| 
									
										
										
										
											2012-04-16 06:35:28 +08:00
										 |  |  | /*
 | 
					
						
							|  |  |  |  * Scheduler.h | 
					
						
							|  |  |  |  * @brief an example how inference can be used for scheduling qualifiers | 
					
						
							|  |  |  |  * @date Mar 26, 2011 | 
					
						
							|  |  |  |  * @author Frank Dellaert | 
					
						
							|  |  |  |  */ | 
					
						
							|  |  |  | 
 | 
					
						
							|  |  |  | #include <gtsam/base/debug.h>
 | 
					
						
							|  |  |  | #include <gtsam/base/timing.h>
 | 
					
						
							| 
									
										
										
										
											2021-11-18 23:54:00 +08:00
										 |  |  | #include <gtsam/discrete/DiscreteFactorGraph.h>
 | 
					
						
							|  |  |  | #include <gtsam_unstable/discrete/Scheduler.h>
 | 
					
						
							| 
									
										
										
										
											2012-04-16 06:35:28 +08:00
										 |  |  | 
 | 
					
						
							|  |  |  | #include <boost/tokenizer.hpp>
 | 
					
						
							| 
									
										
										
										
											2021-11-18 23:54:00 +08:00
										 |  |  | #include <cmath>
 | 
					
						
							| 
									
										
										
										
											2012-04-16 06:35:28 +08:00
										 |  |  | #include <fstream>
 | 
					
						
							|  |  |  | #include <iomanip>
 | 
					
						
							|  |  |  | 
 | 
					
						
							|  |  |  | namespace gtsam { | 
					
						
							|  |  |  | 
 | 
					
						
							| 
									
										
										
										
											2021-11-18 23:54:00 +08:00
										 |  |  | using namespace std; | 
					
						
							| 
									
										
										
										
											2012-10-02 22:40:07 +08:00
										 |  |  | 
 | 
					
						
							| 
									
										
										
										
											2021-11-18 23:54:00 +08:00
										 |  |  | Scheduler::Scheduler(size_t maxNrStudents, const string& filename) | 
					
						
							|  |  |  |     : maxNrStudents_(maxNrStudents) { | 
					
						
							|  |  |  |   typedef boost::tokenizer<boost::escaped_list_separator<char> > Tokenizer; | 
					
						
							| 
									
										
										
										
											2012-10-02 22:40:07 +08:00
										 |  |  | 
 | 
					
						
							| 
									
										
										
										
											2021-11-18 23:54:00 +08:00
										 |  |  |   // open file
 | 
					
						
							|  |  |  |   ifstream is(filename.c_str()); | 
					
						
							|  |  |  |   if (!is) { | 
					
						
							|  |  |  |     cerr << "Scheduler: could not open file " << filename << endl; | 
					
						
							|  |  |  |     throw runtime_error("Scheduler: could not open file " + filename); | 
					
						
							| 
									
										
										
										
											2012-10-02 22:40:07 +08:00
										 |  |  |   } | 
					
						
							|  |  |  | 
 | 
					
						
							| 
									
										
										
										
											2021-11-18 23:54:00 +08:00
										 |  |  |   string line;  // buffer
 | 
					
						
							| 
									
										
										
										
											2012-10-02 22:40:07 +08:00
										 |  |  | 
 | 
					
						
							| 
									
										
										
										
											2021-11-18 23:54:00 +08:00
										 |  |  |   // process first line with faculty
 | 
					
						
							|  |  |  |   if (getline(is, line, '\r')) { | 
					
						
							|  |  |  |     Tokenizer tok(line); | 
					
						
							|  |  |  |     Tokenizer::iterator it = tok.begin(); | 
					
						
							|  |  |  |     for (++it; it != tok.end(); ++it) addFaculty(*it); | 
					
						
							| 
									
										
										
										
											2012-10-02 22:40:07 +08:00
										 |  |  |   } | 
					
						
							|  |  |  | 
 | 
					
						
							| 
									
										
										
