Philipp Schrader | 29d54f2 | 2016-04-02 22:14:48 +0000 | [diff] [blame] | 1 | #ifndef FRC971_ZEROING_AVERAGER_H_ |
| 2 | #define FRC971_ZEROING_AVERAGER_H_ |
| 3 | |
| 4 | #include <algorithm> |
| 5 | #include <array> |
Tyler Chatow | bf0609c | 2021-07-31 16:13:27 -0700 | [diff] [blame] | 6 | #include <cstdint> |
Philipp Schrader | 29d54f2 | 2016-04-02 22:14:48 +0000 | [diff] [blame] | 7 | |
James Kuszmaul | d3f9eb2 | 2020-01-12 15:02:07 -0800 | [diff] [blame] | 8 | #include "Eigen/Dense" |
| 9 | #include "glog/logging.h" |
| 10 | |
Stephan Pleines | d99b1ee | 2024-02-02 20:56:44 -0800 | [diff] [blame] | 11 | namespace frc971::zeroing { |
Philipp Schrader | 29d54f2 | 2016-04-02 22:14:48 +0000 | [diff] [blame] | 12 | |
| 13 | // Averages a set of given numbers. Numbers are given one at a time. Once full |
| 14 | // the average may be requested. |
James Kuszmaul | d3f9eb2 | 2020-01-12 15:02:07 -0800 | [diff] [blame] | 15 | // TODO(james): Look at deduplicating this with some of the work in the |
| 16 | // MoveDetector. |
| 17 | template <typename Scalar, size_t num_samples, int rows_per_sample = 1> |
Philipp Schrader | 29d54f2 | 2016-04-02 22:14:48 +0000 | [diff] [blame] | 18 | class Averager { |
| 19 | public: |
James Kuszmaul | d3f9eb2 | 2020-01-12 15:02:07 -0800 | [diff] [blame] | 20 | typedef Eigen::Matrix<Scalar, rows_per_sample, 1> Vector; |
James Kuszmaul | b1e2937 | 2020-02-11 16:55:36 -0800 | [diff] [blame] | 21 | Averager() { |
| 22 | for (Vector &datum : data_) { |
| 23 | datum.setZero(); |
| 24 | } |
| 25 | } |
Philipp Schrader | 29d54f2 | 2016-04-02 22:14:48 +0000 | [diff] [blame] | 26 | // Adds one data point to the set of data points to be averaged. |
James Kuszmaul | d3f9eb2 | 2020-01-12 15:02:07 -0800 | [diff] [blame] | 27 | // If more than "num_samples" samples are added, they will start overwriting |
Philipp Schrader | 29d54f2 | 2016-04-02 22:14:48 +0000 | [diff] [blame] | 28 | // the oldest ones. |
James Kuszmaul | d3f9eb2 | 2020-01-12 15:02:07 -0800 | [diff] [blame] | 29 | void AddData(Scalar data) { |
| 30 | CHECK_EQ(1, rows_per_sample); |
| 31 | AddData(Vector(data)); |
| 32 | } |
| 33 | void AddData(const Vector &data) { |
Philipp Schrader | 29d54f2 | 2016-04-02 22:14:48 +0000 | [diff] [blame] | 34 | data_[data_point_index_] = data; |
James Kuszmaul | d3f9eb2 | 2020-01-12 15:02:07 -0800 | [diff] [blame] | 35 | num_data_points_ = std::min(num_samples, num_data_points_ + 1); |
| 36 | data_point_index_ = (data_point_index_ + 1) % num_samples; |
Philipp Schrader | 29d54f2 | 2016-04-02 22:14:48 +0000 | [diff] [blame] | 37 | } |
| 38 | |
| 39 | // Returns the average of the data points. |
James Kuszmaul | d3f9eb2 | 2020-01-12 15:02:07 -0800 | [diff] [blame] | 40 | Vector GetAverage() const { |
Philipp Schrader | 29d54f2 | 2016-04-02 22:14:48 +0000 | [diff] [blame] | 41 | if (num_data_points_ == 0) { |
James Kuszmaul | d3f9eb2 | 2020-01-12 15:02:07 -0800 | [diff] [blame] | 42 | return Vector::Zero(); |
Philipp Schrader | 29d54f2 | 2016-04-02 22:14:48 +0000 | [diff] [blame] | 43 | } |
| 44 | |
James Kuszmaul | d3f9eb2 | 2020-01-12 15:02:07 -0800 | [diff] [blame] | 45 | Vector average; |
| 46 | average.setZero(); |
| 47 | for (const Vector &data : data_) { |
Philipp Schrader | 29d54f2 | 2016-04-02 22:14:48 +0000 | [diff] [blame] | 48 | average += data; |
| 49 | } |
| 50 | return average / num_data_points_; |
| 51 | } |
| 52 | |
James Kuszmaul | d3f9eb2 | 2020-01-12 15:02:07 -0800 | [diff] [blame] | 53 | // Return the difference between the min and max values in the data buffer. |
| 54 | Scalar GetRange() const { |
| 55 | if (num_data_points_ == 0) { |
| 56 | return 0.0; |
| 57 | } |
| 58 | Vector min_value; |
| 59 | min_value.setConstant(std::numeric_limits<Scalar>::max()); |
| 60 | Vector max_value; |
| 61 | max_value.setConstant(std::numeric_limits<Scalar>::lowest()); |
| 62 | // The array will always fill up starting at zero, so we can iterate from |
| 63 | // zero safely. |
| 64 | for (size_t ii = 0; ii < num_data_points_; ++ii) { |
| 65 | const Vector &value = data_[ii]; |
| 66 | min_value = min_value.cwiseMin(value); |
| 67 | max_value = max_value.cwiseMax(value); |
| 68 | } |
| 69 | return (max_value - min_value).maxCoeff(); |
| 70 | } |
Philipp Schrader | 29d54f2 | 2016-04-02 22:14:48 +0000 | [diff] [blame] | 71 | |
James Kuszmaul | d3f9eb2 | 2020-01-12 15:02:07 -0800 | [diff] [blame] | 72 | void Reset() { |
| 73 | num_data_points_ = 0; |
| 74 | data_point_index_ = 0; |
| 75 | } |
| 76 | |
| 77 | // Returns true when we've gathered num_samples data points. |
| 78 | bool full() const { return num_data_points_ >= num_samples; }; |
| 79 | |
| 80 | size_t size() const { return num_samples; } |
Philipp Schrader | 29d54f2 | 2016-04-02 22:14:48 +0000 | [diff] [blame] | 81 | |
| 82 | private: |
| 83 | // Data points to be averaged. |
James Kuszmaul | d3f9eb2 | 2020-01-12 15:02:07 -0800 | [diff] [blame] | 84 | std::array<Vector, num_samples> data_; |
Philipp Schrader | 29d54f2 | 2016-04-02 22:14:48 +0000 | [diff] [blame] | 85 | // Which data point in "data_" will be filled in next. |
| 86 | size_t data_point_index_ = 0; |
| 87 | // Number of data points added via AddData(). |
| 88 | size_t num_data_points_ = 0; |
| 89 | }; |
| 90 | |
Stephan Pleines | d99b1ee | 2024-02-02 20:56:44 -0800 | [diff] [blame] | 91 | } // namespace frc971::zeroing |
Philipp Schrader | 29d54f2 | 2016-04-02 22:14:48 +0000 | [diff] [blame] | 92 | |
| 93 | #endif // FRC971_ZEROING_AVERAGER_H_ |