;
   cv::Mat dist_coeffs_;
   cv::Size image_size_;
+  bool flip_image_;
+  std::string_view node_name_;
 
   aos::Ftrace ftrace_;
 
   frc971::vision::ImageCallback image_callback_;
   aos::Sender<frc971::vision::TargetMap> target_map_sender_;
   aos::Sender<foxglove::ImageAnnotations> image_annotations_sender_;
-
   size_t rejections_;
+  frc971::vision::VisualizeRobot vis_robot_;
 };
 
 }  // namespace vision
diff --git a/y2023/vision/target_mapping.cc b/y2023/vision/target_mapping.cc
index 9352bdd..e9ef662 100644
--- a/y2023/vision/target_mapping.cc
+++ b/y2023/vision/target_mapping.cc
@@ -7,6 +7,7 @@
 #include "frc971/vision/calibration_generated.h"
 #include "frc971/vision/charuco_lib.h"
 #include "frc971/vision/target_mapper.h"
+#include "frc971/vision/visualize_robot.h"
 #include "opencv2/aruco.hpp"
 #include "opencv2/calib3d.hpp"
 #include "opencv2/core/eigen.hpp"
@@ -28,12 +29,21 @@
               "Directory to write solved target map to");
 DEFINE_string(field_name, "charged_up",
               "Field name, for the output json filename and flatbuffer field");
-DEFINE_int32(team_number, 7971,
-             "Use the calibration for a node with this team number");
+DEFINE_int32(team_number, 0,
+             "Required: Use the calibration for a node with this team number");
 DEFINE_string(mcap_output_path, "/tmp/log.mcap", "Log to output.");
 DEFINE_string(pi, "pi1", "Pi name to generate mcap log for; defaults to pi1.");
 DEFINE_double(max_pose_error, 1e-6,
               "Throw out target poses with a higher pose error than this");
+DEFINE_double(
+    max_pose_error_ratio, 0.4,
+    "Throw out target poses with a higher pose error ratio than this");
+DEFINE_uint64(wait_key, 0,
+              "Time in ms to wait between images, if no click (0 to wait "
+              "indefinitely until click).");
+DEFINE_uint64(skip_to, 1,
+              "Start at combined image of this number (1 is the first image)");
+DEFINE_bool(solve, true, "Whether to solve for the field's target map.");
 
 namespace y2023 {
 namespace vision {
@@ -42,6 +52,7 @@
 using frc971::vision::PoseUtils;
 using frc971::vision::TargetMap;
 using frc971::vision::TargetMapper;
+using frc971::vision::VisualizeRobot;
 namespace calibration = frc971::vision::calibration;
 
 // Change reference frame from camera to robot
@@ -52,16 +63,41 @@
   return H_robot_target;
 }
 
+const int kImageWidth = 1000;
+// Map from pi node name to color for drawing
+const std::map<std::string, cv::Scalar> kPiColors = {
+    {"pi1", cv::Scalar(255, 0, 255)},
+    {"pi2", cv::Scalar(255, 255, 0)},
+    {"pi3", cv::Scalar(0, 255, 255)},
+    {"pi4", cv::Scalar(255, 165, 0)},
+};
+
 // Add detected apriltag poses relative to the robot to
 // timestamped_target_detections
 void HandleAprilTags(const TargetMap &map,
                      aos::distributed_clock::time_point pi_distributed_time,
                      std::vector<DataAdapter::TimestampedDetection>
                          *timestamped_target_detections,
-                     Eigen::Affine3d extrinsics) {
+                     Eigen::Affine3d extrinsics, std::string node_name,
+                     frc971::vision::TargetMapper target_loc_mapper,
+                     std::set<std::string> *drawn_nodes,
+                     VisualizeRobot *vis_robot, size_t *display_count) {
+  bool drew = false;
+  std::stringstream label;
+  label << node_name << " - ";
+
   for (const auto *target_pose_fbs : *map.target_poses()) {
     // Skip detections with high pose errors
     if (target_pose_fbs->pose_error() > FLAGS_max_pose_error) {
+      VLOG(1) << " Skipping tag " << target_pose_fbs->id()
+              << " due to pose error of " << target_pose_fbs->pose_error();
+      continue;
+    }
+    // Skip detections with high pose error ratios
+    if (target_pose_fbs->pose_error_ratio() > FLAGS_max_pose_error_ratio) {
+      VLOG(1) << " Skipping tag " << target_pose_fbs->id()
+              << " due to pose error ratio of "
+              << target_pose_fbs->pose_error_ratio();
       continue;
     }
 
