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binaryTree.cpp
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376 lines (328 loc) · 12.9 KB
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//
// Created by wang mengbo on 2019-09-02.
//
#include "binaryTree.h"
namespace SuperTAD::binary
{
Tree::Tree()
{
_root = NULL;
// reserve 1000 pointers of nodes
_nodeList.reserve(1000);
}
Tree::~Tree()
{
for (auto & i : _nodeList) {
delete i;
}
delete _root;
}
void Tree::setData(Data &d)
{
_data = &d;
}
void Tree::add(int start, int end, int k)
{
if (_VERBOSE_)
fprintf(stderr, "binary::Tree::add() is deprecated and going to be removed. Please use insert instead.\n");
TreeNode *treeNode = new TreeNode(start, end, *_data);
// add leaf nodes (only 1 bin)
if (k == 0) {
if (SuperTAD::_DEBUG_)
printf("leaf node: (%d, %d)\n", start, end);
TreeNode *treeExistNode = _t.top();
if (treeExistNode->_left == NULL) {
treeExistNode->_left = treeNode;
treeNode->_parent = treeExistNode;
}
else {
treeExistNode->_right = treeNode;
treeNode->_parent = treeExistNode;
_t.pop();
}
} else { // add regular nodes
if (_root == NULL) {
_root = treeNode;
_t.push(_root);
_root->setIdx(_nodeList.size());
// _nodeList.emplace_back(_root);
}
else {
TreeNode *treeExistNode = _t.top();
if (treeExistNode->_left == NULL) {
treeExistNode->_left = treeNode;
treeNode->_parent = treeExistNode;
_t.push(treeExistNode->_left);
}
else {
treeExistNode->_right = treeNode;
treeNode->_parent = treeExistNode;
_t.pop();
_t.push(treeExistNode->_right);
}
}
}
if (treeNode != _root) {
treeNode->setIdx(_nodeList.size());
// treeNode->setVol(*_data);
_nodeList.emplace_back(treeNode);
}
}
void Tree::insert(TreeNode *newNode, TreeNode *parentNode)
{
if (parentNode->_left == NULL) {
parentNode->_left = newNode;
newNode->_parent = parentNode;
newNode->setIdx(_nodeList.size());
newNode->setVol(*_data);
_nodeList.emplace_back(newNode);
}
else if (newNode->_val[1] <= parentNode->_left->_val[1]) {
insert(newNode, parentNode->_left);
}
else if (parentNode->_right == NULL) {
parentNode->_right = newNode;
newNode->_parent = parentNode;
newNode->setIdx(_nodeList.size());
_nodeList.emplace_back(newNode);
}
else {
insert(newNode, parentNode->_right);
}
}
BasePruner::BasePruner(Tree &tree)
{
_data = tree._data;
_tree = &tree;
_mu = _tree->_nodeList.size();
_prunedTree.setData(*_data);
}
BasePruner::~BasePruner()
{
_data = nullptr;
_tree = nullptr;
}
Pruner1::Pruner1(Tree &tree, int k) : BasePruner(tree)
{
_K = k;
_minHtable = new double *[_K];
_minIdxTable = new int *[_K];
for (int i = 0; i < _K; i++) {
_minHtable[i] = new double[_mu]{};
std::fill(&_minHtable[i][0], &_minHtable[i][_mu], std::numeric_limits<double>::infinity());
_minIdxTable[i] = new int[_mu]{};
std::fill(&_minIdxTable[i][0], &_minIdxTable[i][_mu], -1);
}
}
Pruner1::~Pruner1()
{
for (int i = 0; i < _K; i++) {
delete[] _minHtable[i];
delete[] _minIdxTable[i];
}
delete[] _minHtable;
delete[] _minIdxTable;
}
void Pruner1::execute()
{
// printf("before: minIdxtable:\n");
// utils::print2Darray(_minIdxTable, _K, _Mu);
getH(*_tree->_root, _K);
