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emtf::Tree Class Reference

#include <Tree.h>

Public Member Functions

void addXMLAttributes (TXMLEngine *xml, Node *node, XMLNodePointer_t np)
 
void buildTree (int nodeLimit)
 
void calcError ()
 
NodefilterEvent (Event *e)
 
NodefilterEventRecursive (Node *node, Event *e)
 
void filterEvents (std::vector< Event * > &tEvents)
 
void filterEventsRecursive (Node *node)
 
double getBoostWeight (void) const
 
int getNumTerminalNodes ()
 
NodegetRootNode ()
 
void getSplitValues (std::vector< std::vector< double >> &v)
 
void getSplitValuesRecursive (Node *node, std::vector< std::vector< double >> &v)
 
std::list< Node * > & getTerminalNodes ()
 
void loadFromCondPayload (const L1TMuonEndCapForest::DTree &tree)
 
void loadFromCondPayloadRecursive (const L1TMuonEndCapForest::DTree &tree, const L1TMuonEndCapForest::DTreeNode &node, Node *tnode)
 
void loadFromXML (const char *filename)
 
void loadFromXMLRecursive (TXMLEngine *xml, XMLNodePointer_t node, Node *tnode)
 
Treeoperator= (const Tree &tree)
 
void rankVariables (std::vector< double > &v)
 
void rankVariablesRecursive (Node *node, std::vector< double > &v)
 
void saveToXML (const char *filename)
 
void saveToXMLRecursive (TXMLEngine *xml, Node *node, XMLNodePointer_t np)
 
void setBoostWeight (double wgt)
 
void setRootNode (Node *sRootNode)
 
void setTerminalNodes (std::list< Node * > &sTNodes)
 
 Tree ()
 
 Tree (const Tree &tree)
 
 Tree (std::vector< std::vector< Event * >> &cEvents)
 
 Tree (Tree &&tree)
 
 ~Tree ()
 

Private Member Functions

NodecopyFrom (const Node *local_root)
 
void findLeafs (Node *local_root, std::list< Node * > &tn)
 

Private Attributes

double boostWeight
 
int numTerminalNodes
 
double rmsError
 
NoderootNode
 
std::list< Node * > terminalNodes
 
unsigned xmlVersion
 

Detailed Description

Definition at line 15 of file Tree.h.

Constructor & Destructor Documentation

◆ Tree() [1/4]

Tree::Tree ( )

Definition at line 30 of file Tree.cc.

30  {
31  rootNode = new Node("root");
32 
33  terminalNodes.push_back(rootNode);
34  numTerminalNodes = 1;
35  boostWeight = 0;
36  xmlVersion = 2017;
37 }

References boostWeight, numTerminalNodes, rootNode, terminalNodes, and xmlVersion.

◆ Tree() [2/4]

Tree::Tree ( std::vector< std::vector< Event * >> &  cEvents)

Definition at line 39 of file Tree.cc.

39  {
40  rootNode = new Node("root");
41  rootNode->setEvents(cEvents);
42 
43  terminalNodes.push_back(rootNode);
44  numTerminalNodes = 1;
45  boostWeight = 0;
46  xmlVersion = 2017;
47 }

References boostWeight, numTerminalNodes, rootNode, emtf::Node::setEvents(), terminalNodes, and xmlVersion.

◆ ~Tree()

Tree::~Tree ( )

Definition at line 52 of file Tree.cc.

52  {
53  // When the tree is destroyed it will delete all of the nodes in the tree.
54  // The deletion begins with the rootnode and continues recursively.
55  if (rootNode)
56  delete rootNode;
57 }

References rootNode.

◆ Tree() [3/4]

Tree::Tree ( const Tree tree)

if( numTerminalNodes != terminalNodes.size() ) throw std::runtime_error();

Definition at line 59 of file Tree.cc.

59  {
60  // unfortunately, authors of these classes didn't use const qualifiers
61  rootNode = copyFrom(const_cast<Tree&>(tree).getRootNode());
62  numTerminalNodes = tree.numTerminalNodes;
63  rmsError = tree.rmsError;
64  boostWeight = tree.boostWeight;
65  xmlVersion = tree.xmlVersion;
66 
67  terminalNodes.resize(0);
68  // find new leafs
70 
72 }

References boostWeight, copyFrom(), findLeafs(), getRootNode(), numTerminalNodes, rmsError, rootNode, terminalNodes, and xmlVersion.

◆ Tree() [4/4]

Tree::Tree ( Tree &&  tree)

Definition at line 138 of file Tree.cc.

