2022-07-05 15:55:47 +02:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								<?php
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								namespace DNW\Skills\TrueSkill\Layers;
							 | 
						
					
						
							
								
									
										
										
										
											2010-09-18 17:56:57 -04:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							
								
									
										
										
										
											2022-07-05 15:33:34 +02:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								use DNW\Skills\FactorGraphs\ScheduleStep;
							 | 
						
					
						
							
								
									
										
										
										
											2023-08-01 12:43:58 +00:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								use DNW\Skills\FactorGraphs\ScheduleSequence;
							 | 
						
					
						
							
								
									
										
										
										
											2022-07-05 15:55:47 +02:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								use DNW\Skills\PartialPlay;
							 | 
						
					
						
							
								
									
										
										
										
											2022-07-05 15:33:34 +02:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								use DNW\Skills\TrueSkill\Factors\GaussianWeightedSumFactor;
							 | 
						
					
						
							
								
									
										
										
										
											2023-08-02 10:10:57 +00:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								use DNW\Skills\FactorGraphs\Variable; 
							 | 
						
					
						
							
								
									
										
										
										
											2010-09-18 17:56:57 -04:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							
								
									
										
										
										
											2010-09-18 11:11:44 -04:00
										 
									 
								 
							 | 
							
								
							 | 
							
								
							 | 
							
							
								class PlayerPerformancesToTeamPerformancesLayer extends TrueSkillFactorGraphLayer
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								{
							 | 
						
					
						
							
								
									
										
										
										
											2023-08-02 10:10:57 +00:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								    public function buildLayer(): void
							 | 
						
					
						
							
								
									
										
										
										
											2010-09-18 11:11:44 -04:00
										 
									 
								 
							 | 
							
								
							 | 
							
								
							 | 
							
							
								    {
							 | 
						
					
						
							
								
									
										
										
										
											2016-05-24 16:31:21 +02:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								        $inputVariablesGroups = $this->getInputVariablesGroups();
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								        foreach ($inputVariablesGroups as $currentTeam) {
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								            $localCurrentTeam = $currentTeam;
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								            $teamPerformance = $this->createOutputVariable($localCurrentTeam);
							 | 
						
					
						
							
								
									
										
										
										
											2010-10-02 21:15:47 -04:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								            $newSumFactor = $this->createPlayerToTeamSumFactor($localCurrentTeam, $teamPerformance);
							 | 
						
					
						
							
								
									
										
										
										
											2016-05-24 14:10:39 +02:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							
								
									
										
										
										
											2010-09-25 22:16:47 -04:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								            $this->addLayerFactor($newSumFactor);
							 | 
						
					
						
							
								
									
										
										
										
											2010-09-18 11:11:44 -04:00
										 
									 
								 
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								            // REVIEW: Does it make sense to have groups of one?
							 | 
						
					
						
							
								
									
										
										
										
											2010-09-25 22:16:47 -04:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								            $outputVariablesGroups = &$this->getOutputVariablesGroups();
							 | 
						
					
						
							
								
									
										
										
										
											2022-07-05 15:55:47 +02:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								            $outputVariablesGroups[] = [$teamPerformance];
							 | 
						
					
						
							
								
									
										
										
										
											2016-05-24 14:10:39 +02:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								        }
							 | 
						
					
						
							
								
									
										
										
										
											2010-09-18 11:11:44 -04:00
										 
									 
								 
							 | 
							
								
							 | 
							
								
							 | 
							
							
								    }
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							
								
									
										
										
										
											2023-08-01 12:43:58 +00:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								    public function createPriorSchedule(): ScheduleSequence
							 | 
						
					
						
							
								
									
										
										
										
											2010-09-18 11:11:44 -04:00
										 
									 
								 
							 | 
							
								
							 | 
							
								
							 | 
							
							
								    {
							 | 
						
					
						
							
								
									
										
										
										
											2016-05-24 16:31:21 +02:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								        $localFactors = $this->getLocalFactors();
							 | 
						
					
						
							
								
									
										
										
										
											2010-09-30 08:25:31 -04:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							
								
									
										
										
										
											2022-07-05 16:21:06 +02:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								        return $this->scheduleSequence(
							 | 
						
					
						
							
								
									
										
										
										
											2016-05-24 14:10:39 +02:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								            array_map(
							 | 
						
					
						
							
								
									
										
										
										
											2022-07-05 16:32:18 +02:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								                fn ($weightedSumFactor) => new ScheduleStep('Perf to Team Perf Step', $weightedSumFactor, 0),
							 | 
						
					
						
							
								
									
										
										
										
											2023-08-01 13:53:19 +00:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								                $localFactors
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								            ),
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								            'all player perf to team perf schedule'
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								        );
							 | 
						
					
						
							
								
									
										
										
										
											2010-09-18 11:11:44 -04:00
										 
									 
								 
							 | 
							
								
							 | 
							
								
							 | 
							
							
								    }
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							
								
									
										
										
										