@@ -88,6 +124,59 @@
             .distance_from_camera = distance_from_camera,
             .distortion_factor = distortion_factor,
             .id = static_cast<TargetMapper::TargetId>(target_pose.id)});
+
+    if (FLAGS_visualize) {
+      // If we've already drawn in the current image,
+      // display it before clearing and adding the new poses
+      if (drawn_nodes->count(node_name) != 0) {
+        (*display_count)++;
+        cv::putText(vis_robot->image_,
+                    "Poses #" + std::to_string(*display_count),
+                    cv::Point(600, 10), cv::FONT_HERSHEY_PLAIN, 1.0,
+                    cv::Scalar(255, 255, 255));
+
+        if (*display_count >= FLAGS_skip_to) {
+          cv::imshow("View", vis_robot->image_);
+          cv::waitKey(FLAGS_wait_key);
+        } else {
+          VLOG(1) << "At poses #" << std::to_string(*display_count);
+        }
+        vis_robot->ClearImage();
+        drawn_nodes->clear();
+      }
+
+      Eigen::Affine3d H_world_target = PoseUtils::Pose3dToAffine3d(
+          target_loc_mapper.GetTargetPoseById(target_pose_fbs->id())->pose);
+      Eigen::Affine3d H_world_robot = H_world_target * H_robot_target.inverse();
+      VLOG(2) << node_name << ", " << target_pose_fbs->id()
+              << ", t = " << pi_distributed_time
+              << ", pose_error = " << target_pose_fbs->pose_error()
+              << ", pose_error_ratio = " << target_pose_fbs->pose_error_ratio()
+              << ", robot_pos (x,y,z) + "
+              << H_world_robot.translation().transpose();
+
+      label << "id " << target_pose_fbs->id() << ": err "
+            << (target_pose_fbs->pose_error() / FLAGS_max_pose_error)
+            << " ratio " << target_pose_fbs->pose_error_ratio() << " ";
+
+      vis_robot->DrawRobotOutline(H_world_robot,
+                                  std::to_string(target_pose_fbs->id()),
+                                  kPiColors.at(node_name));
+
+      vis_robot->DrawFrameAxes(H_world_target,
+                               std::to_string(target_pose_fbs->id()),
+                               kPiColors.at(node_name));
+      drew = true;
+    }
+  }
+  if (drew) {
+    size_t pi_number =
+        static_cast<size_t>(node_name[node_name.size() - 1] - '0');
+    cv::putText(vis_robot->image_, label.str(),
+                cv::Point(10, 10 + 20 * pi_number), cv::FONT_HERSHEY_PLAIN, 1.0,
+                kPiColors.at(node_name));
+
+    drawn_nodes->emplace(node_name);
   }
 }
 
@@ -97,10 +186,15 @@
     aos::logger::LogReader *reader,
     std::vector<DataAdapter::TimestampedDetection>
         *timestamped_target_detections,
-    std::vector<std::unique_ptr<AprilRoboticsDetector>> *detectors) {
+    std::vector<std::unique_ptr<AprilRoboticsDetector>> *detectors,
+    std::set<std::string> *drawn_nodes, VisualizeRobot *vis_robot,
+    size_t *display_count) {
   static constexpr std::string_view kImageChannel = "/camera";
+  // For the robots, we need to flip the image since the cameras are rolled by
+  // 180 degrees
+  bool flip_image = (FLAGS_team_number != 7971);
   auto detector_ptr = std::make_unique<AprilRoboticsDetector>(
-      detection_event_loop, kImageChannel);
+      detection_event_loop, kImageChannel, flip_image);
   // Get the camera extrinsics
   cv::Mat extrinsics_cv = detector_ptr->extrinsics().value();
   Eigen::Matrix4d extrinsics_matrix;
@@ -109,6 +203,10 @@
 
   detectors->emplace_back(std::move(detector_ptr));
 
+  ceres::examples::VectorOfConstraints target_constraints;
+  frc971::vision::TargetMapper target_loc_mapper(FLAGS_json_path,
+                                                 target_constraints);
+
   mapping_event_loop->MakeWatcher("/camera", [=](const TargetMap &map) {
     aos::distributed_clock::time_point pi_distributed_time =
         reader->event_loop_factory()
@@ -116,8 +214,10 @@
             ->ToDistributedClock(aos::monotonic_clock::time_point(
                 aos::monotonic_clock::duration(map.monotonic_timestamp_ns())));
 
