Merge pull request #374 from Karaka-Management/develop

Develop
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Dennis Eichhorn 2024-04-25 01:18:25 +02:00 committed by GitHub
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1223 changed files with 7810 additions and 15129 deletions

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@ -3,7 +3,7 @@ name: CI
on: [push, pull_request]
jobs:
general_module_workflow:
general_module_workflow_php:
uses: Karaka-Management/Karaka/.github/workflows/php_template.yml@develop
secrets:
GH_TOKEN: ${{ secrets.GITHUB_TOKEN }}

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@ -2,7 +2,7 @@
/**
* Jingga
*
* PHP Version 8.1
* PHP Version 8.2
*
* @package phpOMS\Account
* @copyright Dennis Eichhorn

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@ -2,7 +2,7 @@
/**
* Jingga
*
* PHP Version 8.1
* PHP Version 8.2
*
* @package phpOMS\Account
* @copyright Dennis Eichhorn

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@ -2,7 +2,7 @@
/**
* Jingga
*
* PHP Version 8.1
* PHP Version 8.2
*
* @package phpOMS\Account
* @copyright Dennis Eichhorn

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@ -2,7 +2,7 @@
/**
* Jingga
*
* PHP Version 8.1
* PHP Version 8.2
*
* @package phpOMS\Account
* @copyright Dennis Eichhorn

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@ -2,7 +2,7 @@
/**
* Jingga
*
* PHP Version 8.1
* PHP Version 8.2
*
* @package phpOMS\Account
* @copyright Dennis Eichhorn

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@ -2,7 +2,7 @@
/**
* Jingga
*
* PHP Version 8.1
* PHP Version 8.2
*
* @package phpOMS\Account
* @copyright Dennis Eichhorn

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@ -2,7 +2,7 @@
/**
* Jingga
*
* PHP Version 8.1
* PHP Version 8.2
*
* @package phpOMS\Account
* @copyright Dennis Eichhorn

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@ -2,7 +2,7 @@
/**
* Jingga
*
* PHP Version 8.1
* PHP Version 8.2
*
* @package phpOMS\Account
* @copyright Dennis Eichhorn

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@ -2,7 +2,7 @@
/**
* Jingga
*
* PHP Version 8.1
* PHP Version 8.2
*
* @package phpOMS\Account
* @copyright Dennis Eichhorn

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@ -2,7 +2,7 @@
/**
* Jingga
*
* PHP Version 8.1
* PHP Version 8.2
*
* @package phpOMS\Account
* @copyright Dennis Eichhorn

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@ -2,7 +2,7 @@
/**
* Jingga
*
* PHP Version 8.1
* PHP Version 8.2
*
* @package phpOMS\Account
* @copyright Dennis Eichhorn

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@ -2,7 +2,7 @@
/**
* Jingga
*
* PHP Version 8.1
* PHP Version 8.2
*
* @package phpOMS\Account
* @copyright Dennis Eichhorn

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@ -2,7 +2,7 @@
/**
* Jingga
*
* PHP Version 8.1
* PHP Version 8.2
*
* @package phpOMS\Ai\NeuralNetwork
* @copyright Dennis Eichhorn

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@ -2,7 +2,7 @@
/**
* Jingga
*
* PHP Version 8.1
* PHP Version 8.2
*
* @package phpOMS\Ai\Ocr
* @copyright Dennis Eichhorn

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@ -2,7 +2,7 @@
/**
* Jingga
*
* PHP Version 8.1
* PHP Version 8.2
*
* @package phpOMS\Ai\Ocr\Tesseract
* @copyright Dennis Eichhorn

