You cannot select more than 25 topics
			Topics must start with a letter or number, can include dashes ('-') and can be up to 35 characters long.
		
		
		
		
		
			
		
			
	
	
		
			245 lines
		
	
	
		
			7.0 KiB
		
	
	
	
		
			C
		
	
		
		
			
		
	
	
			245 lines
		
	
	
		
			7.0 KiB
		
	
	
	
		
			C
		
	
| 
								 
											3 years ago
										 
									 | 
							
								/***********************************************************************
							 | 
						||
| 
								 | 
							
								 * Software License Agreement (BSD License)
							 | 
						||
| 
								 | 
							
								 *
							 | 
						||
| 
								 | 
							
								 * Copyright 2008-2009  Marius Muja (mariusm@cs.ubc.ca). All rights reserved.
							 | 
						||
| 
								 | 
							
								 * Copyright 2008-2009  David G. Lowe (lowe@cs.ubc.ca). All rights reserved.
							 | 
						||
| 
								 | 
							
								 *
							 | 
						||
| 
								 | 
							
								 * THE BSD LICENSE
							 | 
						||
| 
								 | 
							
								 *
							 | 
						||
| 
								 | 
							
								 * Redistribution and use in source and binary forms, with or without
							 | 
						||
| 
								 | 
							
								 * modification, are permitted provided that the following conditions
							 | 
						||
| 
								 | 
							
								 * are met:
							 | 
						||
| 
								 | 
							
								 *
							 | 
						||
| 
								 | 
							
								 * 1. Redistributions of source code must retain the above copyright
							 | 
						||
| 
								 | 
							
								 *    notice, this list of conditions and the following disclaimer.
							 | 
						||
| 
								 | 
							
								 * 2. Redistributions in binary form must reproduce the above copyright
							 | 
						||
| 
								 | 
							
								 *    notice, this list of conditions and the following disclaimer in the
							 | 
						||
| 
								 | 
							
								 *    documentation and/or other materials provided with the distribution.
							 | 
						||
| 
								 | 
							
								 *
							 | 
						||
| 
								 | 
							
								 * THIS SOFTWARE IS PROVIDED BY THE AUTHOR ``AS IS'' AND ANY EXPRESS OR
							 | 
						||
| 
								 | 
							
								 * IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES
							 | 
						||
| 
								 | 
							
								 * OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE DISCLAIMED.
							 | 
						||
| 
								 | 
							
								 * IN NO EVENT SHALL THE AUTHOR BE LIABLE FOR ANY DIRECT, INDIRECT,
							 | 
						||
| 
								 | 
							
								 * INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT
							 | 
						||
| 
								 | 
							
								 * NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE,
							 | 
						||
| 
								 | 
							
								 * DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY
							 | 
						||
| 
								 | 
							
								 * THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT
							 | 
						||
| 
								 | 
							
								 * (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF
							 | 
						||
| 
								 | 
							
								 * THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
							 | 
						||
| 
								 | 
							
								 *************************************************************************/
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								#ifndef OPENCV_FLANN_HEAP_H_
							 | 
						||
| 
								 | 
							
								#define OPENCV_FLANN_HEAP_H_
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								//! @cond IGNORED
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								#include <algorithm>
							 | 
						||
| 
								 | 
							
								#include <vector>
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								#include <unordered_map>
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								namespace cvflann
							 | 
						||
| 
								 | 
							
								{
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								// TODO: Define x > y operator and use std::greater<T> instead
							 | 
						||
| 
								 | 
							
								template <typename T>
							 | 
						||
| 
								 | 
							
								struct greater
							 | 
						||
| 
								 | 
							
								{
							 | 
						||
| 
								 | 
							
								    bool operator()(const T& x, const T& y) const
							 | 
						||
| 
								 | 
							
								    {
							 | 
						||
| 
								 | 
							
								        return y < x;
							 | 
						||
| 
								 | 
							
								    }
							 | 
						||
| 
								 | 
							
								};
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								/**
							 | 
						||
| 
								 | 
							