+    std::string node_name = detection_event_loop->node()->name()->str();
     HandleAprilTags(map, pi_distributed_time, timestamped_target_detections,
-                    extrinsics);
+                    extrinsics, node_name, target_loc_mapper, drawn_nodes,
+                    vis_robot, display_count);
   });
 }
 
@@ -136,8 +236,9 @@
   aos::logger::LogReader reader(
       aos::logger::SortParts(unsorted_logfiles),
       config.has_value() ? &config->message() : nullptr);
-  // Send new april tag poses. This allows us to take a log of images, then play
-  // with the april detection code and see those changes take effect in mapping
+  // Send new april tag poses. This allows us to take a log of images, then
+  // play with the april detection code and see those changes take effect in
+  // mapping
   constexpr size_t kNumPis = 4;
   for (size_t i = 1; i <= kNumPis; i++) {
     reader.RemapLoggedChannel(absl::StrFormat("/pi%u/camera", i),
@@ -156,6 +257,9 @@
                           FLAGS_constants_path);
 
   std::vector<std::unique_ptr<AprilRoboticsDetector>> detectors;
+  VisualizeRobot vis_robot;
+  std::set<std::string> drawn_nodes;
+  size_t display_count = 0;
 
   const aos::Node *pi1 =
       aos::configuration::GetNode(reader.configuration(), "pi1");
@@ -164,7 +268,8 @@
   std::unique_ptr<aos::EventLoop> pi1_mapping_event_loop =
       reader.event_loop_factory()->MakeEventLoop("pi1_mapping", pi1);
   HandlePiCaptures(pi1_detection_event_loop.get(), pi1_mapping_event_loop.get(),
-                   &reader, &timestamped_target_detections, &detectors);
+                   &reader, &timestamped_target_detections, &detectors,
+                   &drawn_nodes, &vis_robot, &display_count);
 
   const aos::Node *pi2 =
       aos::configuration::GetNode(reader.configuration(), "pi2");
@@ -173,7 +278,8 @@
   std::unique_ptr<aos::EventLoop> pi2_mapping_event_loop =
       reader.event_loop_factory()->MakeEventLoop("pi2_mapping", pi2);
   HandlePiCaptures(pi2_detection_event_loop.get(), pi2_mapping_event_loop.get(),
-                   &reader, &timestamped_target_detections, &detectors);
+                   &reader, &timestamped_target_detections, &detectors,
+                   &drawn_nodes, &vis_robot, &display_count);
 
   const aos::Node *pi3 =
       aos::configuration::GetNode(reader.configuration(), "pi3");
@@ -182,7 +288,8 @@
   std::unique_ptr<aos::EventLoop> pi3_mapping_event_loop =
       reader.event_loop_factory()->MakeEventLoop("pi3_mapping", pi3);
   HandlePiCaptures(pi3_detection_event_loop.get(), pi3_mapping_event_loop.get(),
-                   &reader, &timestamped_target_detections, &detectors);
+                   &reader, &timestamped_target_detections, &detectors,
+                   &drawn_nodes, &vis_robot, &display_count);
 
   const aos::Node *pi4 =
       aos::configuration::GetNode(reader.configuration(), "pi4");
@@ -191,13 +298,13 @@
   std::unique_ptr<aos::EventLoop> pi4_mapping_event_loop =
       reader.event_loop_factory()->MakeEventLoop("pi4_mapping", pi4);
   HandlePiCaptures(pi4_detection_event_loop.get(), pi4_mapping_event_loop.get(),
-                   &reader, &timestamped_target_detections, &detectors);
+                   &reader, &timestamped_target_detections, &detectors,
+                   &drawn_nodes, &vis_robot, &display_count);
 
   std::unique_ptr<aos::EventLoop> mcap_event_loop;
   std::unique_ptr<aos::McapLogger> relogger;
   if (!FLAGS_mcap_output_path.empty()) {
     LOG(INFO) << "Writing out mcap file to " << FLAGS_mcap_output_path;
-    // TODO: Should make this work for any pi
     const aos::Node *node =
         aos::configuration::GetNode(reader.configuration(), FLAGS_pi);
     reader.event_loop_factory()->GetNodeEventLoopFactory(node)->OnStartup(
@@ -212,13 +319,21 @@
         });
   }
 