										
											2021-11-18 23:54:00 +08:00
										 |  |  |   // for all remaining lines
 | 
					
						
							|  |  |  |   size_t count = 0; | 
					
						
							|  |  |  |   while (getline(is, line, '\r')) { | 
					
						
							|  |  |  |     if (count++ > 100) throw runtime_error("reached 100 lines, exiting"); | 
					
						
							|  |  |  |     Tokenizer tok(line); | 
					
						
							|  |  |  |     Tokenizer::iterator it = tok.begin(); | 
					
						
							|  |  |  |     addSlot(*it++);  // add slot
 | 
					
						
							|  |  |  |     // add availability
 | 
					
						
							|  |  |  |     for (; it != tok.end(); ++it) available_ += (it->empty()) ? "0 " : "1 "; | 
					
						
							|  |  |  |     available_ += '\n'; | 
					
						
							| 
									
										
										
										
											2012-10-02 22:40:07 +08:00
										 |  |  |   } | 
					
						
							| 
									
										
										
										
											2021-11-18 23:54:00 +08:00
										 |  |  | }  // constructor
 | 
					
						
							|  |  |  | 
 | 
					
						
							|  |  |  | /** addStudent has to be called after adding slots and faculty */ | 
					
						
							|  |  |  | void Scheduler::addStudent(const string& studentName, const string& area1, | 
					
						
							|  |  |  |                            const string& area2, const string& area3, | 
					
						
							|  |  |  |                            const string& advisor) { | 
					
						
							|  |  |  |   assert(nrStudents() < maxNrStudents_); | 
					
						
							|  |  |  |   assert(facultyInArea_.count(area1)); | 
					
						
							|  |  |  |   assert(facultyInArea_.count(area2)); | 
					
						
							|  |  |  |   assert(facultyInArea_.count(area3)); | 
					
						
							|  |  |  |   size_t advisorIndex = facultyIndex_[advisor]; | 
					
						
							|  |  |  |   Student student(nrFaculty(), advisorIndex); | 
					
						
							|  |  |  |   student.name_ = studentName; | 
					
						
							|  |  |  |   // We fix the ordering by assigning a higher index to the student
 | 
					
						
							|  |  |  |   // and numbering the areas lower
 | 
					
						
							|  |  |  |   Key j = 3 * maxNrStudents_ + nrStudents(); | 
					
						
							|  |  |  |   student.key_ = DiscreteKey(j, nrTimeSlots()); | 
					
						
							|  |  |  |   Key base = 3 * nrStudents(); | 
					
						
							|  |  |  |   student.keys_[0] = DiscreteKey(base + 0, nrFaculty()); | 
					
						
							|  |  |  |   student.keys_[1] = DiscreteKey(base + 1, nrFaculty()); | 
					
						
							|  |  |  |   student.keys_[2] = DiscreteKey(base + 2, nrFaculty()); | 
					
						
							|  |  |  |   student.areaName_[0] = area1; | 
					
						
							|  |  |  |   student.areaName_[1] = area2; | 
					
						
							|  |  |  |   student.areaName_[2] = area3; | 
					
						
							|  |  |  |   students_.push_back(student); | 
					
						
							|  |  |  | } | 
					
						
							|  |  |  | 
 | 
					
						
							|  |  |  | /** get key for student and area, 0 is time slot itself */ | 
					
						
							|  |  |  | const DiscreteKey& Scheduler::key(size_t s, | 
					
						
							| 
									
										
										
										
											2023-01-13 05:43:29 +08:00
										 |  |  |                                   std::optional<size_t> area) const { | 
					
						
							| 
									
										
										
										
											2021-11-18 23:54:00 +08:00
										 |  |  |   return area ? students_[s].keys_[*area] : students_[s].key_; | 
					