138  {
139  if (rootNode)
140  delete rootNode; // this line is the only reason not to use default move constructor
141  rootNode = tree.rootNode;
142  terminalNodes = std::move(tree.terminalNodes);
143  numTerminalNodes = tree.numTerminalNodes;
144  rmsError = tree.rmsError;
145  boostWeight = tree.boostWeight;
146  xmlVersion = tree.xmlVersion;
147 }

References boostWeight, eostools::move(), numTerminalNodes, rmsError, rootNode, terminalNodes, and xmlVersion.

Member Function Documentation

◆ addXMLAttributes()

void Tree::addXMLAttributes ( TXMLEngine *  xml,
Node node,
XMLNodePointer_t  np 
)

Definition at line 381 of file Tree.cc.

381  {
382  // Convert Node members into XML attributes
383  // and add them to the XMLEngine.
384  xml->NewAttr(np, nullptr, "splitVar", numToStr(node->getSplitVariable()).c_str());
385  xml->NewAttr(np, nullptr, "splitVal", numToStr(node->getSplitValue()).c_str());
386  xml->NewAttr(np, nullptr, "fitVal", numToStr(node->getFitValue()).c_str());
387 }

References emtf::Node::getFitValue(), emtf::Node::getSplitValue(), emtf::Node::getSplitVariable(), np, and emtf::numToStr().

Referenced by saveToXML(), and saveToXMLRecursive().

◆ buildTree()

void Tree::buildTree ( int  nodeLimit)

Definition at line 185 of file Tree.cc.

185  {
186  // We greedily pick the best terminal node to split.
187  double bestNodeErrorReduction = -1;
188  Node* nodeToSplit = nullptr;
189 
190  if (numTerminalNodes == 1) {
192  calcError();
193  // std::cout << std::endl << " " << numTerminalNodes << " Nodes : " << rmsError << std::endl;
194  }
195 
196  for (std::list<Node*>::iterator it = terminalNodes.begin(); it != terminalNodes.end(); it++) {
197  if ((*it)->getErrorReduction() > bestNodeErrorReduction) {
198  bestNodeErrorReduction = (*it)->getErrorReduction();
199  nodeToSplit = (*it);
200  }
201  }
202 
203  //std::cout << "nodeToSplit size = " << nodeToSplit->getNumEvents() << std::endl;
204 
205  // If all of the nodes have one event we can't add any more nodes and reduce the error.
206  if (nodeToSplit == nullptr)
207  return;
208 
209  // Create daughter nodes, and link the nodes together appropriately.
210  nodeToSplit->theMiracleOfChildBirth();
211 
212  // Get left and right daughters for reference.
213  Node* left = nodeToSplit->getLeftDaughter();
214  Node* right = nodeToSplit->getRightDaughter();
215 
216  // Update the list of terminal nodes.
217  terminalNodes.remove(nodeToSplit);
218  terminalNodes.push_back(left);
219  terminalNodes.push_back(right);
221 
222  // Filter the events from the parent into the daughters.
223  nodeToSplit->filterEventsToDaughters();
224 
225  // Calculate the best splits for the new nodes.
226  left->calcOptimumSplit();
227  right->calcOptimumSplit();
228 
229  // See if the error reduces as we add more nodes.
230  calcError();
231 
232  if (numTerminalNodes % 1 == 0) {
233  // std::cout << " " << numTerminalNodes << " Nodes : " << rmsError << std::endl;
234  }
235 
236  // Repeat until done.
237  if (numTerminalNodes < nodeLimit)
238  buildTree(nodeLimit);
239 }

References calcError(), emtf::Node::calcOptimumSplit(), emtf::Node::filterEventsToDaughters(), emtf::Node::getLeftDaughter(), emtf::Node::getRightDaughter(), numTerminalNodes, rootNode, terminalNodes, and emtf::Node::theMiracleOfChildBirth().

◆ calcError()

void Tree::calcError ( )

Definition at line 171 of file Tree.cc.

171  {
172  // Loop through the separate predictive regions (terminal nodes) and
173  // add up the errors to get the error of the entire space.
174 
175  double totalSquaredError = 0;
176 
177  for (std::list<Node*>::iterator it = terminalNodes.begin(); it != terminalNodes.end(); it++) {
178  totalSquaredError += (*it)->getTotalError();
179  }
180  rmsError = sqrt(totalSquaredError / rootNode->getNumEvents());
181 }

References emtf::Node::getNumEvents(), rmsError, rootNode, mathSSE::sqrt(), and terminalNodes.

Referenced by buildTree().