								 * Priority Queue Implementation
							 | 
						||
| 
								 | 
							
								 *
							 | 
						||
| 
								 | 
							
								 * The priority queue is implemented with a heap.  A heap is a complete
							 | 
						||
| 
								 | 
							
								 * (full) binary tree in which each parent is less than both of its
							 | 
						||
| 
								 | 
							
								 * children, but the order of the children is unspecified.
							 | 
						||
| 
								 | 
							
								 */
							 | 
						||
| 
								 | 
							
								template <typename T>
							 | 
						||
| 
								 | 
							
								class Heap
							 | 
						||
| 
								 | 
							
								{
							 | 
						||
| 
								 | 
							
								    /**
							 | 
						||
| 
								 | 
							
								     * Storage array for the heap.
							 | 
						||
| 
								 | 
							
								     * Type T must be comparable.
							 | 
						||
| 
								 | 
							
								     */
							 | 
						||
| 
								 | 
							
								    std::vector<T> heap;
							 | 
						||
| 
								 | 
							
								public:
							 | 
						||
| 
								 | 
							
								    /**
							 | 
						||
| 
								 | 
							
								     * \brief Constructs a heap with a pre-allocated capacity
							 | 
						||
| 
								 | 
							
								     *
							 | 
						||
| 
								 | 
							
								     * \param capacity heap maximum capacity
							 | 
						||
| 
								 | 
							
								     */
							 | 
						||
| 
								 | 
							
								    Heap(const int capacity)
							 | 
						||
| 
								 | 
							
								    {
							 | 
						||
| 
								 | 
							
								        reserve(capacity);
							 | 
						||
| 
								 | 
							
								    }
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								    /**
							 | 
						||
| 
								 | 
							
								     * \brief Move-constructs a heap from an external vector
							 | 
						||
| 
								 | 
							
								     *
							 | 
						||
| 
								 | 
							
								     * \param vec external vector
							 | 
						||
| 
								 | 
							
								     */
							 | 
						||
| 
								 | 
							
								    Heap(std::vector<T>&& vec)
							 | 
						||
| 
								 | 
							
								        : heap(std::move(vec))
							 | 
						||
| 
								 | 
							
								    {
							 | 
						||
| 
								 | 
							
								        std::make_heap(heap.begin(), heap.end(), greater<T>());
							 | 
						||
| 
								 | 
							
								    }
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								    /**
							 | 
						||
| 
								 | 
							
								     *
							 | 
						||
| 
								 | 
							
								     * \returns heap size
							 | 
						||
| 
								 | 
							
								     */
							 | 
						||
| 
								 | 
							
								    int size() const
							 | 
						||
| 
								 | 
							
								    {
							 | 
						||
| 
								 | 
							
								        return (int)heap.size();
							 | 
						||
| 
								 | 
							
								    }
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								    /**
							 | 
						||
| 
								 | 
							
								     *
							 | 
						||
| 
								 | 
							
								     * \returns heap capacity
							 | 
						||
| 
								 | 
							
								     */
							 | 
						||
| 
								 | 
							
								    int capacity() const
							 | 
						||
| 
								 | 
							
								    {
							 | 
						||
| 
								 | 
							
								        return (int)heap.capacity();
							 | 
						||
| 
								 | 
							
								    }
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								    /**
							 | 
						||
| 
								 | 
							
								     * \brief Tests if the heap is empty
							 | 
						||
| 
								 | 
							
								     *
							 | 
						||
| 
								 | 
							
								     * \returns true is heap empty, false otherwise
							 | 
						||
| 
								 | 
							
								     */
							 | 
						||
| 
								 | 
							
								    bool empty()
							 | 
						||
| 
								 | 
							
								    {
							 | 
						||
| 
								 | 
							
								        return heap.empty();
							 | 
						||
| 
								 | 
							
								    }
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								    /**
							 | 
						||
| 
								 | 
							