						
							|  |  |  | } | 
					
						
							|  |  |  | 
 | 
					
						
							|  |  |  | const string& Scheduler::studentName(size_t i) const { | 
					
						
							|  |  |  |   assert(i < nrStudents()); | 
					
						
							|  |  |  |   return students_[i].name_; | 
					
						
							|  |  |  | } | 
					
						
							|  |  |  | 
 | 
					
						
							|  |  |  | const DiscreteKey& Scheduler::studentKey(size_t i) const { | 
					
						
							|  |  |  |   assert(i < nrStudents()); | 
					
						
							|  |  |  |   return students_[i].key_; | 
					
						
							|  |  |  | } | 
					
						
							|  |  |  | 
 | 
					
						
							|  |  |  | const string& Scheduler::studentArea(size_t i, size_t area) const { | 
					
						
							|  |  |  |   assert(i < nrStudents()); | 
					
						
							|  |  |  |   return students_[i].areaName_[area]; | 
					
						
							|  |  |  | } | 
					
						
							|  |  |  | 
 | 
					
						
							|  |  |  | /** Add student-specific constraints to the graph */ | 
					
						
							|  |  |  | void Scheduler::addStudentSpecificConstraints(size_t i, | 
					
						
							| 
									
										
										
										
											2023-01-13 05:43:29 +08:00
										 |  |  |                                               std::optional<size_t> slot) { | 
					
						
							| 
									
										
										
										
											2021-11-18 23:54:00 +08:00
										 |  |  |   bool debug = ISDEBUG("Scheduler::buildGraph"); | 
					
						
							|  |  |  | 
 | 
					
						
							|  |  |  |   assert(i < nrStudents()); | 
					
						
							|  |  |  |   const Student& s = students_[i]; | 
					
						
							|  |  |  | 
 | 
					
						
							|  |  |  |   if (!slot && !slotsAvailable_.empty()) { | 
					
						
							|  |  |  |     if (debug) cout << "Adding availability of slots" << endl; | 
					
						
							|  |  |  |     assert(slotsAvailable_.size() == s.key_.second); | 
					
						
							|  |  |  |     CSP::add(s.key_, slotsAvailable_); | 
					
						
							| 
									
										
										
										
											2012-10-02 22:40:07 +08:00
										 |  |  |   } | 
					
						
							|  |  |  | 
 | 
					
						
							| 
									
										
										
										
											2021-11-18 23:54:00 +08:00
										 |  |  |   // For all areas
 | 
					
						
							|  |  |  |   for (size_t area = 0; area < 3; area++) { | 
					
						
							|  |  |  |     DiscreteKey areaKey = s.keys_[area]; | 
					
						
							|  |  |  |     const string& areaName = s.areaName_[area]; | 
					
						
							|  |  |  | 
 | 
					
						
							|  |  |  |     if (debug) cout << "Area constraints " << areaName << endl; | 
					
						
							|  |  |  |     assert(facultyInArea_[areaName].size() == areaKey.second); | 
					
						
							|  |  |  |     CSP::add(areaKey, facultyInArea_[areaName]); | 
					
						
							|  |  |  | 
 | 
					
						
							|  |  |  |     if (debug) cout << "Advisor constraint " << areaName << endl; | 
					
						
							|  |  |  |     assert(s.advisor_.size() == areaKey.second); | 
					
						
							|  |  |  |     CSP::add(areaKey, s.advisor_); | 
					
						
							|  |  |  | 
 | 
					
						
							|  |  |  |     if (debug) cout << "Availability of faculty " << areaName << endl; | 
					
						
							|  |  |  |     if (slot) { | 
					
						
							|  |  |  |       // get all constraints then specialize to slot
 | 
					
						
							|  |  |  |       size_t dummyIndex = maxNrStudents_ * 3 + maxNrStudents_; | 
					
						
							|  |  |  |       DiscreteKey dummy(dummyIndex, nrTimeSlots()); | 
					
						
							| 
									
										
										
										
											2022-01-07 09:10:03 +08:00
										 |  |  |       AlgebraicDecisionTree<Key> p(dummy & areaKey, | 
					
						
							| 
									
										
										
										
											2021-11-18 23:54:00 +08:00
										 |  |  |                         available_);  // available_ is Doodle string
 | 
					
						
							| 
									
										
										
										
											2022-01-07 09:10:03 +08:00
										 |  |  |       auto q = p.choose(dummyIndex, *slot); | 
					
						
							| 
									
										
										
										
											2021-12-29 02:00:14 +08:00
										 |  |  |       CSP::add(areaKey, q); | 
					
						
							| 
									
										
										
										
											2012-10-02 22:40:07 +08:00
										 |  |  |     } else { | 
					
						
							| 
									
										
										