// printf("minHtable:\n");
// utils::print2Darray(_minHtable, _K, _Mu);
// printf("minIdxtable:\n");
// utils::print2Darray(_minIdxTable, _K, _Mu);
backTrace(*_tree->_root, _K);
}
double Pruner1::getH(TreeNode &node, int k)
{
if (k == 1) {
double tmp = _data->getSE(node._val[0], node._val[1], _tree->_root->_val[0], _tree->_root->_val[1]);
// if leaf node is bin
if (node._left == NULL || node._right == NULL) {
// no extra op
} else { // if leaf node is bin (NOT node contains bin(s))
tmp += (_data->getVol(node._val[0], node._val[1]) * _data->_logVolTable[node._val[0]][node._val[1] - node._val[0]]) / _data->_doubleEdgeSum;
if (node._val[0] == 0)
tmp -= _data->_sumOfGtimesLogG[node._val[1]] / _data->_doubleEdgeSum;
else
tmp -= (_data->_sumOfGtimesLogG[node._val[1]] - _data->_sumOfGtimesLogG[node._val[0] - 1]) / _data->_doubleEdgeSum;
// std::cout << "k=" << k << ", current node chosen:" << no de << ", se=" << tmp << "\n";
_minHtable[k-1][node._idx] = tmp;
}
return tmp;
} else {
if (node._left == NULL || node._right == NULL) {
// std::cout << "k=" << k << ", but current node is leaf node:" << node << "\n";
return std::numeric_limits<double>::infinity();
} else {
double minH = std::numeric_limits<double>::infinity();
int minK1 = -1;
for (int k1 = 1; k1 < k; k1++) {
double tmp = getH(*node._left, k1) + getH(*node._right, k - k1);
// if (k==10) {
// std::cout << "split node: " << node << " into " << k1 << " and " << k-k1 << "\nse=" << tmp << "\n";
// }
if (tmp < minH) {
minH = tmp;
minK1 = k1;
}
}
if (minH < std::numeric_limits<double>::infinity()) {
// if (k==10) {
// std::cout << "k=" << k << ", current node:" << node << "\n";
// printf("minH=%f, minK1=%d\n", minH, minK1);
// }
_minHtable[k - 1][node._idx] = minH;
_minIdxTable[k - 1][node._idx] = minK1;
return minH;
} else {
// std::cout << "k=" << k << ", current node cannot be splited into " << k << " nodes:" << node << "\n";
return std::numeric_limits<double>::infinity();
}
}
}
}
void Pruner1::backTrace(TreeNode &node, int k)
{
// std::cout << "root: " << *(_tree->_root) << "\n";
// _prunedTree.add(_tree->_root->_val[0], _tree->_root->_val[1]);
if (k == 1) {
// std::cout << "selected node:" << node << "\n";
_prunedTree.add(node._val[0], node._val[1]);
return;
}
int k1 = _minIdxTable[k - 1][node._idx];
// printf("k=%d, k1=%d, k-k1=%d\n", k, k1, k-k1);
if (node._left)
backTrace(*node._left, k1);
if (node._right)
backTrace(*node._right, k - k1);
}
Pruner2::Pruner2(Tree &tree) : BasePruner(tree)
{
_minHtable = new double *[_N_];
_minIdxTable = new int *[_N_];
for (int i = 0; i < _N_; i++) {
_minHtable[i] = new double[_mu]{};
std::fill(&_minHtable[i][0], &_minHtable[i][_mu], std::numeric_limits<double>::infinity());
_minIdxTable[i] = new int[_mu]{};
std::fill(&_minIdxTable[i][0], &_minIdxTable[i][_mu], -1);
}
// init();
}
Pruner2::~Pruner2()
{
for (int i = 0; i < _N_; i++) {
delete[] _minHtable[i];
delete[] _minIdxTable[i];
}
delete[] _minHtable;
delete[] _minIdxTable;
}
// void Pruner2::init()
// {
// for (int i = 0; i < _N_; i++) {
// std::fill(&_minHtable[i][0], &_minHtable[i][_mu], std::numeric_limits<double>::infinity());