◆ copyFrom()

Node * Tree::copyFrom ( const Node local_root)
private

Definition at line 93 of file Tree.cc.

93  {
94  // end-case
95  if (!local_root)
96  return nullptr;
97 
98  Node* lr = const_cast<Node*>(local_root);
99 
100  // recursion
101  Node* left_new_child = copyFrom(lr->getLeftDaughter());
102  Node* right_new_child = copyFrom(lr->getRightDaughter());
103 
104  // performing main work at this level
105  Node* new_local_root = new Node(lr->getName());
106  if (left_new_child)
107  left_new_child->setParent(new_local_root);
108  if (right_new_child)
109  right_new_child->setParent(new_local_root);
110  new_local_root->setLeftDaughter(left_new_child);
111  new_local_root->setRightDaughter(right_new_child);
112  new_local_root->setErrorReduction(lr->getErrorReduction());
113  new_local_root->setSplitValue(lr->getSplitValue());
114  new_local_root->setSplitVariable(lr->getSplitVariable());
115  new_local_root->setFitValue(lr->getFitValue());
116  new_local_root->setTotalError(lr->getTotalError());
117  new_local_root->setAvgError(lr->getAvgError());
118  new_local_root->setNumEvents(lr->getNumEvents());
119  // new_local_root->setEvents( lr->getEvents() ); // no ownership assumed for the events anyways
120 
121  return new_local_root;
122 }

References emtf::Node::getAvgError(), emtf::Node::getErrorReduction(), emtf::Node::getFitValue(), emtf::Node::getLeftDaughter(), emtf::Node::getName(), emtf::Node::getNumEvents(), emtf::Node::getRightDaughter(), emtf::Node::getSplitValue(), emtf::Node::getSplitVariable(), emtf::Node::getTotalError(), and emtf::Node::setParent().

Referenced by operator=(), and Tree().

◆ filterEvent()

Node * Tree::filterEvent ( Event e)

Definition at line 276 of file Tree.cc.

276  {
277  // Use trees which have already been built to fit a bunch of events
278  // given by the tEvents vector.
279 
280  // Filter the event into a predictive region (terminal node).
282  return node;
283 }

References MillePedeFileConverter_cfg::e, filterEventRecursive(), and rootNode.

◆ filterEventRecursive()

Node * Tree::filterEventRecursive ( Node node,
Event e 
)

Definition at line 287 of file Tree.cc.

287  {
288  // Filter the event repeatedly into the daughter nodes until it
289  // falls into a terminal node.
290 
291  Node* nextNode = node->filterEventToDaughter(e);
292  if (nextNode == nullptr)
293  return node;
294 
295  return filterEventRecursive(nextNode, e);
296 }

References MillePedeFileConverter_cfg::e, and emtf::Node::filterEventToDaughter().

Referenced by filterEvent().

◆ filterEvents()

void Tree::filterEvents ( std::vector< Event * > &  tEvents)

Definition at line 243 of file Tree.cc.

243  {
244  // Use trees which have already been built to fit a bunch of events
245  // given by the tEvents vector.
246 
247  // Set the events to be filtered.
248  rootNode->getEvents() = std::vector<std::vector<Event*>>(1);
249  rootNode->getEvents()[0] = tEvents;
250 
251  // The tree now knows about the events it needs to fit.
252  // Filter them into a predictive region (terminal node).
254 }

References filterEventsRecursive(), emtf::Node::getEvents(), and rootNode.

◆ filterEventsRecursive()

void Tree::filterEventsRecursive ( Node node)

Definition at line 258 of file Tree.cc.

258  {
259  // Filter the events repeatedly into the daughter nodes until they
260  // fall into a terminal node.
261 
262  Node* left = node->getLeftDaughter();
263  Node* right = node->getRightDaughter();
264 
265  if (left == nullptr || right == nullptr)
266  return;
267 
268  node->filterEventsToDaughters();
269 
270  filterEventsRecursive(left);
271  filterEventsRecursive(right);
272 }

References emtf::Node::filterEventsToDaughters(), emtf::Node::getLeftDaughter(), and emtf::Node::getRightDaughter().

Referenced by filterEvents().

◆ findLeafs()

void Tree::findLeafs ( Node local_root,
std::list< Node * > &  tn 
)
private

Definition at line 124 of file Tree.cc.