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@ -2,7 +2,7 @@
/**
* Jingga
*
* PHP Version 8.1
* PHP Version 8.2
*
* @package phpOMS\Algorithm\Clustering
* @copyright Dennis Eichhorn
@ -22,244 +22,9 @@ namespace phpOMS\Algorithm\Clustering;
* @link https://jingga.app
* @see ./clustering_overview.png
* @since 1.0.0
*
* @todo Implement
*/
final class AffinityPropagation implements ClusteringInterface
final class AffinityPropagation
{
/**
* Points of the cluster centers
*
* @var PointInterface[]
* @since 1.0.0
*/
private array $clusterCenters = [];
/**
* Cluster points
*
* Points in clusters (helper to avoid looping the cluster array)
*
* @var array
* @since 1.0.0
*/
private array $clusters = [];
private array $similarityMatrix = [];
private array $responsibilityMatrix = [];
private array $availabilityMatrix = [];
/**
* Original points used for clusters
*
* @var PointInterface[]
* @since 1.0.0
*/
private array $points = [];
/**
* Create similarity matrix from points
*
* @param PointInterface[] $points Points to create the similarity matrix for
*
* @return array<int, array<int, int|float>>
*
* @since 1.0.0
*/
private function createSimilarityMatrix(array $points) : array
{
$n = \count($points);
$coordinates = \count($points[0]->coordinates);
$similarityMatrix = \array_fill(0, $n, []);
$temp = [];
for ($i = 0; $i < $n - 1; ++$i) {
for ($j = $i + 1; $j < $n; ++$j) {
$sum = 0.0;
for ($c = 0; $c < $coordinates; ++$c) {
$sum += ($points[$i]->getCoordinate($c) - $points[$j]->getCoordinate($c)) * ($points[$i]->getCoordinate($c) - $points[$j]->getCoordinate($c));
}
$similarityMatrix[$i][$j] = -$sum;
$similarityMatrix[$j][$i] = -$sum;
$temp[] = $similarityMatrix[$i][$j];
}
}
\sort($temp);
$size = $n * ($n - 1) / 2;
$median = $size % 2 === 0
? ($temp[(int) ($size / 2)] + $temp[(int) ($size / 2 - 1)]) / 2
: $temp[(int) ($size / 2)];
for ($i = 0; $i < $n; ++$i) {
$similarityMatrix[$i][$i] = $median;
}
return $similarityMatrix;
}
/**
* Generate clusters for points
*
* @param PointInterface[] $points Points to cluster
* @param int $iterations Iterations for cluster generation
*
* @return void
*
* @since 1.0.0
*/
public function generateClusters(array $points, int $iterations = 100) : void
{
$this->points = $points;
$n = \count($points);
$this->similarityMatrix = $this->createSimilarityMatrix($points);
$this->responsibilityMatrix = $this->similarityMatrix;
$this->availabilityMatrix = $this->similarityMatrix;
for ($c = 0; $c < $iterations; ++$c) {
for ($i = 0; $i < $n; ++$i) {
for ($k = 0; $k < $n; ++$k) {
$max = \PHP_INT_MIN;
for ($j = 0; $j < $k; ++$j) {
if (($temp = $this->similarityMatrix[$i][$j] + $this->availabilityMatrix[$i][$j]) > $max) {
$max = $temp;
}
}
for ($j = $k + 1; $j < $n; ++$j) {
if (($temp = $this->similarityMatrix[$i][$j] + $this->availabilityMatrix[$i][$j]) > $max) {
$max = $temp;
}
}
$this->responsibilityMatrix[$i][$k] = (1 - 0.9) * ($this->similarityMatrix[$i][$k] - $max) + 0.9 * $this->responsibilityMatrix[$i][$k];
}
}
for ($i = 0; $i < $n; ++$i) {
for ($k = 0; $k < $n; ++$k) {
$sum = 0.0;
if ($i === $k) {
for ($j = 0; $j < $i; ++$j) {
$sum += \max(0.0, $this->responsibilityMatrix[$j][$k]);
}
for (++$j; $j < $n; ++$j) {
$sum += \max(0.0, $this->responsibilityMatrix[$j][$k]);
}
$this->availabilityMatrix[$i][$k] = (1 - 0.9) * $sum + 0.9 * $this->availabilityMatrix[$i][$k];
} else {
$max = \max($i, $k);
$min = \min($i, $k);
for ($j = 0; $j < $min; ++$j) {
$sum += \max(0.0, $this->responsibilityMatrix[$j][$k]);
}
for ($j = $min + 1; $j < $max; ++$j) {
$sum += \max(0.0, $this->responsibilityMatrix[$j][$k]);
}
for ($j = $max + 1; $j < $n; ++$j) {
$sum += \max(0.0, $this->responsibilityMatrix[$j][$k]);
}
$this->availabilityMatrix[$i][$k] = (1 - 0.9) * \min(0.0, $this->responsibilityMatrix[$k][$k] + $sum) + 0.9 * $this->availabilityMatrix[$i][$k];
}
}
}
}
// find center points (exemplar)
for ($i = 0; $i < $n; ++$i) {
$temp = $this->responsibilityMatrix[$i][$i] + $this->availabilityMatrix[$i][$i];
if ($temp > 0) {
$this->clusterCenters[$i] = $this->points[$i];
}
}
}
/**
* Find the nearest group for a point
*
* @param array<int, array<int, int|float>> $similarityMatrix Similarity matrix
* @param int $point Point id in the similarity matrix to compare
*
* @return int
*
* @since 1.0.0
*/
private function findNearestGroup(array $similarityMatrix, int $point) : int
{
$maxSim = \PHP_INT_MIN;
$group = 0;
foreach ($this->clusterCenters as $c => $_) {
if ($similarityMatrix[$point][$c] > $maxSim) {
$maxSim = $similarityMatrix[$point][$c];
$group = $c;
}
}
return $group;
}
/**
* {@inheritdoc}
*/
public function cluster(PointInterface $point) : ?PointInterface
{
$points = $this->points;
$points[] = $point;
$similarityMatrix = $this->createSimilarityMatrix($points);
$c = $this->findNearestGroup(
$similarityMatrix,
\count($points) - 1,
);
return $this->clusterCenters[$c];
}
/**
* {@inheritdoc}
*/
public function getClusters() : array
{
if (!empty($this->clusters)) {
return $this->clusters;
}
$n = \count($this->points);
for ($i = 0; $i < $n; ++$i) {
$group = $this->findNearestGroup($this->points, $i);
$this->clusters[$group] = $this->points[$i];
}
return $this->clusters;
}
/**
* {@inheritdoc}
*/
public function getCentroids() : array
{
return $this->clusterCenters;
}
/**
* {@inheritdoc}
*/
public function getNoise() : array
{
return [];
}
}