+  if (FLAGS_visualize) {
+    vis_robot.ClearImage();
+    const double kFocalLength = 500.0;
+    vis_robot.SetDefaultViewpoint(kImageWidth, kFocalLength);
+  }
+
   reader.event_loop_factory()->Run();
 
-  auto target_constraints =
-      DataAdapter::MatchTargetDetections(timestamped_target_detections);
+  if (FLAGS_solve) {
+    auto target_constraints =
+        DataAdapter::MatchTargetDetections(timestamped_target_detections);
 
-  frc971::vision::TargetMapper mapper(FLAGS_json_path, target_constraints);
-  mapper.Solve(FLAGS_field_name, FLAGS_output_dir);
+    frc971::vision::TargetMapper mapper(FLAGS_json_path, target_constraints);
+    mapper.Solve(FLAGS_field_name, FLAGS_output_dir);
+  }
 
   // Clean up all the pointers
   for (auto &detector_ptr : detectors) {
diff --git a/y2023/wpilib_interface.cc b/y2023/wpilib_interface.cc
index cd52cfd..2f41c91 100644
--- a/y2023/wpilib_interface.cc
+++ b/y2023/wpilib_interface.cc
@@ -114,16 +114,12 @@
 }  // namespace
 
 static constexpr int kCANFalconCount = 6;
-static constexpr int kCANSignalsCount = 4;
-static constexpr int kRollerSignalsCount = 4;
 static constexpr units::frequency::hertz_t kCANUpdateFreqHz = 200_Hz;
 
 class Falcon {
  public:
   Falcon(int device_id, std::string canbus,
-         aos::SizedArray<ctre::phoenixpro::BaseStatusSignalValue *,
-                         kCANFalconCount * kCANSignalsCount +
-                             kRollerSignalsCount> *signals)
+         std::vector<ctre::phoenixpro::BaseStatusSignalValue *> *signals)
       : talon_(device_id, canbus),
         device_id_(device_id),
         device_temp_(talon_.GetDeviceTemp()),
@@ -134,9 +130,7 @@
     // device temp is not timesynced so don't add it to the list of signals
     device_temp_.SetUpdateFrequency(kCANUpdateFreqHz);
 
-    CHECK_EQ(kCANSignalsCount, 4);
     CHECK_NOTNULL(signals);
-    CHECK_LE(signals->size() + 4u, signals->capacity());
 
     supply_voltage_.SetUpdateFrequency(kCANUpdateFreqHz);
     signals->push_back(&supply_voltage_);
@@ -279,8 +273,11 @@
 
 class CANSensorReader {
  public:
-  CANSensorReader(aos::EventLoop *event_loop)
+  CANSensorReader(
+      aos::EventLoop *event_loop,
+      std::vector<ctre::phoenixpro::BaseStatusSignalValue *> signals_registry)
       : event_loop_(event_loop),
+        signals_(signals_registry.begin(), signals_registry.end()),
         can_position_sender_(
             event_loop->MakeSender<drivetrain::CANPosition>("/drivetrain")),
         roller_falcon_data_(std::nullopt) {
@@ -294,12 +291,6 @@
     });
   }
 
-  aos::SizedArray<ctre::phoenixpro::BaseStatusSignalValue *,
-                  kCANFalconCount * kCANSignalsCount + kRollerSignalsCount>
-      *get_signals_registry() {
-    return &signals_;
-  };
-
   void set_falcons(std::shared_ptr<Falcon> right_front,
                    std::shared_ptr<Falcon> right_back,
                    std::shared_ptr<Falcon> right_under,
@@ -323,16 +314,8 @@
 
  private:
   void Loop() {
-    CHECK_EQ(signals_.size(), 28u);
     ctre::phoenix::StatusCode status =
-        ctre::phoenixpro::BaseStatusSignalValue::WaitForAll(
-            2000_ms, {signals_[0],  signals_[1],  signals_[2],  signals_[3],
-                      signals_[4],  signals_[5],  signals_[6],  signals_[7],
-                      signals_[8],  signals_[9],  signals_[10], signals_[11],
-                      signals_[12], signals_[13], signals_[14], signals_[15],
-                      signals_[16], signals_[17], signals_[18], signals_[19],
-                      signals_[20], signals_[21], signals_[22], signals_[23],
-                      signals_[24], signals_[25], signals_[26], signals_[27]});
+        ctre::phoenixpro::BaseStatusSignalValue::WaitForAll(2000_ms, signals_);
 
     if (!status.IsOK()) {
       AOS_LOG(ERROR, "Failed to read signals from falcons: %s: %s",
@@ -383,9 +366,7 @@
 
   aos::EventLoop *event_loop_;
 