124  {
125  if (!local_root->getLeftDaughter() && !local_root->getRightDaughter()) {
126  // leaf or ternimal node found
127  tn.push_back(local_root);
128  return;
129  }
130 
131  if (local_root->getLeftDaughter())
132  findLeafs(local_root->getLeftDaughter(), tn);
133 
134  if (local_root->getRightDaughter())
135  findLeafs(local_root->getRightDaughter(), tn);
136 }

References emtf::Node::getLeftDaughter(), and emtf::Node::getRightDaughter().

Referenced by operator=(), and Tree().

◆ getBoostWeight()

double emtf::Tree::getBoostWeight ( void  ) const
inline

Definition at line 57 of file Tree.h.

57 { return boostWeight; }

References boostWeight.

Referenced by L1TMuonEndCapForestESProducer::produce().

◆ getNumTerminalNodes()

int Tree::getNumTerminalNodes ( )

Definition at line 165 of file Tree.cc.

165 { return numTerminalNodes; }

References numTerminalNodes.

◆ getRootNode()

Node * Tree::getRootNode ( )

Definition at line 155 of file Tree.cc.

155 { return rootNode; }

References rootNode.

Referenced by operator=(), L1TMuonEndCapForestESProducer::produce(), and Tree().

◆ getSplitValues()

void Tree::getSplitValues ( std::vector< std::vector< double >> &  v)

Definition at line 364 of file Tree.cc.

References getSplitValuesRecursive(), rootNode, and findQualityFiles::v.

◆ getSplitValuesRecursive()

void Tree::getSplitValuesRecursive ( Node node,
std::vector< std::vector< double >> &  v 
)

Definition at line 336 of file Tree.cc.

336  {
337  // We recursively go through all of the nodes in the tree and find the
338  // split points used for each split variable.
339 
340  Node* left = node->getLeftDaughter();
341  Node* right = node->getRightDaughter();
342 
343  // Terminal nodes don't contribute.
344  if (left == nullptr || right == nullptr)
345  return;
346 
347  int sv = node->getSplitVariable();
348  double sp = node->getSplitValue();
349 
350  if (sv == -1) {
351  std::cout << "ERROR: negative split variable for nonterminal node." << std::endl;
352  std::cout << "rankVarRecursive Split Variable = " << sv << std::endl;
353  }
354 
355  // Add the split point to the list for the correct split variable.
356  v[sv].push_back(sp);
357 
358  getSplitValuesRecursive(left, v);
359  getSplitValuesRecursive(right, v);
360 }

References gather_cfg::cout, emtf::Node::getLeftDaughter(), emtf::Node::getRightDaughter(), emtf::Node::getSplitValue(), emtf::Node::getSplitVariable(), pfDeepBoostedJetPreprocessParams_cfi::sv, and findQualityFiles::v.

Referenced by getSplitValues().

◆ getTerminalNodes()

std::list< Node * > & Tree::getTerminalNodes ( )

Definition at line 161 of file Tree.cc.

161 { return terminalNodes; }

References terminalNodes.

◆ loadFromCondPayload()

void Tree::loadFromCondPayload ( const L1TMuonEndCapForest::DTree tree)

Definition at line 542 of file Tree.cc.

542  {
543  // start fresh in case this is not the only call to construct a tree
544  if (rootNode)
545  delete rootNode;
546  rootNode = new Node("root");
547 
548  const L1TMuonEndCapForest::DTreeNode& mainnode = tree[0];
550 }

References loadFromCondPayloadRecursive(), and rootNode.

◆ loadFromCondPayloadRecursive()

void Tree::loadFromCondPayloadRecursive ( const L1TMuonEndCapForest::DTree tree,
const L1TMuonEndCapForest::DTreeNode node,
Node tnode 
)

Definition at line 552 of file Tree.cc.

554  {
555  // Store gathered splitInfo into the node object.
556  tnode->setSplitVariable(node.splitVar);
557  tnode->setSplitValue(node.splitVal);
558  tnode->setFitValue(node.fitVal);
559 
560  // If there are no daughters we are done.
561  if (node.ileft == 0 || node.iright == 0)
562  return; // root cannot be anyone's child
563  if (node.ileft >= tree.size() || node.iright >= tree.size())
564  return; // out of range addressing on purpose
565 
566  // If there are daughters link the node objects appropriately.
567  tnode->theMiracleOfChildBirth();
568  Node* tleft = tnode->getLeftDaughter();
569  Node* tright = tnode->getRightDaughter();
570 
571  // Update the list of terminal nodes.
572  terminalNodes.remove(tnode);
573  terminalNodes.push_back(tleft);
574  terminalNodes.push_back(tright);
576 
579 }

References L1TMuonEndCapForest::DTreeNode::fitVal, emtf::Node::getLeftDaughter(), emtf::Node::getRightDaughter(), L1TMuonEndCapForest::DTreeNode::ileft, L1TMuonEndCapForest::DTreeNode::iright, numTerminalNodes, emtf::Node::setFitValue(), emtf::Node::setSplitValue(), emtf::Node::setSplitVariable(), L1TMuonEndCapForest::DTreeNode::splitVal, L1TMuonEndCapForest::DTreeNode::splitVar, terminalNodes, and emtf::Node::theMiracleOfChildBirth().