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@ -2,7 +2,7 @@
/**
* Jingga
*
* PHP Version 8.1
* PHP Version 8.2
*
* @package phpOMS\Algorithm\Clustering
* @copyright Dennis Eichhorn
@ -42,7 +42,7 @@ final class AgglomerativeClustering implements ClusteringInterface
* @var \Closure
* @since 1.0.0
*/
private \Closure $metric;
public \Closure $metric;
/**
* Metric to calculate the distance between two points
@ -50,7 +50,7 @@ final class AgglomerativeClustering implements ClusteringInterface
* @var \Closure
* @since 1.0.0
*/
private \Closure $linkage;
public \Closure $linkage;
/**
* Constructor
@ -61,7 +61,7 @@ final class AgglomerativeClustering implements ClusteringInterface
*/
public function __construct(?\Closure $metric = null, ?\Closure $linkage = null)
{
$this->metric = $metric ?? function (PointInterface $a, PointInterface $b) {
$this->metric = $metric ?? function (Point $a, Point $b) {
$aCoordinates = $a->coordinates;
$bCoordinates = $b->coordinates;
@ -139,7 +139,7 @@ final class AgglomerativeClustering implements ClusteringInterface
/**
* {@inheritdoc}
*/
public function cluster(PointInterface $point) : ?PointInterface
public function cluster(Point $point) : ?Point
{
return null;
}

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@ -2,7 +2,7 @@
/**
* Jingga
*
* PHP Version 8.1
* PHP Version 8.2
*
* @package phpOMS\Algorithm\Clustering
* @copyright Dennis Eichhorn
@ -46,7 +46,7 @@ final class Birch implements ClusteringInterface
/**
* {@inheritdoc}
*/
public function cluster(PointInterface $point) : ?PointInterface
public function cluster(Point $point) : ?Point
{
return null;
}

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@ -2,7 +2,7 @@
/**
* Jingga
*
* PHP Version 8.1
* PHP Version 8.2
*
* @package phpOMS\Algorithm\Clustering
* @copyright Dennis Eichhorn
@ -27,7 +27,7 @@ interface ClusteringInterface
/**
* Get cluster centroids
*
* @return PointInterface[]
* @return Point[]
*
* @since 1.0.0
*/
@ -36,7 +36,7 @@ interface ClusteringInterface
/**
* Get cluster assignments of the training data
*
* @return PointInterface[]
* @return Point[]
*
* @since 1.0.0
*/
@ -47,20 +47,20 @@ interface ClusteringInterface
*
* This point doesn't have to be in the training data.
*
* @param PointInterface $point Point to cluster
* @param Point $point Point to cluster
*
* @return null|PointInterface
* @return null|Point
*
* @since 1.0.0
*/
public function cluster(PointInterface $point) : ?PointInterface;
public function cluster(Point $point) : ?Point;
/**
* Get noise data.
*
* Data points from the training data that are not part of a cluster.
*
* @return PointInterface[]
* @return Point[]
*
* @since 1.0.0
*/

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@ -2,7 +2,7 @@
/**
* Jingga
*
* PHP Version 8.1
* PHP Version 8.2
*
* @package phpOMS\Algorithm\Clustering
* @copyright Dennis Eichhorn
@ -50,7 +50,7 @@ final class DBSCAN implements ClusteringInterface
/**
* Points outside of any cluster
*
* @var PointInterface[]
* @var Point[]
* @since 1.0.0
*/
private array $noisePoints = [];
@ -58,7 +58,7 @@ final class DBSCAN implements ClusteringInterface
/**
* All points
*
* @var PointInterface[]
* @var Point[]
* @since 1.0.0
*/
private array $points = [];
@ -66,7 +66,7 @@ final class DBSCAN implements ClusteringInterface
/**
* Points of the cluster centers
*
* @var PointInterface[]
* @var Point[]
* @since 1.0.0
*/
private array $clusterCenters = [];
@ -76,7 +76,7 @@ final class DBSCAN implements ClusteringInterface
*
* Array of points assigned to a cluster
*
* @var array<int, PointInterface[]>
* @var array<int, Point[]>
* @since 1.0.0
*/
private array $clusters = [];
@ -118,7 +118,7 @@ final class DBSCAN implements ClusteringInterface
*/
public function __construct(?\Closure $metric = null)
{
$this->metric = $metric ?? function (PointInterface $a, PointInterface $b) {
$this->metric = $metric ?? function (Point $a, Point $b) {
$aCoordinates = $a->coordinates;
$bCoordinates = $b->coordinates;
@ -129,18 +129,18 @@ final class DBSCAN implements ClusteringInterface
/**
* Expand cluster with additional point and potential neighbors.
*
* @param PointInterface $point Point to add to a cluster
* @param array $neighbors Neighbors of point
* @param int $c Cluster id
* @param float $epsilon Max distance
* @param int $minPoints Min amount of points required for a cluster
* @param Point $point Point to add to a cluster
* @param array $neighbors Neighbors of point
* @param int $c Cluster id
* @param float $epsilon Max distance
* @param int $minPoints Min amount of points required for a cluster
*
* @return void
*
* @since 1.0.0
*/
private function expandCluster(
PointInterface $point,
Point $point,
array $neighbors,
int $c,
float $epsilon,
@ -174,14 +174,14 @@ final class DBSCAN implements ClusteringInterface
/**
* Find neighbors of a point
*
* @param PointInterface $point Base point for potential neighbors
* @param float $epsilon Max distance to neighbor
* @param Point $point Base point for potential neighbors
* @param float $epsilon Max distance to neighbor
*
* @return array
*
* @since 1.0.0
*/
private function findNeighbors(PointInterface $point, float $epsilon) : array
private function findNeighbors(Point $point, float $epsilon) : array
{
$neighbors = [];
foreach ($this->points as $point2) {
@ -225,7 +225,7 @@ final class DBSCAN implements ClusteringInterface
/**
* {@inheritdoc}
*/
public function cluster(PointInterface $point) : ?PointInterface
public function cluster(Point $point) : ?Point
{
if ($this->convexHulls === []) {
foreach ($this->clusters as $c => $cluster) {
@ -251,9 +251,9 @@ final class DBSCAN implements ClusteringInterface
/**
* Generate the clusters of the points
*
* @param PointInterface[] $points Points to cluster
* @param float $epsilon Max distance
* @param int $minPoints Min amount of points required for a cluster
* @param Point[] $points Points to cluster
* @param float $epsilon Max distance
* @param int $minPoints Min amount of points required for a cluster
*
* @return void
*