										
											2021-12-29 02:00:14 +08:00
										 |  |  |       DiscreteKeys keys {s.key_, areaKey}; | 
					
						
							|  |  |  |       CSP::add(keys, available_);  // available_ is Doodle string
 | 
					
						
							| 
									
										
										
										
											2012-10-02 22:40:07 +08:00
										 |  |  |     } | 
					
						
							| 
									
										
										
										
											2021-11-18 23:54:00 +08:00
										 |  |  |   } | 
					
						
							| 
									
										
										
										
											2012-10-02 22:40:07 +08:00
										 |  |  | 
 | 
					
						
							| 
									
										
										
										
											2021-11-18 23:54:00 +08:00
										 |  |  |   // add mutex
 | 
					
						
							|  |  |  |   if (debug) cout << "Mutex for faculty" << endl; | 
					
						
							|  |  |  |   addAllDiff(s.keys_[0] & s.keys_[1] & s.keys_[2]); | 
					
						
							|  |  |  | } | 
					
						
							|  |  |  | 
 | 
					
						
							|  |  |  | /** Main routine that builds factor graph */ | 
					
						
							|  |  |  | void Scheduler::buildGraph(size_t mutexBound) { | 
					
						
							|  |  |  |   bool debug = ISDEBUG("Scheduler::buildGraph"); | 
					
						
							|  |  |  | 
 | 
					
						
							|  |  |  |   if (debug) cout << "Adding student-specific constraints" << endl; | 
					
						
							|  |  |  |   for (size_t i = 0; i < nrStudents(); i++) addStudentSpecificConstraints(i); | 
					
						
							|  |  |  | 
 | 
					
						
							|  |  |  |   // special constraint for MN
 | 
					
						
							|  |  |  |   if (studentName(0) == "Michael N") | 
					
						
							|  |  |  |     CSP::add(studentKey(0), "0 0 0 0  1 1 1 1  1 1 1 1  1 1 1 1  1 1 1 1"); | 
					
						
							|  |  |  | 
 | 
					
						
							|  |  |  |   if (!mutexBound) { | 
					
						
							|  |  |  |     DiscreteKeys dkeys; | 
					
						
							|  |  |  |     for (const Student& s : students_) dkeys.push_back(s.key_); | 
					
						
							|  |  |  |     addAllDiff(dkeys); | 
					
						
							|  |  |  |   } else { | 
					
						
							|  |  |  |     if (debug) cout << "Mutex for Students" << endl; | 
					
						
							|  |  |  |     for (size_t i1 = 0; i1 < nrStudents(); i1++) { | 
					
						
							|  |  |  |       // if mutexBound=1, we only mutex with next student
 | 
					
						
							|  |  |  |       size_t bound = min((i1 + 1 + mutexBound), nrStudents()); | 
					
						
							|  |  |  |       for (size_t i2 = i1 + 1; i2 < bound; i2++) { | 
					
						
							|  |  |  |         addAllDiff(studentKey(i1), studentKey(i2)); | 
					
						
							| 
									
										
										
										
											2012-10-02 22:40:07 +08:00
										 |  |  |       } | 
					
						
							|  |  |  |     } | 
					
						
							|  |  |  |   } | 
					
						
							| 
									
										
										
										
											2021-11-18 23:54:00 +08:00
										 |  |  | }  // buildGraph
 | 
					
						
							|  |  |  | 
 | 
					
						
							|  |  |  | /** print */ | 
					
						
							|  |  |  | void Scheduler::print(const string& s, const KeyFormatter& formatter) const { | 
					
						
							|  |  |  |   cout << s << " Faculty:" << endl; | 
					
						
							|  |  |  |   for (const string& name : facultyName_) cout << name << '\n'; | 
					
						
							|  |  |  |   cout << endl; | 
					
						
							|  |  |  | 
 | 
					
						
							|  |  |  |   cout << s << " Slots:\n"; | 
					
						
							|  |  |  |   size_t i = 0; | 
					
						
							|  |  |  |   for (const string& name : slotName_) cout << i++ << " " << name << endl; | 
					