Referenced by loadFromCondPayload().

◆ loadFromXML()

void Tree::loadFromXML ( const char *  filename)

Definition at line 437 of file Tree.cc.

437  {
438  // First create the engine.
439  TXMLEngine* xml = new TXMLEngine;
440 
441  // Now try to parse xml file.
442  XMLDocPointer_t xmldoc = xml->ParseFile(filename);
443  if (xmldoc == nullptr) {
444  delete xml;
445  return;
446  }
447 
448  // Get access to main node of the xml file.
449  XMLNodePointer_t mainnode = xml->DocGetRootElement(xmldoc);
450 
451  // the original 2016 pT xmls define the source tree node to be the top-level xml node
452  // while in 2017 TMVA's xmls every decision tree is wrapped in an extra block specifying boostWeight parameter
453  // I choose to identify the format by checking the top xml node name that is a "BinaryTree" in 2017
454  if (std::string("BinaryTree") == xml->GetNodeName(mainnode)) {
455  XMLAttrPointer_t attr = xml->GetFirstAttr(mainnode);
456  attr = xml->GetNextAttr(attr);
457  boostWeight = (attr ? strtod(xml->GetAttrValue(attr), nullptr) : 0);
458  // step inside the top-level xml node
459  mainnode = xml->GetChild(mainnode);
460  xmlVersion = 2017;
461  } else {
462  boostWeight = 0;
463  xmlVersion = 2016;
464  }
465  // Recursively connect nodes together.
466  loadFromXMLRecursive(xml, mainnode, rootNode);
467 
468  // Release memory before exit
469  xml->FreeDoc(xmldoc);
470  delete xml;
471 }

References boostWeight, corrVsCorr::filename, loadFromXMLRecursive(), rootNode, AlCaHLTBitMon_QueryRunRegistry::string, ExtractAppInfoFromXML::xmldoc, and xmlVersion.

◆ loadFromXMLRecursive()

void Tree::loadFromXMLRecursive ( TXMLEngine *  xml,
XMLNodePointer_t  node,
Node tnode 
)

Definition at line 475 of file Tree.cc.

475  {
476  // Get the split information from xml.
477  XMLAttrPointer_t attr = xml->GetFirstAttr(xnode);
478  std::vector<std::string> splitInfo(3);
479  if (xmlVersion >= 2017) {
480  for (unsigned int i = 0, j = 0; i < 10; i++) {
481  if (i == 3 || i == 4 || i == 6) {
482  splitInfo[j++] = xml->GetAttrValue(attr);
483  }
484  attr = xml->GetNextAttr(attr);
485  }
486  } else {
487  for (unsigned int i = 0; i < 3; i++) {
488  splitInfo[i] = xml->GetAttrValue(attr);
489  attr = xml->GetNextAttr(attr);
490  }
491  }
492 
493  // Convert strings into numbers.
494  std::stringstream converter;
495  int splitVar;
496  double splitVal;
497  double fitVal;
498 
499  converter << splitInfo[0];
500  converter >> splitVar;
501  converter.str("");
502  converter.clear();
503 
504  converter << splitInfo[1];
505  converter >> splitVal;
506  converter.str("");
507  converter.clear();
508 
509  converter << splitInfo[2];
510  converter >> fitVal;
511  converter.str("");
512  converter.clear();
513 
514  // Store gathered splitInfo into the node object.
515  tnode->setSplitVariable(splitVar);
516  tnode->setSplitValue(splitVal);
517  tnode->setFitValue(fitVal);
518 
519  // Get the xml daughters of the current xml node.
520  XMLNodePointer_t xleft = xml->GetChild(xnode);
521  XMLNodePointer_t xright = xml->GetNext(xleft);
522 
523  // If there are no daughters we are done.
524  if (xleft == nullptr || xright == nullptr)
525  return;
526 
527  // If there are daughters link the node objects appropriately.
528  tnode->theMiracleOfChildBirth();
529  Node* tleft = tnode->getLeftDaughter();
530  Node* tright = tnode->getRightDaughter();
531 
532  // Update the list of terminal nodes.
533  terminalNodes.remove(tnode);
534  terminalNodes.push_back(tleft);
535  terminalNodes.push_back(tright);
537 
538  loadFromXMLRecursive(xml, xleft, tleft);
539  loadFromXMLRecursive(xml, xright, tright);
540 }

References emtf::Node::getLeftDaughter(), emtf::Node::getRightDaughter(), mps_fire::i, dqmiolumiharvest::j, numTerminalNodes, emtf::Node::setFitValue(), emtf::Node::setSplitValue(), emtf::Node::setSplitVariable(), terminalNodes, emtf::Node::theMiracleOfChildBirth(), and xmlVersion.