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@ -2,7 +2,7 @@
/**
* Jingga
*
* PHP Version 8.1
* PHP Version 8.2
*
* @package phpOMS\Algorithm\Clustering
* @copyright Dennis Eichhorn
@ -50,7 +50,7 @@ final class DivisiveClustering implements ClusteringInterface
/**
* {@inheritdoc}
*/
public function cluster(PointInterface $point) : ?PointInterface
public function cluster(Point $point) : ?Point
{
return null;
}

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@ -2,7 +2,7 @@
/**
* Jingga
*
* PHP Version 8.1
* PHP Version 8.2
*
* @package phpOMS\Algorithm\Clustering
* @copyright Dennis Eichhorn
@ -46,7 +46,7 @@ final class Kmeans implements ClusteringInterface
/**
* Points of the cluster centers
*
* @var PointInterface[]
* @var Point[]
* @since 1.0.0
*/
private array $clusterCenters = [];
@ -54,7 +54,7 @@ final class Kmeans implements ClusteringInterface
/**
* Points of the clusters
*
* @var PointInterface[]
* @var Point[]
* @since 1.0.0
*/
private array $clusters = [];
@ -62,7 +62,7 @@ final class Kmeans implements ClusteringInterface
/**
* Points
*
* @var PointInterface[]
* @var Point[]
* @since 1.0.0
*/
private array $points = [];
@ -76,7 +76,7 @@ final class Kmeans implements ClusteringInterface
*/
public function __construct(?\Closure $metric = null)
{
$this->metric = $metric ?? function (PointInterface $a, PointInterface $b) {
$this->metric = $metric ?? function (Point $a, Point $b) {
$aCoordinates = $a->coordinates;
$bCoordinates = $b->coordinates;
@ -87,7 +87,7 @@ final class Kmeans implements ClusteringInterface
/**
* {@inheritdoc}
*/
public function cluster(PointInterface $point) : ?PointInterface
public function cluster(Point $point) : ?Point
{
$bestCluster = null;
$bestDistance = \PHP_FLOAT_MAX;
@ -121,8 +121,8 @@ final class Kmeans implements ClusteringInterface
/**
* Generate the clusters of the points
*
* @param PointInterface[] $points Points to cluster
* @param int<1, max> $clusters Amount of clusters
* @param Point[] $points Points to cluster
* @param int<1, max> $clusters Amount of clusters
*
* @return void
*
@ -183,14 +183,14 @@ final class Kmeans implements ClusteringInterface
/**
* Get the index and distance to the nearest cluster center
*
* @param PointInterface $point Point to get the cluster for
* @param PointInterface[] $clusterCenters All cluster centers
* @param Point $point Point to get the cluster for
* @param Point[] $clusterCenters All cluster centers
*
* @return array [index, distance]
*
* @since 1.0.0
*/
private function nearestClusterCenter(PointInterface $point, array $clusterCenters) : array
private function nearestClusterCenter(Point $point, array $clusterCenters) : array
{
$index = $point->group;
$dist = \PHP_FLOAT_MAX;
@ -208,12 +208,12 @@ final class Kmeans implements ClusteringInterface
}
/**
* Initializae cluster centers
* Initialize cluster centers
*
* @param PointInterface[] $points Points to use for the cluster center initialization
* @param int<0, max> $n Amount of clusters to use
* @param Point[] $points Points to use for the cluster center initialization
* @param int<0, max> $n Amount of clusters to use
*
* @return PointInterface[]
* @return Point[]
*
* @since 1.0.0
*/

