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CodeBeautifier for PSR-12 standard.
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@ -15,13 +15,13 @@ use DNW\Skills\Numerics\GaussianDistribution;
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*/
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class GaussianWeightedSumFactor extends GaussianFactor
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{
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private array $_variableIndexOrdersForWeights = [];
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private array $variableIndexOrdersForWeights = [];
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// This following is used for convenience, for example, the first entry is [0, 1, 2]
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// corresponding to v[0] = a1*v[1] + a2*v[2]
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private array $_weights = [];
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private array $weights = [];
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private array $_weightsSquared = [];
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private array $weightsSquared = [];
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public function __construct(Variable $sumVariable, array $variablesToSum, array $variableWeights = null)
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{
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@ -30,20 +30,20 @@ class GaussianWeightedSumFactor extends GaussianFactor
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// The first weights are a straightforward copy
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// v_0 = a_1*v_1 + a_2*v_2 + ... + a_n * v_n
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$variableWeightsLength = count((array) $variableWeights);
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$this->_weights[0] = array_fill(0, count((array) $variableWeights), 0);
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$this->weights[0] = array_fill(0, count((array) $variableWeights), 0);
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for ($i = 0; $i < $variableWeightsLength; $i++) {
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$weight = &$variableWeights[$i];
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$this->_weights[0][$i] = $weight;
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$this->_weightsSquared[0][$i] = BasicMath::square($weight);
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$this->weights[0][$i] = $weight;
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$this->weightsSquared[0][$i] = BasicMath::square($weight);
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}
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$variablesToSumLength = count($variablesToSum);
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// 0..n-1
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$this->_variableIndexOrdersForWeights[0] = [];
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$this->variableIndexOrdersForWeights[0] = [];
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for ($i = 0; $i < ($variablesToSumLength + 1); $i++) {
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$this->_variableIndexOrdersForWeights[0][] = $i;
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$this->variableIndexOrdersForWeights[0][] = $i;
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}
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$variableWeightsLength = count((array) $variableWeights);
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@ -66,9 +66,11 @@ class GaussianWeightedSumFactor extends GaussianFactor
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// This is helpful since we skip over one of the spots
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$currentDestinationWeightIndex = 0;
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for ($currentWeightSourceIndex = 0;
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for (
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$currentWeightSourceIndex = 0;
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$currentWeightSourceIndex < $variableWeightsLength;
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$currentWeightSourceIndex++) {
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$currentWeightSourceIndex++
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) {
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if ($currentWeightSourceIndex === $weightsIndex - 1) {
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continue;
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}
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@ -97,10 +99,10 @@ class GaussianWeightedSumFactor extends GaussianFactor
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$currentWeights[$currentDestinationWeightIndex] = $finalWeight;
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$currentWeightsSquared[$currentDestinationWeightIndex] = BasicMath::square($finalWeight);
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$variableIndices[count((array) $variableWeights)] = 0;
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$this->_variableIndexOrdersForWeights[] = $variableIndices;
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$this->variableIndexOrdersForWeights[] = $variableIndices;
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$this->_weights[$weightsIndex] = $currentWeights;
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$this->_weightsSquared[$weightsIndex] = $currentWeightsSquared;
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$this->weights[$weightsIndex] = $currentWeights;
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$this->weightsSquared[$weightsIndex] = $currentWeightsSquared;
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}
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$this->createVariableToMessageBinding($sumVariable);
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@ -192,7 +194,7 @@ class GaussianWeightedSumFactor extends GaussianFactor
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$updatedMessages = [];
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$updatedVariables = [];
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$indicesToUse = $this->_variableIndexOrdersForWeights[$messageIndex];
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$indicesToUse = $this->variableIndexOrdersForWeights[$messageIndex];
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// The tricky part here is that we have to put the messages and variables in the same
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// order as the weights. Thankfully, the weights and messages share the same index numbers,
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@ -203,10 +205,12 @@ class GaussianWeightedSumFactor extends GaussianFactor
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$updatedVariables[] = $allVariables[$indicesToUse[$i]];
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}
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return $this->updateHelper($this->_weights[$messageIndex],
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$this->_weightsSquared[$messageIndex],
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return $this->updateHelper(
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$this->weights[$messageIndex],
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$this->weightsSquared[$messageIndex],
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$updatedMessages,
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$updatedVariables);
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$updatedVariables
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);
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}
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private static function createName($sumVariable, $variablesToSum, $weights)
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