								     * \brief Clears the heap.
							 | 
						||
| 
								 | 
							
								     */
							 | 
						||
| 
								 | 
							
								    void clear()
							 | 
						||
| 
								 | 
							
								    {
							 | 
						||
| 
								 | 
							
								        heap.clear();
							 | 
						||
| 
								 | 
							
								    }
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								    /**
							 | 
						||
| 
								 | 
							
								     * \brief Sets the heap maximum capacity.
							 | 
						||
| 
								 | 
							
								     *
							 | 
						||
| 
								 | 
							
								     * \param capacity heap maximum capacity
							 | 
						||
| 
								 | 
							
								     */
							 | 
						||
| 
								 | 
							
								    void reserve(const int capacity)
							 | 
						||
| 
								 | 
							
								    {
							 | 
						||
| 
								 | 
							
								        heap.reserve(capacity);
							 | 
						||
| 
								 | 
							
								    }
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								    /**
							 | 
						||
| 
								 | 
							
								     * \brief Inserts a new element in the heap.
							 | 
						||
| 
								 | 
							
								     *
							 | 
						||
| 
								 | 
							
								     * We select the next empty leaf node, and then keep moving any larger
							 | 
						||
| 
								 | 
							
								     * parents down until the right location is found to store this element.
							 | 
						||
| 
								 | 
							
								     *
							 | 
						||
| 
								 | 
							
								     * \param value the new element to be inserted in the heap
							 | 
						||
| 
								 | 
							
								     */
							 | 
						||
| 
								 | 
							
								    void insert(T value)
							 | 
						||
| 
								 | 
							
								    {
							 | 
						||
| 
								 | 
							
								        /* If heap is full, then return without adding this element. */
							 | 
						||
| 
								 | 
							
								        if (size() == capacity()) {
							 | 
						||
| 
								 | 
							
								            return;
							 | 
						||
| 
								 | 
							
								        }
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								        heap.push_back(value);
							 | 
						||
| 
								 | 
							
								        std::push_heap(heap.begin(), heap.end(), greater<T>());
							 | 
						||
| 
								 | 
							
								    }
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								    /**
							 | 
						||
| 
								 | 
							
								     * \brief Returns the node of minimum value from the heap (top of the heap).
							 | 
						||
| 
								 | 
							
								     *
							 | 
						||
| 
								 | 
							
								     * \param[out] value parameter used to return the min element
							 | 
						||
| 
								 | 
							
								     * \returns false if heap empty
							 | 
						||
| 
								 | 
							
								     */
							 | 
						||
| 
								 | 
							
								    bool popMin(T& value)
							 | 
						||
| 
								 | 
							
								    {
							 | 
						||
| 
								 | 
							
								        if (empty()) {
							 | 
						||
| 
								 | 
							
								            return false;
							 | 
						||
| 
								 | 
							
								        }
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								        value = heap[0];
							 | 
						||
| 
								 | 
							
								        std::pop_heap(heap.begin(), heap.end(), greater<T>());
							 | 
						||
| 
								 | 
							
								        heap.pop_back();
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								        return true;  /* Return old last node. */
							 | 
						||
| 
								 | 
							
								    }
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								    /**
							 | 
						||
| 
								 | 
							
								     * \brief Returns a shared heap for the given memory pool ID.
							 | 
						||
| 
								 | 
							
								     *
							 | 
						||
| 
								 | 
							
								     * It constructs the heap if it does not already exists.
							 | 
						||
| 
								 | 
							
								     *
							 | 
						||
| 
								 | 
							
								     * \param poolId a user-chosen hashable ID for identifying the heap.
							 | 
						||
| 
								 | 
							
								     *     For thread-safe operations, using current thread ID is a good choice.
							 | 
						||
| 
								 | 
							
								     * \param capacity heap maximum capacity
							 | 
						||
| 
								 | 
							
								     * \param iterThreshold remove heaps that were not reused for more than specified iterations count
							 | 
						||
| 
								 | 
							
								     *        if iterThreshold value is less 2, it will be internally adjusted to twice the number of CPU threads
							 | 
						||
| 
								 | 
							