Referenced by loadFromXML().

◆ operator=()

Tree & Tree::operator= ( const Tree tree)

if( numTerminalNodes != terminalNodes.size() ) throw std::runtime_error();

Definition at line 74 of file Tree.cc.

74  {
75  if (rootNode)
76  delete rootNode;
77  // unfortunately, authors of these classes didn't use const qualifiers
78  rootNode = copyFrom(const_cast<Tree&>(tree).getRootNode());
79  numTerminalNodes = tree.numTerminalNodes;
80  rmsError = tree.rmsError;
81  boostWeight = tree.boostWeight;
82  xmlVersion = tree.xmlVersion;
83 
84  terminalNodes.resize(0);
85  // find new leafs
87 
89 
90  return *this;
91 }

References boostWeight, copyFrom(), findLeafs(), getRootNode(), numTerminalNodes, rmsError, rootNode, terminalNodes, and xmlVersion.

◆ rankVariables()

void Tree::rankVariables ( std::vector< double > &  v)

Definition at line 332 of file Tree.cc.

References rankVariablesRecursive(), rootNode, and findQualityFiles::v.

◆ rankVariablesRecursive()

void Tree::rankVariablesRecursive ( Node node,
std::vector< double > &  v 
)

Definition at line 300 of file Tree.cc.

300  {
301  // We recursively go through all of the nodes in the tree and find the
302  // total error reduction for each variable. The one with the most
303  // error reduction should be the most important.
304 
305  Node* left = node->getLeftDaughter();
306  Node* right = node->getRightDaughter();
307 
308  // Terminal nodes don't contribute to error reduction.
309  if (left == nullptr || right == nullptr)
310  return;
311 
312  int sv = node->getSplitVariable();
313  double er = node->getErrorReduction();
314 
315  //if(sv == -1)
316  //{
317  //std::cout << "ERROR: negative split variable for nonterminal node." << std::endl;
318  //std::cout << "rankVarRecursive Split Variable = " << sv << std::endl;
319  //std::cout << "rankVarRecursive Error Reduction = " << er << std::endl;
320  //}
321 
322  // Add error reduction to the current total for the appropriate
323  // variable.
324  v[sv] += er;
325 
326  rankVariablesRecursive(left, v);
327  rankVariablesRecursive(right, v);
328 }

References emtf::Node::getErrorReduction(), emtf::Node::getLeftDaughter(), emtf::Node::getRightDaughter(), emtf::Node::getSplitVariable(), pfDeepBoostedJetPreprocessParams_cfi::sv, and findQualityFiles::v.

Referenced by rankVariables().

◆ saveToXML()

void Tree::saveToXML ( const char *  filename)

Definition at line 391 of file Tree.cc.

391  {
392  TXMLEngine* xml = new TXMLEngine();
393 
394  // Add the root node.
395  XMLNodePointer_t root = xml->NewChild(nullptr, nullptr, rootNode->getName().c_str());
397 
398  // Recursively write the tree to XML.
400 
401  // Make the XML Document.
402  XMLDocPointer_t xmldoc = xml->NewDoc();
403  xml->DocSetRootElement(xmldoc, root);
404 
405  // Save to file.
406  xml->SaveDoc(xmldoc, c);
407 
408  // Clean up.
409  xml->FreeDoc(xmldoc);
410  delete xml;
411 }

References addXMLAttributes(), HltBtagPostValidation_cff::c, emtf::Node::getName(), rootNode, saveToXMLRecursive(), and ExtractAppInfoFromXML::xmldoc.

◆ saveToXMLRecursive()

void Tree::saveToXMLRecursive ( TXMLEngine *  xml,
Node node,
XMLNodePointer_t  np 
)

Definition at line 415 of file Tree.cc.