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@ -2,7 +2,7 @@
/**
* Jingga
*
* PHP Version 8.1
* PHP Version 8.2
*
* @package phpOMS\Algorithm\Clustering
* @copyright Dennis Eichhorn
@ -61,7 +61,7 @@ final class MeanShift implements ClusteringInterface
/**
* Points outside of any cluster
*
* @var PointInterface[]
* @var Point[]
* @since 1.0.0
*/
private array $noisePoints = [];
@ -79,7 +79,7 @@ final class MeanShift implements ClusteringInterface
/**
* Points of the cluster centers
*
* @var PointInterface[]
* @var Point[]
* @since 1.0.0
*/
private array $clusterCenters = [];
@ -104,7 +104,7 @@ final class MeanShift implements ClusteringInterface
*/
public function __construct(?\Closure $metric = null, ?\Closure $kernel = null)
{
$this->metric = $metric ?? function (PointInterface $a, PointInterface $b) {
$this->metric = $metric ?? function (Point $a, Point $b) {
$aCoordinates = $a->coordinates;
$bCoordinates = $b->coordinates;
@ -119,7 +119,7 @@ final class MeanShift implements ClusteringInterface
/**
* Generate the clusters of the points
*
* @param PointInterface[] $points Points to cluster
* @param Point[] $points Points to cluster
* @param array<int|float> $bandwidth Bandwidth(s)
*
* @return void
@ -170,15 +170,15 @@ final class MeanShift implements ClusteringInterface
/**
* Perform shift on a point
*
* @param PointInterface $point Point to shift
* @param PointInterface $points Array of all points
* @param Point $point Point to shift
* @param Point $points Array of all points
* @param array<int|float> $bandwidth Bandwidth(s)
*
* @return PointInterface
* @return Point
*
* @since 1.0.0
*/
private function shiftPoint(PointInterface $point, array $points, array $bandwidth) : PointInterface
private function shiftPoint(Point $point, array $points, array $bandwidth) : Point
{
$scaleFactor = 0.0;
@ -209,7 +209,7 @@ final class MeanShift implements ClusteringInterface
/**
* Group points together into clusters
*
* @param PointInterface[] $points Array of points to assign to groups
* @param Point[] $points Array of points to assign to groups
*
* @return array
*
@ -242,14 +242,14 @@ final class MeanShift implements ClusteringInterface
/**
* Find the closest cluster/group of a point
*
* @param PointInterface $point Point to find the cluster for
* @param array<PointInterface[]> $groups Clusters
* @param Point $point Point to find the cluster for
* @param array<Point[]> $groups Clusters
*
* @return int
*
* @since 1.0.0
*/
private function findNearestGroup(PointInterface $point, array $groups) : int
private function findNearestGroup(Point $point, array $groups) : int
{
$nearestGroupIndex = -1;
$index = 0;
@ -272,14 +272,14 @@ final class MeanShift implements ClusteringInterface
/**
* Find distance of point to best cluster/group
*
* @param PointInterface $point Point to find the cluster for
* @param PointInterface[] $group Clusters
* @param Point $point Point to find the cluster for
* @param Point[] $group Clusters
*
* @return float Distance
*
* @since 1.0.0
*/
private function distanceToGroup(PointInterface $point, array $group) : float
private function distanceToGroup(Point $point, array $group) : float
{
$minDistance = \PHP_FLOAT_MAX;
@ -305,7 +305,7 @@ final class MeanShift implements ClusteringInterface
/**
* {@inheritdoc}
*/
public function cluster(PointInterface $point) : ?PointInterface
public function cluster(Point $point) : ?Point
{
$clusterId = $this->findNearestGroup($point, $this->clusters);

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@ -2,7 +2,7 @@
/**
* Jingga
*
* PHP Version 8.1
* PHP Version 8.2
*
* @package phpOMS\Algorithm\Clustering
* @copyright Dennis Eichhorn
@ -89,7 +89,7 @@ class Point implements PointInterface
/**
* {@inheritdoc}
*/
public function isEquals(PointInterface $point) : bool
public function isEquals(Point $point) : bool
{
return $this->name === $point->name && $this->coordinates === $point->coordinates;
}

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@ -2,7 +2,7 @@
/**
* Jingga
*
* PHP Version 8.1
* PHP Version 8.2
*
* @package phpOMS\Algorithm\Clustering
* @copyright Dennis Eichhorn
@ -25,6 +25,10 @@ namespace phpOMS\Algorithm\Clustering;
* @license OMS License 2.0
* @link https://jingga.app
* @since 1.0.0
*
* @property array<int, int|float> $coordinates
* @property string $name
* @property int $group
*/
interface PointInterface
{
@ -63,11 +67,11 @@ interface PointInterface
/**
* Check if two points are equal
*
* @param self $point Point to compare with
* @param Point $point Point to compare with
*
* @return bool
*
* @since 1.0.0
*/
public function isEquals(self $point) : bool;
public function isEquals(Point $point) : bool;
}

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@ -2,7 +2,7 @@
/**
* Jingga
*
* PHP Version 8.1
* PHP Version 8.2
*
* @package phpOMS\Algorithm\Clustering
* @copyright Dennis Eichhorn
@ -46,7 +46,7 @@ final class SpectralClustering implements ClusteringInterface
/**
* {@inheritdoc}
*/
public function cluster(PointInterface $point) : ?PointInterface
public function cluster(Point $point) : ?Point
{
return null;
}

View File

@ -2,7 +2,7 @@
/**
* Jingga
*
* PHP Version 8.1
* PHP Version 8.2
*
* @package phpOMS\Algorithm\CoinMatching
* @copyright Dennis Eichhorn

View File

@ -2,7 +2,7 @@
/**
* Jingga
*
* PHP Version 8.1
* PHP Version 8.2
*
* @package phpOMS\Algorithm\Frequency
* @copyright Dennis Eichhorn

View File

@ -2,7 +2,7 @@
/**
* Jingga
*
* PHP Version 8.1
* PHP Version 8.2
*
* @package phpOMS\Algorithm\Graph;
* @copyright Dennis Eichhorn

View File

@ -2,7 +2,7 @@
/**
* Jingga
*
* PHP Version 8.1
* PHP Version 8.2
*
* @package phpOMS\Algorithm\Graph
* @copyright Dennis Eichhorn

View File

@ -2,7 +2,7 @@
/**
* Jingga
*
* PHP Version 8.1
* PHP Version 8.2
*
* @package phpOMS\Algorithm\JobScheduling
* @copyright Dennis Eichhorn

