Mercurial > hg > svcore
diff base/MovingMedian.h @ 1573:f04038819c26 spectrogramparam
Introduce & make use of faster MovingMedian class (now with resize capability)
author | Chris Cannam |
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date | Thu, 08 Nov 2018 15:02:30 +0000 |
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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/base/MovingMedian.h Thu Nov 08 15:02:30 2018 +0000 @@ -0,0 +1,235 @@ +/* -*- c-basic-offset: 4 indent-tabs-mode: nil -*- vi:set ts=8 sts=4 sw=4: */ + +/* + Sonic Visualiser + An audio file viewer and annotation editor. + Centre for Digital Music, Queen Mary, University of London. + This file copyright 2007-2015 Particular Programs Ltd, + copyright 2018 Queen Mary University of London. + + This program is free software; you can redistribute it and/or + modify it under the terms of the GNU General Public License as + published by the Free Software Foundation; either version 2 of the + License, or (at your option) any later version. See the file + COPYING included with this distribution for more information. +*/ + +#ifndef SV_MOVING_MEDIAN_H +#define SV_MOVING_MEDIAN_H + +#include <bqvec/Allocators.h> +#include <bqvec/VectorOps.h> + +#include <algorithm> +#include <iostream> +#include <stdexcept> + +/** + * Obtain the median (or other percentile) of a moving window across a + * time series. Construct the MovingMedian object, then push() each + * new value in the time series and get() the median of the most + * recent window. The size of the window, and the percentile + * calculated, can both be changed after construction. + * + * Note that for even-sized windows, the "median" is taken to be the + * value at the start of the second half when sorted, e.g. for size 4, + * the element at index 2 (zero-based) in the sorted window. + * + * Not thread-safe. + */ +template <typename T> +class MovingMedian +{ +public: + MovingMedian(int size, double percentile = 50.f) : + m_size(size), + m_percentile(percentile) { + if (size < 1) throw std::logic_error("size must be >= 1"); + m_frame = breakfastquay::allocate_and_zero<T>(size); + m_sorted = breakfastquay::allocate_and_zero<T>(size); + calculateIndex(); + } + + ~MovingMedian() { + breakfastquay::deallocate(m_frame); + breakfastquay::deallocate(m_sorted); + } + + MovingMedian(const MovingMedian &) =delete; + MovingMedian &operator=(const MovingMedian &) =delete; + + void setPercentile(double p) { + m_percentile = p; + calculateIndex(); + } + + void push(T value) { + if (value != value) { + std::cerr << "WARNING: MovingMedian: NaN encountered" << std::endl; + value = T(); + } + drop(m_frame[0]); + breakfastquay::v_move(m_frame, m_frame+1, m_size-1); + m_frame[m_size-1] = value; + put(value); + } + + T get() const { + return m_sorted[m_index]; + } + + int size() const { + return m_size; + } + + void reset() { + breakfastquay::v_zero(m_frame, m_size); + breakfastquay::v_zero(m_sorted, m_size); + } + + void resize(int target) { + if (target == m_size) return; + int diff = std::abs(target - m_size); + if (target > m_size) { // grow + // we don't want to change the median, so fill spaces with it + T fillValue = get(); + m_frame = breakfastquay::reallocate(m_frame, m_size, target); + breakfastquay::v_move(m_frame + diff, m_frame, m_size); + breakfastquay::v_set(m_frame, fillValue, diff); + m_sorted = breakfastquay::reallocate(m_sorted, m_size, target); + for (int sz = m_size + 1; sz <= target; ++sz) { + put(m_sorted, sz, fillValue); + } + } else { // shrink + for (int i = 0; i < diff; ++i) { + drop(m_sorted, m_size - i, m_frame[i]); + } + m_sorted = breakfastquay::reallocate(m_sorted, m_size, target); + breakfastquay::v_move(m_frame, m_frame + diff, target); + m_frame = breakfastquay::reallocate(m_frame, m_size, target); + } + + m_size = target; + calculateIndex(); + } + + void checkIntegrity() const { + check(); + } + +private: + int m_size; + double m_percentile; + int m_index; + T *m_frame; + T *m_sorted; + + void calculateIndex() { + m_index = int((m_size * m_percentile) / 100.f); + if (m_index >= m_size) m_index = m_size-1; + if (m_index < 0) m_index = 0; + } + + void put(T value) { + put(m_sorted, m_size, value); + } + + static void put(T *const sorted, int size, T value) { + + // precondition: sorted points to size-1 sorted values, + // followed by an unused slot (i.e. only the first size-1 + // values of sorted are actually sorted) + // + // postcondition: sorted points to size sorted values + + T *ptr = std::lower_bound(sorted, sorted + size - 1, value); + breakfastquay::v_move(ptr + 1, ptr, int(sorted + size - ptr) - 1); + *ptr = value; + } + + void drop(T value) { + drop(m_sorted, m_size, value); + } + + static void drop(T *const sorted, int size, T value) { + + // precondition: sorted points to size sorted values, one of + // which is value + // + // postcondition: sorted points to size-1 sorted values, + // followed by a slot that has been reset to default value + // (i.e. only the first size-1 values of sorted are actually + // sorted) + + T *ptr = std::lower_bound(sorted, sorted + size, value); + if (*ptr != value) { + throw std::logic_error + ("MovingMedian::drop: value being dropped is not in array"); + } + breakfastquay::v_move(ptr, ptr + 1, int(sorted + size - ptr) - 1); + sorted[size-1] = T(); + } + + void check() const { + bool good = true; + for (int i = 1; i < m_size; ++i) { + if (m_sorted[i] < m_sorted[i-1]) { + std::cerr << "ERROR: MovingMedian::checkIntegrity: " + << "mis-ordered elements in sorted array starting " + << "at index " << i << std::endl; + good = false; + break; + } + } + for (int i = 0; i < m_size; ++i) { + bool found = false; + for (int j = 0; j < m_size; ++j) { + if (m_sorted[j] == m_frame[i]) { + found = true; + break; + } + } + if (!found) { + std::cerr << "ERROR: MovingMedian::checkIntegrity: " + << "element in frame at index " << i + << " not found in sorted array" << std::endl; + good = false; + break; + } + } + for (int i = 0; i < m_size; ++i) { + bool found = false; + for (int j = 0; j < m_size; ++j) { + if (m_sorted[i] == m_frame[j]) { + found = true; + break; + } + } + if (!found) { + std::cerr << "ERROR: MovingMedian::checkIntegrity: " + << "element in sorted array at index " << i + << " not found in source frame" << std::endl; + good = false; + break; + } + } + if (!good) { + std::cerr << "Frame contains:" << std::endl; + std::cerr << "[ "; + for (int j = 0; j < m_size; ++j) { + std::cerr << m_frame[j] << " "; + } + std::cerr << "]" << std::endl; + std::cerr << "Sorted array contains:" << std::endl; + std::cerr << "[ "; + for (int j = 0; j < m_size; ++j) { + std::cerr << m_sorted[j] << " "; + } + std::cerr << "]" << std::endl; + throw std::logic_error("MovingMedian failed integrity check"); + } + } +}; + +#endif +