415  {
416  Node* l = node->getLeftDaughter();
417  Node* r = node->getRightDaughter();
418 
419  if (l == nullptr || r == nullptr)
420  return;
421 
422  // Add children to the XMLEngine.
423  XMLNodePointer_t left = xml->NewChild(np, nullptr, "left");
424  XMLNodePointer_t right = xml->NewChild(np, nullptr, "right");
425 
426  // Add attributes to the children.
427  addXMLAttributes(xml, l, left);
428  addXMLAttributes(xml, r, right);
429 
430  // Recurse.
431  saveToXMLRecursive(xml, l, left);
432  saveToXMLRecursive(xml, r, right);
433 }

References addXMLAttributes(), emtf::Node::getLeftDaughter(), emtf::Node::getRightDaughter(), cmsLHEtoEOSManager::l, np, and alignCSCRings::r.

Referenced by saveToXML().

◆ setBoostWeight()

void emtf::Tree::setBoostWeight ( double  wgt)
inline

Definition at line 58 of file Tree.h.

58 { boostWeight = wgt; }

References boostWeight.

◆ setRootNode()

void Tree::setRootNode ( Node sRootNode)

Definition at line 153 of file Tree.cc.

153 { rootNode = sRootNode; }

References rootNode.

◆ setTerminalNodes()

void Tree::setTerminalNodes ( std::list< Node * > &  sTNodes)

Definition at line 159 of file Tree.cc.

159 { terminalNodes = sTNodes; }

References terminalNodes.

Member Data Documentation

◆ boostWeight

double emtf::Tree::boostWeight
private

Definition at line 65 of file Tree.h.

Referenced by getBoostWeight(), loadFromXML(), operator=(), setBoostWeight(), and Tree().

◆ numTerminalNodes

int emtf::Tree::numTerminalNodes
private

◆ rmsError

double emtf::Tree::rmsError
private

Definition at line 64 of file Tree.h.

Referenced by calcError(), operator=(), and Tree().

◆ rootNode

Node* emtf::Tree::rootNode
private

◆ terminalNodes

std::list<Node*> emtf::Tree::terminalNodes
private

◆ xmlVersion

unsigned emtf::Tree::xmlVersion
private

Definition at line 66 of file Tree.h.

Referenced by loadFromXML(), loadFromXMLRecursive(), operator=(), and Tree().