View File

@ -2,7 +2,7 @@
/**
* Jingga
*
* PHP Version 8.1
* PHP Version 8.2
*
* @package phpOMS\Algorithm\JobScheduling
* @copyright Dennis Eichhorn

View File

@ -2,7 +2,7 @@
/**
* Jingga
*
* PHP Version 8.1
* PHP Version 8.2
*
* @package phpOMS\Algorithm\JobScheduling
* @copyright Dennis Eichhorn

View File

@ -2,7 +2,7 @@
/**
* Jingga
*
* PHP Version 8.1
* PHP Version 8.2
*
* @package phpOMS\Scheduling\Dependency
* @copyright Dennis Eichhorn

View File

@ -2,7 +2,7 @@
/**
* Jingga
*
* PHP Version 8.1
* PHP Version 8.2
*
* @package phpOMS\Scheduling\Dependency
* @copyright Dennis Eichhorn

View File

@ -2,7 +2,7 @@
/**
* Jingga
*
* PHP Version 8.1
* PHP Version 8.2
*
* @package phpOMS\Scheduling\Dependency
* @copyright Dennis Eichhorn

View File

@ -2,7 +2,7 @@
/**
* Jingga
*
* PHP Version 8.1
* PHP Version 8.2
*
* @package phpOMS\Scheduling\Dependency
* @copyright Dennis Eichhorn

View File

@ -2,7 +2,7 @@
/**
* Jingga
*
* PHP Version 8.1
* PHP Version 8.2
*
* @package phpOMS\Scheduling\Dependency
* @copyright Dennis Eichhorn

View File

@ -2,7 +2,7 @@
/**
* Jingga
*
* PHP Version 8.1
* PHP Version 8.2
*
* @package phpOMS\Scheduling\Dependency
* @copyright Dennis Eichhorn

View File

@ -2,7 +2,7 @@
/**
* Jingga
*
* PHP Version 8.1
* PHP Version 8.2
*
* @package phpOMS\Scheduling\Dependency
* @copyright Dennis Eichhorn

View File

@ -2,7 +2,7 @@
/**
* Jingga
*
* PHP Version 8.1
* PHP Version 8.2
*
* @package phpOMS\Scheduling\Dependency
* @copyright Dennis Eichhorn

View File

@ -2,7 +2,7 @@
/**
* Jingga
*
* PHP Version 8.1
* PHP Version 8.2
*
* @package phpOMS\Scheduling\Dependency
* @copyright Dennis Eichhorn

View File

@ -2,7 +2,7 @@
/**
* Jingga
*
* PHP Version 8.1
* PHP Version 8.2
*
* @package phpOMS\Scheduling
* @copyright Dennis Eichhorn

View File

@ -2,7 +2,7 @@
/**
* Jingga
*
* PHP Version 8.1
* PHP Version 8.2
*
* @package phpOMS\Scheduling
* @copyright Dennis Eichhorn

View File

@ -2,7 +2,7 @@
/**
* Jingga
*
* PHP Version 8.1
* PHP Version 8.2
*
* @package phpOMS\Scheduling
* @copyright Dennis Eichhorn

View File

@ -2,7 +2,7 @@
/**
* Jingga
*
* PHP Version 8.1
* PHP Version 8.2
*
* @package phpOMS\Algorithm\Knapsack
* @copyright Dennis Eichhorn

View File

@ -2,7 +2,7 @@
/**
* Jingga
*
* PHP Version 8.1
* PHP Version 8.2
*
* @package phpOMS\Algorithm\Knapsack
* @copyright Dennis Eichhorn

View File

@ -2,7 +2,7 @@
/**
* Jingga
*
* PHP Version 8.1
* PHP Version 8.2
*
* @package phpOMS\Algorithm\Knapsack
* @copyright Dennis Eichhorn

View File

@ -2,7 +2,7 @@
/**
* Jingga
*
* PHP Version 8.1
* PHP Version 8.2
*
* @package phpOMS\Algorithm\Knapsack
* @copyright Dennis Eichhorn

View File

@ -2,7 +2,7 @@
/**
* Jingga
*
* PHP Version 8.1
* PHP Version 8.2
*
* @package phpOMS\Algorithm\Knapsack
* @copyright Dennis Eichhorn

View File

@ -2,7 +2,7 @@
/**
* Jingga
*
* PHP Version 8.1
* PHP Version 8.2
*
* @package phpOMS\Algorithm\Knapsack
* @copyright Dennis Eichhorn

View File

@ -2,7 +2,7 @@
/**
* Jingga
*
* PHP Version 8.1
* PHP Version 8.2
*
* @package phpOMS\Algorithm\Maze
* @copyright Dennis Eichhorn

View File

@ -2,7 +2,7 @@
/**
* Jingga
*
* PHP Version 8.1
* PHP Version 8.2
*
* @package phpOMS\Algorithm\Optimization
* @copyright Dennis Eichhorn

View File

@ -2,7 +2,7 @@
/**
* Jingga
*
* PHP Version 8.1
* PHP Version 8.2
*
* @package phpOMS\Algorithm\Optimization
* @copyright Dennis Eichhorn

View File

@ -2,7 +2,7 @@
/**
* Jingga
*
* PHP Version 8.1
* PHP Version 8.2
*
* @package phpOMS\Algorithm\Optimization
* @copyright Dennis Eichhorn

View File

@ -2,7 +2,7 @@
/**
* Jingga
*
* PHP Version 8.1
* PHP Version 8.2
*
* @package phpOMS\Algorithm\Optimization
* @copyright Dennis Eichhorn