								     * \returns pointer to the heap
							 | 
						||
| 
								 | 
							
								     */
							 | 
						||
| 
								 | 
							
								    template <typename HashableT>
							 | 
						||
| 
								 | 
							
								    static cv::Ptr<Heap<T>> getPooledInstance(
							 | 
						||
| 
								 | 
							
								        const HashableT& poolId, const int capacity, int iterThreshold = 0)
							 | 
						||
| 
								 | 
							
								    {
							 | 
						||
| 
								 | 
							
								        static cv::Mutex mutex;
							 | 
						||
| 
								 | 
							
								        const cv::AutoLock lock(mutex);
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								        struct HeapMapValueType {
							 | 
						||
| 
								 | 
							
								            cv::Ptr<Heap<T>> heapPtr;
							 | 
						||
| 
								 | 
							
								            int iterCounter;
							 | 
						||
| 
								 | 
							
								        };
							 | 
						||
| 
								 | 
							
								        typedef std::unordered_map<HashableT, HeapMapValueType> HeapMapType;
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								        static HeapMapType heapsPool;
							 | 
						||
| 
								 | 
							
								        typename HeapMapType::iterator heapIt = heapsPool.find(poolId);
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								        if (heapIt == heapsPool.end())
							 | 
						||
| 
								 | 
							
								        {
							 | 
						||
| 
								 | 
							
								            // Construct the heap as it does not already exists
							 | 
						||
| 
								 | 
							
								            HeapMapValueType heapAndTimePair = {cv::makePtr<Heap<T>>(capacity), 0};
							 | 
						||
| 
								 | 
							
								            const std::pair<typename HeapMapType::iterator, bool>& emplaceResult = heapsPool.emplace(poolId, std::move(heapAndTimePair));
							 | 
						||
| 
								 | 
							
								            CV_CheckEQ(static_cast<int>(emplaceResult.second), 1, "Failed to insert the heap into its memory pool");
							 | 
						||
| 
								 | 
							
								            heapIt = emplaceResult.first;
							 | 
						||
| 
								 | 
							
								        }
							 | 
						||
| 
								 | 
							
								        else
							 | 
						||
| 
								 | 
							
								        {
							 | 
						||
| 
								 | 
							
								            CV_CheckEQ(heapIt->second.heapPtr.use_count(), 1, "Cannot modify a heap that is currently accessed by another caller");
							 | 
						||
| 
								 | 
							
								            heapIt->second.heapPtr->clear();
							 | 
						||
| 
								 | 
							
								            heapIt->second.heapPtr->reserve(capacity);
							 | 
						||
| 
								 | 
							
								            heapIt->second.iterCounter = 0;
							 | 
						||
| 
								 | 
							
								        }
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								        if (iterThreshold <= 1) {
							 | 
						||
| 
								 | 
							
								            iterThreshold = 2 * cv::getNumThreads();
							 | 
						||
| 
								 | 
							
								        }
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								        // Remove heaps that were not reused for more than given iterThreshold
							 | 
						||
| 
								 | 
							
								        typename HeapMapType::iterator cleanupIt = heapsPool.begin();
							 | 
						||
| 
								 | 
							
								        while (cleanupIt != heapsPool.end())
							 | 
						||
| 
								 | 
							
								        {
							 | 
						||
| 
								 | 
							
								            if (cleanupIt->second.iterCounter++ > iterThreshold)
							 | 
						||
| 
								 | 
							
								            {
							 | 
						||
| 
								 | 
							
								                CV_Assert(cleanupIt != heapIt);
							 | 
						||
| 
								 | 
							
								                cleanupIt = heapsPool.erase(cleanupIt);
							 | 
						||
| 
								 | 
							
								                continue;
							 | 
						||
| 
								 | 
							
								            }
							 | 
						||
| 
								 | 
							
								            ++cleanupIt;
							 | 
						||
| 
								 | 
							
								        }
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								        return heapIt->second.heapPtr;
							 | 
						||
| 
								 | 
							
								    }
							 | 
						||
| 
								 | 
							
								};
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								}
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								//! @endcond
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								#endif //OPENCV_FLANN_HEAP_H_
							 |