L1TMuonEndCapForest::DTreeNode::splitVal
double splitVal
Definition: L1TMuonEndCapForest.h:24
emtf::Tree::buildTree
void buildTree(int nodeLimit)
Definition: Tree.cc:185
L1TMuonEndCapForest::DTreeNode::iright
unsigned iright
Definition: L1TMuonEndCapForest.h:27
emtf::Tree::addXMLAttributes
void addXMLAttributes(TXMLEngine *xml, Node *node, XMLNodePointer_t np)
Definition: Tree.cc:381
mps_fire.i
i
Definition: mps_fire.py:355
emtf::Node::setEvents
void setEvents(std::vector< std::vector< Event * > > &sEvents)
Definition: Node.cc:134
emtf::Tree::terminalNodes
std::list< Node * > terminalNodes
Definition: Tree.h:62
cms::Node
TGeoNode Node
Definition: DDFilteredView.h:50
emtf::Node::filterEventToDaughter
Node * filterEventToDaughter(Event *e)
Definition: Node.cc:311
converter
Definition: CandidateProducer.h:25
emtf::Tree::boostWeight
double boostWeight
Definition: Tree.h:65
tree
Definition: tree.py:1
gather_cfg.cout
cout
Definition: gather_cfg.py:144
np
int np
Definition: AMPTWrapper.h:43
emtf::Node::calcOptimumSplit
void calcOptimumSplit()
Definition: Node.cc:143
emtf::Node::getRightDaughter
Node * getRightDaughter()
Definition: Node.cc:90
emtf::Tree::findLeafs
void findLeafs(Node *local_root, std::list< Node * > &tn)
Definition: Tree.cc:124
findQualityFiles.v
v
Definition: findQualityFiles.py:179
emtf::Tree::saveToXMLRecursive
void saveToXMLRecursive(TXMLEngine *xml, Node *node, XMLNodePointer_t np)
Definition: Tree.cc:415
emtf::Tree::filterEventsRecursive
void filterEventsRecursive(Node *node)
Definition: Tree.cc:258
emtf::Node::theMiracleOfChildBirth
void theMiracleOfChildBirth()
Definition: Node.cc:253
L1TMuonEndCapForest::DTreeNode::ileft
unsigned ileft
Definition: L1TMuonEndCapForest.h:26
L1TMuonEndCapForest::DTreeNode::fitVal
double fitVal
Definition: L1TMuonEndCapForest.h:25
mathSSE::sqrt
T sqrt(T t)
Definition: SSEVec.h:19
pfDeepBoostedJetPreprocessParams_cfi.sv
sv
Definition: pfDeepBoostedJetPreprocessParams_cfi.py:226
emtf::Node::filterEventsToDaughters
void filterEventsToDaughters()
Definition: Node.cc:267
emtf::Node::setParent
void setParent(Node *sParent)
Definition: Node.cc:94
corrVsCorr.filename
filename
Definition: corrVsCorr.py:123
L1TMuonEndCapForest::DTreeNode
Definition: L1TMuonEndCapForest.h:17
AlCaHLTBitMon_QueryRunRegistry.string
string
Definition: AlCaHLTBitMon_QueryRunRegistry.py:256
emtf::Tree::getRootNode
Node * getRootNode()
Definition: Tree.cc:155
emtf::Node::getErrorReduction
double getErrorReduction()
Definition: Node.cc:80
emtf::Tree::calcError
void calcError()
Definition: Tree.cc:171
emtf::Tree::rmsError
double rmsError
Definition: Tree.h:64
emtf::Tree::xmlVersion
unsigned xmlVersion
Definition: Tree.h:66
emtf::Tree::loadFromCondPayloadRecursive
void loadFromCondPayloadRecursive(const L1TMuonEndCapForest::DTree &tree, const L1TMuonEndCapForest::DTreeNode &node, Node *tnode)
Definition: Tree.cc:552
root
Definition: RooFitFunction.h:10
emtf::Node::getSplitVariable
int getSplitVariable()
Definition: Node.cc:106
emtf::Tree::filterEventRecursive
Node * filterEventRecursive(Node *node, Event *e)
Definition: Tree.cc:287
HltBtagPostValidation_cff.c
c
Definition: HltBtagPostValidation_cff.py:31
emtf::Node::setSplitVariable
void setSplitVariable(int sSplitVar)
Definition: Node.cc:104
emtf::Node::setSplitValue
void setSplitValue(double sSplitValue)
Definition: Node.cc:100
emtf::Node::setFitValue
void setFitValue(double sFitValue)
Definition: Node.cc:110
emtf::Tree::loadFromXMLRecursive
void loadFromXMLRecursive(TXMLEngine *xml, XMLNodePointer_t node, Node *tnode)
Definition: Tree.cc:475
emtf::Node::getName
std::string getName()
Definition: Node.cc:74
emtf::Node::getLeftDaughter
Node * getLeftDaughter()
Definition: Node.cc:86
cmsLHEtoEOSManager.l
l
Definition: cmsLHEtoEOSManager.py:193
alignCSCRings.r
r
Definition: alignCSCRings.py:93
emtf::Tree::copyFrom
Node * copyFrom(const Node *local_root)
Definition: Tree.cc:93
eostools.move
def move(src, dest)
Definition: eostools.py:511
emtf::Node::getFitValue
double getFitValue()
Definition: Node.cc:112
emtf::Node::getSplitValue
double getSplitValue()
Definition: Node.cc:102
emtf::Node::getAvgError
double getAvgError()
Definition: Node.cc:122
emtf::Node
Definition: Node.h:12
emtf::Tree::rootNode
Node * rootNode
Definition: Tree.h:61
emtf::numToStr
std::string numToStr(T num)
Definition: Utilities.h:43
emtf::Tree::rankVariablesRecursive
void rankVariablesRecursive(Node *node, std::vector< double > &v)
Definition: Tree.cc:300
emtf::Node::getTotalError
double getTotalError()
Definition: Node.cc:118
emtf::Tree::numTerminalNodes
int numTerminalNodes
Definition: Tree.h:63
dqmiolumiharvest.j
j
Definition: dqmiolumiharvest.py:66
L1TMuonEndCapForest::DTreeNode::splitVar
int splitVar
Definition: L1TMuonEndCapForest.h:23
emtf::Node::getEvents
std::vector< std::vector< Event * > > & getEvents()
Definition: Node.cc:132
ExtractAppInfoFromXML.xmldoc
xmldoc
Some module's global variables.
Definition: ExtractAppInfoFromXML.py:29
emtf::Tree::getSplitValuesRecursive
void getSplitValuesRecursive(Node *node, std::vector< std::vector< double >> &v)
Definition: Tree.cc:336
MillePedeFileConverter_cfg.e
e
Definition: MillePedeFileConverter_cfg.py:37
emtf::Node::getNumEvents
int getNumEvents()
Definition: Node.cc:128