View File

@ -2,7 +2,7 @@
/**
* Jingga
*
* PHP Version 8.1
* PHP Version 8.2
*
* @package phpOMS\Algorithm\Optimization
* @copyright Dennis Eichhorn

View File

@ -2,7 +2,7 @@
/**
* Jingga
*
* PHP Version 8.1
* PHP Version 8.2
*
* @package phpOMS\Algorithm\Optimization
* @copyright Dennis Eichhorn

View File

@ -2,7 +2,7 @@
/**
* Jingga
*
* PHP Version 8.1
* PHP Version 8.2
*
* @package phpOMS\Algorithm\Optimization
* @copyright Dennis Eichhorn

View File

@ -2,7 +2,7 @@
/**
* Jingga
*
* PHP Version 8.1
* PHP Version 8.2
*
* @package phpOMS\Algorithm\Optimization
* @copyright Dennis Eichhorn

View File

@ -2,7 +2,7 @@
/**
* Jingga
*
* PHP Version 8.1
* PHP Version 8.2
*
* @package phpOMS\Algorithm\PathFinding
* @copyright Dennis Eichhorn

View File

@ -2,7 +2,7 @@
/**
* Jingga
*
* PHP Version 8.1
* PHP Version 8.2
*
* @package phpOMS\Algorithm\PathFinding
* @copyright Dennis Eichhorn

View File

@ -2,7 +2,7 @@
/**
* Jingga
*
* PHP Version 8.1
* PHP Version 8.2
*
* @package phpOMS\Algorithm\PathFinding
* @copyright Dennis Eichhorn

View File

@ -2,7 +2,7 @@
/**
* Jingga
*
* PHP Version 8.1
* PHP Version 8.2
*
* @package phpOMS\Algorithm\PathFinding
* @copyright Dennis Eichhorn

View File

@ -2,7 +2,7 @@
/**
* Jingga
*
* PHP Version 8.1
* PHP Version 8.2
*
* @package phpOMS\Algorithm\PathFinding
* @copyright Dennis Eichhorn

View File

@ -2,7 +2,7 @@
/**
* Jingga
*
* PHP Version 8.1
* PHP Version 8.2
*
* @package phpOMS\Algorithm\PathFinding
* @copyright Dennis Eichhorn

View File

@ -2,7 +2,7 @@
/**
* Jingga
*
* PHP Version 8.1
* PHP Version 8.2
*
* @package phpOMS\Algorithm\PathFinding
* @copyright Dennis Eichhorn

View File

@ -2,7 +2,7 @@
/**
* Jingga
*
* PHP Version 8.1
* PHP Version 8.2
*
* @package phpOMS\Algorithm\PathFinding
* @copyright Dennis Eichhorn

View File

@ -2,7 +2,7 @@
/**
* Jingga
*
* PHP Version 8.1
* PHP Version 8.2
*
* @package phpOMS\Algorithm\PathFinding
* @copyright Dennis Eichhorn

View File

@ -2,7 +2,7 @@
/**
* Jingga
*
* PHP Version 8.1
* PHP Version 8.2
*
* @package phpOMS\Algorithm\PathFinding
* @copyright Dennis Eichhorn

View File

@ -2,7 +2,7 @@
/**
* Jingga
*
* PHP Version 8.1
* PHP Version 8.2
*
* @package phpOMS\Algorithm\PathFinding
* @copyright Dennis Eichhorn

View File

@ -2,7 +2,7 @@
/**
* Jingga
*
* PHP Version 8.1
* PHP Version 8.2
*
* @package phpOMS\Algorithm\PathFinding
* @copyright Dennis Eichhorn

View File

@ -2,7 +2,7 @@
/**
* Jingga
*
* PHP Version 8.1
* PHP Version 8.2
*
* @package phpOMS\Algorithm\PathFinding
* @copyright Dennis Eichhorn

View File

@ -2,7 +2,7 @@
/**
* Jingga
*
* PHP Version 8.1
* PHP Version 8.2
*
* @package phpOMS\Algorithm\Rating
* @copyright Dennis Eichhorn

View File

@ -2,7 +2,7 @@
/**
* Jingga
*
* PHP Version 8.1
* PHP Version 8.2
*
* @package phpOMS\Algorithm\Rating
* @copyright Dennis Eichhorn

View File

@ -2,7 +2,7 @@
/**
* Jingga
*
* PHP Version 8.1
* PHP Version 8.2
*
* @package phpOMS\Algorithm\Rating
* @copyright Dennis Eichhorn

View File

@ -2,7 +2,7 @@
/**
* Jingga
*
* PHP Version 8.1
* PHP Version 8.2
*
* @package phpOMS\Algorithm\Rating
* @copyright Dennis Eichhorn