-  aos::SizedArray<ctre::phoenixpro::BaseStatusSignalValue *,
-                  kCANFalconCount * kCANSignalsCount + kRollerSignalsCount>
-      signals_;
+  const std::vector<ctre::phoenixpro::BaseStatusSignalValue *> signals_;
   aos::Sender<drivetrain::CANPosition> can_position_sender_;
 
   std::shared_ptr<Falcon> right_front_, right_back_, right_under_, left_front_,
@@ -934,25 +915,27 @@
     std::shared_ptr<frc::DigitalOutput> superstructure_reading =
         make_unique<frc::DigitalOutput>(25);
 
+    std::vector<ctre::phoenixpro::BaseStatusSignalValue *> signals_registry;
+    std::shared_ptr<Falcon> right_front =
+        std::make_shared<Falcon>(1, "Drivetrain Bus", &signals_registry);
+    std::shared_ptr<Falcon> right_back =
+        std::make_shared<Falcon>(2, "Drivetrain Bus", &signals_registry);
+    std::shared_ptr<Falcon> right_under =
+        std::make_shared<Falcon>(3, "Drivetrain Bus", &signals_registry);
+    std::shared_ptr<Falcon> left_front =
+        std::make_shared<Falcon>(4, "Drivetrain Bus", &signals_registry);
+    std::shared_ptr<Falcon> left_back =
+        std::make_shared<Falcon>(5, "Drivetrain Bus", &signals_registry);
+    std::shared_ptr<Falcon> left_under =
+        std::make_shared<Falcon>(6, "Drivetrain Bus", &signals_registry);
+    std::shared_ptr<Falcon> roller =
+        std::make_shared<Falcon>(13, "Drivetrain Bus", &signals_registry);
+
     // Thread 3.
     ::aos::ShmEventLoop can_sensor_reader_event_loop(&config.message());
     can_sensor_reader_event_loop.set_name("CANSensorReader");
-    CANSensorReader can_sensor_reader(&can_sensor_reader_event_loop);
-
-    std::shared_ptr<Falcon> right_front = std::make_shared<Falcon>(
-        1, "Drivetrain Bus", can_sensor_reader.get_signals_registry());
-    std::shared_ptr<Falcon> right_back = std::make_shared<Falcon>(
-        2, "Drivetrain Bus", can_sensor_reader.get_signals_registry());
-    std::shared_ptr<Falcon> right_under = std::make_shared<Falcon>(
-        3, "Drivetrain Bus", can_sensor_reader.get_signals_registry());
-    std::shared_ptr<Falcon> left_front = std::make_shared<Falcon>(
-        4, "Drivetrain Bus", can_sensor_reader.get_signals_registry());
-    std::shared_ptr<Falcon> left_back = std::make_shared<Falcon>(
-        5, "Drivetrain Bus", can_sensor_reader.get_signals_registry());
-    std::shared_ptr<Falcon> left_under = std::make_shared<Falcon>(
-        6, "Drivetrain Bus", can_sensor_reader.get_signals_registry());
-    std::shared_ptr<Falcon> roller = std::make_shared<Falcon>(
-        13, "Drivetrain Bus", can_sensor_reader.get_signals_registry());
+    CANSensorReader can_sensor_reader(&can_sensor_reader_event_loop,
+                                      std::move(signals_registry));
 
     can_sensor_reader.set_falcons(right_front, right_back, right_under,
                                   left_front, left_back, left_under, roller);
diff --git a/y2023/y2023_roborio.json b/y2023/y2023_roborio.json
index cf3a14e..452a570 100644
--- a/y2023/y2023_roborio.json
+++ b/y2023/y2023_roborio.json
@@ -268,6 +268,14 @@
       "max_size": 448
     },
     {
+      "name": "/can",
+      "type": "frc971.can_logger.CanFrame",
+      "source_node": "roborio",
+      "frequency": 6000,
+      "num_senders": 2,
+      "max_size": 200
+    },
+    {
       "name": "/drivetrain",
       "type": "y2023.control_loops.drivetrain.CANPosition",
       "source_node": "roborio",
@@ -566,6 +574,13 @@
       "nodes": [
         "roborio"
       ]
+    },
+    {
+      "name": "can_logger",
+      "executable_name": "can_logger",
+      "nodes": [
+        "roborio"
+      ]
     }
   ],
   "maps": [