						
							|  |  |  |   cout << endl; | 
					
						
							|  |  |  | 
 | 
					
						
							|  |  |  |   cout << "Availability:\n" << available_ << '\n'; | 
					
						
							|  |  |  | 
 | 
					
						
							|  |  |  |   cout << s << " Area constraints:\n"; | 
					
						
							|  |  |  |   for (const FacultyInArea::value_type& it : facultyInArea_) { | 
					
						
							|  |  |  |     cout << setw(12) << it.first << ": "; | 
					
						
							|  |  |  |     for (double v : it.second) cout << v << " "; | 
					
						
							|  |  |  |     cout << '\n'; | 
					
						
							| 
									
										
										
										
											2012-10-02 22:40:07 +08:00
										 |  |  |   } | 
					
						
							| 
									
										
										
										
											2021-11-18 23:54:00 +08:00
										 |  |  |   cout << endl; | 
					
						
							|  |  |  | 
 | 
					
						
							|  |  |  |   cout << s << " Students:\n"; | 
					
						
							|  |  |  |   for (const Student& student : students_) student.print(); | 
					
						
							|  |  |  |   cout << endl; | 
					
						
							|  |  |  | 
 | 
					
						
							|  |  |  |   CSP::print(s + " Factor graph"); | 
					
						
							|  |  |  |   cout << endl; | 
					
						
							|  |  |  | }  // print
 | 
					
						
							|  |  |  | 
 | 
					
						
							|  |  |  | /** Print readable form of assignment */ | 
					
						
							| 
									
										
										
										
											2021-12-14 02:46:53 +08:00
										 |  |  | void Scheduler::printAssignment(const DiscreteValues& assignment) const { | 
					
						
							| 
									
										
										
										
											2021-11-18 23:54:00 +08:00
										 |  |  |   // Not intended to be general! Assumes very particular ordering !
 | 
					
						
							|  |  |  |   cout << endl; | 
					
						
							|  |  |  |   for (size_t s = 0; s < nrStudents(); s++) { | 
					
						
							|  |  |  |     Key j = 3 * maxNrStudents_ + s; | 
					
						
							| 
									
										
										
										
											2021-11-21 05:15:05 +08:00
										 |  |  |     size_t slot = assignment.at(j); | 
					
						
							| 
									
										
										
										
											2021-11-18 23:54:00 +08:00
										 |  |  |     cout << studentName(s) << " slot: " << slotName_[slot] << endl; | 
					
						
							|  |  |  |     Key base = 3 * s; | 
					
						
							|  |  |  |     for (size_t area = 0; area < 3; area++) { | 
					
						
							| 
									
										
										
										
											2021-11-21 05:15:05 +08:00
										 |  |  |       size_t faculty = assignment.at(base + area); | 
					
						
							| 
									
										
										
										
											2021-11-18 23:54:00 +08:00
										 |  |  |       cout << setw(12) << studentArea(s, area) << ": " << facultyName_[faculty] | 
					
						
							|  |  |  |            << endl; | 
					
						
							| 
									
										
										
										
											2012-10-02 22:40:07 +08:00
										 |  |  |     } | 
					
						
							| 
									
										
										
										
											2021-11-18 23:54:00 +08:00
										 |  |  |     cout << endl; | 
					
						
							| 
									
										
										
										
											2012-10-02 22:40:07 +08:00
										 |  |  |   } | 
					
						
							| 
									
										
										
										
											2021-11-18 23:54:00 +08:00
										 |  |  | } | 
					
						
							|  |  |  | 
 | 
					
						
							|  |  |  | /** Special print for single-student case */ | 
					
						
							| 
									
										
										
										
											2021-12-14 02:46:53 +08:00
										 |  |  | void Scheduler::printSpecial(const DiscreteValues& assignment) const { | 
					
						
							|  |  |  |   DiscreteValues::const_iterator it = assignment.begin(); | 
					
						
							| 
									
										
										
										
											2021-11-18 23:54:00 +08:00
										 |  |  |   for (size_t area = 0; area < 3; area++, it++) { | 
					
						
							|  |  |  |     size_t f = it->second; | 
					
						
							|  |  |  |     cout << setw(12) << studentArea(0, area) << ": " << facultyName_[f] << endl; | 
					
						
							| 
									
										
										