View File

@ -2,7 +2,7 @@
/**
* Jingga
*
* PHP Version 8.1
* PHP Version 8.2
*
* @package phpOMS\Algorithm\Rating
* @copyright Microsoft
@ -28,6 +28,7 @@ use phpOMS\Math\Stochastic\Distribution\NormalDistribution;
* @todo Implement https://github.com/sublee/trueskill/blob/master/trueskill/__init__.py
* https://github.com/Karaka-Management/phpOMS/issues/337
*/
// phpcs:ignoreFile
class TrueSkill
{
public const DEFAULT_MU = 25;
@ -226,37 +227,22 @@ class TrueSkill
/ (NormalDistribution::getCdf($epsilon - $tAbs, 0.0, 1.0) - NormalDistribution::getCdf(-$epsilon - $tAbs, 0.0, 1.0));
}
/**
*
*/
private function buildRatingLayer() : void
{
}
/**
*
*/
private function buildPerformanceLayer() : void
{
}
/**
*
*/
private function buildTeamPerformanceLayer() : void
{
}
/**
*
*/
private function buildTruncLayer() : void
{
}
/**
*
*/
private function factorGraphBuilders()
{
// Rating layer
@ -275,9 +261,6 @@ class TrueSkill
];
}
/**
*
*/
public function rating() : void
{
// Start values

View File

@ -2,7 +2,7 @@
/**
* Jingga
*
* PHP Version 8.1
* PHP Version 8.2
*
* @package phpOMS\Algorithm\Rating
* @copyright Dennis Eichhorn

View File

@ -2,7 +2,7 @@
/**
* Jingga
*
* PHP Version 8.1
* PHP Version 8.2
*
* @package phpOMS\Algorithm\Sort;
* @copyright Dennis Eichhorn

View File

@ -2,7 +2,7 @@
/**
* Jingga
*
* PHP Version 8.1
* PHP Version 8.2
*
* @package phpOMS\Algorithm\Sort;
* @copyright Dennis Eichhorn

View File

@ -2,7 +2,7 @@
/**
* Jingga
*
* PHP Version 8.1
* PHP Version 8.2
*
* @package phpOMS\Algorithm\Sort;
* @copyright Dennis Eichhorn

View File

@ -2,7 +2,7 @@
/**
* Jingga
*
* PHP Version 8.1
* PHP Version 8.2
*
* @package phpOMS\Algorithm\Sort;
* @copyright Dennis Eichhorn

View File

@ -2,7 +2,7 @@
/**
* Jingga
*
* PHP Version 8.1
* PHP Version 8.2
*
* @package phpOMS\Algorithm\Sort;
* @copyright Dennis Eichhorn

View File

@ -2,7 +2,7 @@
/**
* Jingga
*
* PHP Version 8.1
* PHP Version 8.2
*
* @package phpOMS\Algorithm\Sort;
* @copyright Dennis Eichhorn

View File

@ -2,7 +2,7 @@
/**
* Jingga
*
* PHP Version 8.1
* PHP Version 8.2
*
* @package phpOMS\Algorithm\Sort;
* @copyright Dennis Eichhorn

View File

@ -2,7 +2,7 @@
/**
* Jingga
*
* PHP Version 8.1
* PHP Version 8.2
*
* @package phpOMS\Algorithm\Sort;
* @copyright Dennis Eichhorn

View File

@ -2,7 +2,7 @@
/**
* Jingga
*
* PHP Version 8.1
* PHP Version 8.2
*
* @package phpOMS\Algorithm\Sort;
* @copyright Dennis Eichhorn

View File

@ -2,7 +2,7 @@
/**
* Jingga
*
* PHP Version 8.1
* PHP Version 8.2
*
* @package phpOMS\Algorithm\Sort;
* @copyright Dennis Eichhorn

View File

@ -2,7 +2,7 @@
/**
* Jingga
*
* PHP Version 8.1
* PHP Version 8.2
*
* @package phpOMS\Algorithm\Sort;
* @copyright Dennis Eichhorn

View File

@ -2,7 +2,7 @@
/**
* Jingga
*
* PHP Version 8.1
* PHP Version 8.2
*
* @package phpOMS\Algorithm\Sort;
* @copyright Dennis Eichhorn

View File

@ -2,7 +2,7 @@
/**
* Jingga
*
* PHP Version 8.1
* PHP Version 8.2
*
* @package phpOMS\Algorithm\Sort;
* @copyright Dennis Eichhorn

View File

@ -2,7 +2,7 @@
/**
* Jingga
*
* PHP Version 8.1
* PHP Version 8.2
*
* @package phpOMS\Algorithm\Sort;
* @copyright Dennis Eichhorn

View File

@ -2,7 +2,7 @@
/**
* Jingga
*
* PHP Version 8.1
* PHP Version 8.2
*
* @package phpOMS\Algorithm\Sort;
* @copyright Dennis Eichhorn

View File

@ -2,7 +2,7 @@
/**
* Jingga
*
* PHP Version 8.1
* PHP Version 8.2
*
* @package phpOMS\Algorithm\Sort;
* @copyright Dennis Eichhorn

View File

@ -2,7 +2,7 @@
/**
* Jingga
*
* PHP Version 8.1
* PHP Version 8.2
*
* @package phpOMS\Algorithm\Sort;
* @copyright Dennis Eichhorn

View File

@ -2,7 +2,7 @@
/**
* Jingga
*
* PHP Version 8.1
* PHP Version 8.2
*
* @package phpOMS\Algorithm\Sort
* @copyright Dennis Eichhorn

View File

@ -2,7 +2,7 @@
/**
* Jingga
*
* PHP Version 8.1
* PHP Version 8.2
*
* @package phpOMS\Algorithm\Sort;
* @copyright Dennis Eichhorn

View File

@ -2,7 +2,7 @@
/**
* Jingga
*
* PHP Version 8.1
* PHP Version 8.2
*
* @package phpOMS\Algorithm\Sort;
* @copyright Dennis Eichhorn

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