											2023-08-02 10:10:57 +00:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								    protected function createPlayerToTeamSumFactor(array $teamMembers, Variable $sumVariable): GaussianWeightedSumFactor
							 | 
						
					
						
							
								
									
										
										
										
											2010-09-18 11:11:44 -04:00
										 
									 
								 
							 | 
							
								
							 | 
							
								
							 | 
							
							
								    {
							 | 
						
					
						
							
								
									
										
										
										
											2010-09-25 19:26:57 -04:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								        $weights = array_map(
							 | 
						
					
						
							
								
									
										
										
										
											2016-05-24 14:10:39 +02:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								            function ($v) {
							 | 
						
					
						
							
								
									
										
										
										
											2016-05-24 16:31:21 +02:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								                $player = $v->getKey();
							 | 
						
					
						
							
								
									
										
										
										
											2022-07-05 15:55:47 +02:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							
								
									
										
										
										
											2016-05-24 14:10:39 +02:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								                return PartialPlay::getPartialPlayPercentage($player);
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								            },
							 | 
						
					
						
							
								
									
										
										
										
											2023-08-01 13:53:19 +00:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								            $teamMembers
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								        );
							 | 
						
					
						
							
								
									
										
										
										
											2010-09-25 19:26:57 -04:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								        return new GaussianWeightedSumFactor(
							 | 
						
					
						
							
								
									
										
										
										
											2016-05-24 14:10:39 +02:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								            $sumVariable,
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								            $teamMembers,
							 | 
						
					
						
							
								
									
										
										
										
											2023-08-01 13:53:19 +00:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								            $weights
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								        );
							 | 
						
					
						
							
								
									
										
										
										
											2010-09-18 11:11:44 -04:00
										 
									 
								 
							 | 
							
								
							 | 
							
								
							 | 
							
							
								    }
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							
								
									
										
										
										
											2023-08-01 12:43:58 +00:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								    public function createPosteriorSchedule(): ScheduleSequence
							 | 
						
					
						
							
								
									
										
										
										
											2016-05-24 14:10:39 +02:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								    {
							 | 
						
					
						
							
								
									
										
										
										
											2022-07-05 15:55:47 +02:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								        $allFactors = [];
							 | 
						
					
						
							
								
									
										
										
										
											2016-05-24 16:31:21 +02:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								        $localFactors = $this->getLocalFactors();
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								        foreach ($localFactors as $currentFactor) {
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								            $localCurrentFactor = $currentFactor;
							 | 
						
					
						
							
								
									
										
										
										
											2010-10-02 21:15:47 -04:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								            $numberOfMessages = $localCurrentFactor->getNumberOfMessages();
							 | 
						
					
						
							
								
									
										
										
										
											2016-05-24 14:10:39 +02:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								            for ($currentIteration = 1; $currentIteration < $numberOfMessages; $currentIteration++) {
							 | 
						
					
						
							
								
									
										
										
										
											2023-08-01 13:53:19 +00:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								                $allFactors[] = new ScheduleStep(
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								                    'team sum perf @' . $currentIteration,
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								                    $localCurrentFactor,
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								                    $currentIteration
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								                );
							 | 
						
					
						
							
								
									
										
										
										
											2010-09-18 15:24:36 -04:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								            }
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								        }
							 | 
						
					
						
							
								
									
										
										
										
											2022-07-05 15:55:47 +02:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							
								
									
										
										
										
											2010-09-18 15:24:36 -04:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								        return $this->scheduleSequence($allFactors, "all of the team's sum iterations");
							 | 
						
					
						
							
								
									
										
										
										
											2010-09-18 11:11:44 -04:00
										 
									 
								 
							 | 
							
								
							 | 
							
								
							 | 
							
							
								    }
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							
								
									
										
										
										
											2023-08-02 10:10:57 +00:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								    private function createOutputVariable(array $team): Variable
							 | 
						
					
						
							
								
									
										
										
										
											2010-09-18 11:11:44 -04:00
										 
									 
								 
							 | 
							
								
							 | 
							
								
							 | 
							
							
								    {
							 | 
						
					
						
							
								
									
										
										
										
											2022-07-05 16:32:18 +02:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								        $memberNames = array_map(fn ($currentPlayer) => (string) ($currentPlayer->getKey()), $team);
							 | 
						
					
						
							
								
									
										
										
										
											2010-09-26 21:43:17 -04:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							
								
									
										
										
										
											2022-07-05 15:55:47 +02:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								        $teamMemberNames = \implode(', ', $memberNames);
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							
								
									
										
										
										
											2023-08-01 13:53:19 +00:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								        return $this->getParentFactorGraph()->getVariableFactory()->createBasicVariable('Team[' . $teamMemberNames . "]'s performance");
							 | 
						
					
						
							
								
									
										
										
										
											2010-09-18 11:11:44 -04:00
										 
									 
								 
							 | 
							
								
							 | 
							
								
							 | 
							
							
								    }
							 | 
						
					
						
							
								
									
										
										
										
											2022-07-05 15:55:47 +02:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								}
							 |