										
											2012-10-02 22:40:07 +08:00
										 |  |  |   } | 
					
						
							| 
									
										
										
										
											2021-11-18 23:54:00 +08:00
										 |  |  |   cout << endl; | 
					
						
							|  |  |  | } | 
					
						
							|  |  |  | 
 | 
					
						
							|  |  |  | /** Accumulate faculty stats */ | 
					
						
							| 
									
										
										
										
											2021-12-14 02:46:53 +08:00
										 |  |  | void Scheduler::accumulateStats(const DiscreteValues& assignment, | 
					
						
							| 
									
										
										
										
											2021-11-18 23:54:00 +08:00
										 |  |  |                                 vector<size_t>& stats) const { | 
					
						
							|  |  |  |   for (size_t s = 0; s < nrStudents(); s++) { | 
					
						
							|  |  |  |     Key base = 3 * s; | 
					
						
							|  |  |  |     for (size_t area = 0; area < 3; area++) { | 
					
						
							| 
									
										
										
										
											2021-11-21 05:15:05 +08:00
										 |  |  |       size_t f = assignment.at(base + area); | 
					
						
							| 
									
										
										
										
											2021-11-18 23:54:00 +08:00
										 |  |  |       assert(f < stats.size()); | 
					
						
							|  |  |  |       stats[f]++; | 
					
						
							|  |  |  |     }  // area
 | 
					
						
							|  |  |  |   }    // s
 | 
					
						
							|  |  |  | } | 
					
						
							|  |  |  | 
 | 
					
						
							|  |  |  | /** Eliminate, return a Bayes net */ | 
					
						
							|  |  |  | DiscreteBayesNet::shared_ptr Scheduler::eliminate() const { | 
					
						
							|  |  |  |   gttic(my_eliminate); | 
					
						
							|  |  |  |   // TODO: fix this!!
 | 
					
						
							|  |  |  |   size_t maxKey = keys().size(); | 
					
						
							|  |  |  |   Ordering defaultKeyOrdering; | 
					
						
							| 
									
										
										
										
											2023-02-06 08:37:04 +08:00
										 |  |  |   for (size_t i = 0; i < maxKey; ++i) defaultKeyOrdering.push_back(i); | 
					
						
							| 
									
										
										
										
											2021-11-18 23:54:00 +08:00
										 |  |  |   DiscreteBayesNet::shared_ptr chordal = | 
					
						
							|  |  |  |       this->eliminateSequential(defaultKeyOrdering); | 
					
						
							|  |  |  |   gttoc(my_eliminate); | 
					
						
							|  |  |  |   return chordal; | 
					
						
							|  |  |  | } | 
					
						
							|  |  |  | 
 | 
					
						
							|  |  |  | /** find the assignment of students to slots with most possible committees */ | 
					
						
							| 
									
										
										
										
											2021-12-14 02:46:53 +08:00
										 |  |  | DiscreteValues Scheduler::bestSchedule() const { | 
					
						
							|  |  |  |   DiscreteValues best; | 
					
						
							| 
									
										
										
										
											2021-11-18 23:54:00 +08:00
										 |  |  |   throw runtime_error("bestSchedule not implemented"); | 
					
						
							|  |  |  |   return best; | 
					
						
							|  |  |  | } | 
					
						
							|  |  |  | 
 | 
					
						
							|  |  |  | /** find the corresponding most desirable committee assignment */ | 
					
						
							| 
									
										
										
										
											2021-12-14 02:46:53 +08:00
										 |  |  | DiscreteValues Scheduler::bestAssignment(const DiscreteValues& bestSchedule) const { | 
					
						
							|  |  |  |   DiscreteValues best; | 
					
						
							| 
									
										
										
										
											2021-11-18 23:54:00 +08:00
										 |  |  |   throw runtime_error("bestAssignment not implemented"); | 
					
						
							|  |  |  |   return best; | 
					
						
							|  |  |  | } | 
					
						
							|  |  |  | 
 | 
					
						
							|  |  |  | }  // namespace gtsam
 |