// std::fill(&_minIdxTable[i][0], &_minIdxTable[i][_mu], -1);
// }
// }
void Pruner2::execute()
{
double minSE = std::numeric_limits<double>::infinity();
int minIdx;
// aggressive prune mode
if (_TURBO_PRUNE_) {
// std::clock_t tTmp = std::clock();
for (int k = 1; k <= _N_; k++) {
getH(*_tree->_root, k);
double tmpMinSE = _minHtable[k - 1][_tree->_root->_idx];
printf("========\nk=%d, minSE=%f\n", k, tmpMinSE);
if (minSE > tmpMinSE) {
printf("update min SE\n");
minSE = tmpMinSE;
minIdx = k;
} else {
printf("met potential inflection\n");
break;
}
}
// printf("getH for %d consumes %fs\n", _N_, (float)(std::clock() - tTmp)/CLOCKS_PER_SEC);
} else { // general prune mode
std::clock_t tTmp = std::clock();
for (int k=_N_; k>0; k--) {
getH(*_tree->_root, k);
double tmpMinSE = _minHtable[k - 1][_tree->_root->_idx];
printf("========\nk=%d, minSE=%f\n", k, tmpMinSE);
if (minSE >= tmpMinSE) {
printf("update min SE\n");
minSE = tmpMinSE;
minIdx = k;
}
}
// printf("getH for %d consumes %fs\n", _N_, (float)(std::clock() - tTmp)/CLOCKS_PER_SEC);
}
_optimalK = minIdx;
_optimalSE = minSE;
printf("optimal k is %d with minial se %f\n", _optimalK, _optimalSE);
backTrace(*_tree->_root, _optimalK);
}
double Pruner2::getH(TreeNode &node, int k)
{
// printf("getH(node=%d, k=%d)\n", node._idx, k);
if (_minHtable[k-1][node._idx] != std::numeric_limits<double>::infinity()) {
// printf("already obtained optimal H for node=%d and k=%d;optimal H=%f, k1=%d\n", node._idx, k, _minHtable[0][node._idx], _minIdxTable[k-1][node._idx]);
return _minHtable[k-1][node._idx];
} else {
if (k == 1) {
double tmp = node.getSEasLeaf(*(_tree->_data), *(_tree->_root));
_minHtable[0][node._idx] = tmp;
// std::cout << "for node: " << node;
// printf(", getH(k=1, id=%d)=%f\n", node._idx, tmp);
return tmp;
} else {
if (node._left == NULL || node._right == NULL) {
// printf("getH(node=%d, k=%d): no child exists\n", node._idx, k);
// std::cout << node << "\n";
return std::numeric_limits<double>::infinity();
} else if (node._val[1]-node._val[0]+1<k) {
// printf("getH(node=%d, k=%d): k>#bins\n", node._idx, k);
// std::cout << node << "\n";
return std::numeric_limits<double>::infinity();
}
else {
double minH = std::numeric_limits<double>::infinity();
int minK1;
for (int k1 = 1; k1 < k; k1++) {
double tmp = getH(*node._left, k1) + getH(*node._right, k - k1);
if (tmp < minH) {
minH = tmp;
minK1 = k1;
}
}
if (minH < std::numeric_limits<double>::infinity()) {
_minHtable[k - 1][node._idx] = minH;
_minIdxTable[k - 1][node._idx] = minK1;
// printf("getH(k=%d, id=%d)=%f, k1=%d\n", k - 1, node._idx, minH, minK1);
}
return minH;
}
}
}
}
void Pruner2::backTrace(TreeNode &node, int k)
{
if (k == 1) {
// std::cout << "selected node:" << node << "\n";
multi::TreeNode *tn = _prunedTree.add(node._val[0], node._val[1]);
// std::cout << "inserted node:" << *tn << "\n\n";
return;
}
int k1 = _minIdxTable[k - 1][node._idx];
// printf("k=%d, k1=%d, k-k1=%d\n", k, k1, k-k1);
if (node._left)
backTrace(*node._left, k1);
if (node._right)
backTrace(*node._right, k-k1);
}
}