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RubixML · Feb 3, 2025 · 0226b3f · 0226b3f
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diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
@@ -9,7 +9,7 @@ jobs:
     strategy:
       matrix:
         operating-system: [windows-latest, ubuntu-latest, macos-latest]
-        php-versions: ['8.0', '8.1', '8.2']
+        php-versions: ['8.4']
 
     steps:
       - name: Checkout

diff --git a/composer.json b/composer.json
@@ -21,7 +21,7 @@
         "svm", "text mining", "tf-idf", "tf idf", "t-sne", "tsne", "unsupervised learning"
     ],
     "authors": [
-        { 
+        {
             "name": "Andrew DalPino",
             "homepage": "https://github.com/andrewdalpino"
         },
@@ -31,32 +31,32 @@
         }
     ],
     "require": {
-        "php": ">=8.0",
+        "php": ">=8.4",
         "ext-json": "*",
+        "ext-numpower": ">=0.6",
         "amphp/parallel": "^1.3",
         "andrewdalpino/okbloomer": "^1.0",
+        "numpower/numpower": "^0.6",
         "psr/log": "^1.1|^2.0|^3.0",
         "rubix/tensor": "^3.0",
         "symfony/polyfill-mbstring": "^1.0",
-        "symfony/polyfill-php81": "^1.26",
-        "symfony/polyfill-php82": "^1.27",
-        "symfony/polyfill-php83": "^1.27",
         "wamania/php-stemmer": "^3.0"
     },
     "require-dev": {
         "friendsofphp/php-cs-fixer": "^3.0",
         "phpbench/phpbench": "^1.0",
         "phpstan/extension-installer": "^1.0",
-        "phpstan/phpstan": "^1.0",
-        "phpstan/phpstan-phpunit": "^1.0",
-        "phpunit/phpunit": "^9.0",
+        "phpstan/phpstan": "^2.0",
+        "phpstan/phpstan-phpunit": "^2.0",
+        "phpunit/phpunit": "^11.0",
         "swoole/ide-helper": "^5.1"
     },
     "suggest": {
         "ext-tensor": "For fast Matrix/Vector computing",
         "ext-gd": "For image support",
         "ext-mbstring": "For fast multibyte string manipulation",
-        "ext-svm": "For Support Vector Machine engine (libsvm)"
+        "ext-svm": "For support Vector Machine engine (libsvm)",
+        "ext-swoole": "For support Swoole runner"
     },
     "autoload": {
         "psr-4": {

diff --git a/phpunit.xml b/phpunit.xml
@@ -2,32 +2,33 @@
 <phpunit
   xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
   backupGlobals="false"
-  backupStaticAttributes="false"
   bootstrap="vendor/autoload.php"
   colors="true"
-  convertErrorsToExceptions="true"
-  convertNoticesToExceptions="true"
-  convertWarningsToExceptions="true"
-  forceCoversAnnotation="true"
+  displayDetailsOnTestsThatTriggerDeprecations="true"
+  displayDetailsOnTestsThatTriggerNotices="true"
+  displayDetailsOnTestsThatTriggerWarnings="true"
+  displayDetailsOnTestsThatTriggerErrors="true"
+  displayDetailsOnSkippedTests="true"
   processIsolation="true"
   stopOnFailure="false"
+  testdox="true"
   xsi:noNamespaceSchemaLocation="https://schema.phpunit.de/9.3/phpunit.xsd"
 >
-  <coverage processUncoveredFiles="true">
+  <source>
     <include>
       <directory suffix=".php">src</directory>
     </include>
-  </coverage>
+  </source>
   <testsuites>
-    <testsuite name="Base">
-      <directory>tests</directory>
-    </testsuite>
     <testsuite name="Anomaly Detectors">
       <directory>tests/AnomalyDetectors</directory>
     </testsuite>
     <testsuite name="Backends">
       <directory>tests/Backends</directory>
     </testsuite>
+    <testsuite name="Base">
+      <directory>tests/Base</directory>
+    </testsuite>
     <testsuite name="Classifiers">
       <directory>tests/Classifiers</directory>
     </testsuite>
@@ -55,7 +56,7 @@
     <testsuite name="Loggers">
       <directory>tests/Loggers</directory>
     </testsuite>
-    <testsuite name="Neural Net">
+    <testsuite name="NeuralNet">
       <directory>tests/NeuralNet</directory>
     </testsuite>
     <testsuite name="Persisters">
@@ -64,14 +65,17 @@
     <testsuite name="Regressors">
       <directory>tests/Regressors</directory>
     </testsuite>
+    <testsuite name="Serializers">
+      <directory>tests/Serializers</directory>
+    </testsuite>
     <testsuite name="Specifications">
       <directory>tests/Specifications</directory>
     </testsuite>
     <testsuite name="Strategies">
       <directory>tests/Strategies</directory>
     </testsuite>
     <testsuite name="Tokenizers">
-      <directory>tests/Transformers</directory>
+      <directory>tests/Tokenizers</directory>
     </testsuite>
     <testsuite name="Transformers">
       <directory>tests/Transformers</directory>

diff --git a/src/AnomalyDetectors/GaussianMLE.php b/src/AnomalyDetectors/GaussianMLE.php
@@ -133,7 +133,7 @@ public function type() : EstimatorType
      *
      * @internal
      *
-     * @return list<\Rubix\ML\DataType>
+     * @return list<DataType>
      */
     public function compatibility() : array
     {

diff --git a/src/AnomalyDetectors/IsolationForest.php b/src/AnomalyDetectors/IsolationForest.php
@@ -97,7 +97,7 @@ class IsolationForest implements Estimator, Learner, Scoring, Persistable
     /**
      * The isolation trees that make up the forest.
      *
-     * @var \Rubix\ML\Graph\Trees\ITree[]
+     * @var ITree[]
      */
     protected array $trees = [
         //
@@ -162,7 +162,7 @@ public function type() : EstimatorType
      *
      * @internal
      *
-     * @return list<\Rubix\ML\DataType>
+     * @return list<DataType>
      */
     public function compatibility() : array
     {

diff --git a/src/AnomalyDetectors/Loda.php b/src/AnomalyDetectors/Loda.php
@@ -171,7 +171,7 @@ public function type() : EstimatorType
      *
      * @internal
      *
-     * @return list<\Rubix\ML\DataType>
+     * @return list<DataType>
      */
     public function compatibility() : array
     {

diff --git a/src/AnomalyDetectors/OneClassSVM.php b/src/AnomalyDetectors/OneClassSVM.php
@@ -139,7 +139,7 @@ public function type() : EstimatorType
      *
      * @internal
      *
-     * @return list<\Rubix\ML\DataType>
+     * @return list<DataType>
      */
     public function compatibility() : array
     {

diff --git a/src/AnomalyDetectors/RobustZScore.php b/src/AnomalyDetectors/RobustZScore.php
@@ -138,7 +138,7 @@ public function type() : EstimatorType
      *
      * @internal
      *
-     * @return list<\Rubix\ML\DataType>
+     * @return list<DataType>
      */
     public function compatibility() : array
     {

diff --git a/src/Backends/Amp.php b/src/Backends/Amp.php
@@ -104,7 +104,7 @@ public function enqueue(Task $task, ?callable $after = null, mixed $context = nu
      * @param AmpTask $task
      * @param callable(mixed,mixed):void $after
      * @param mixed $context
-     * @return \Generator<\Amp\Promise>
+     * @return Generator<\Amp\Promise>
      */
     public function coroutine(AmpTask $task, ?callable $after = null, mixed $context = null) : Generator
     {
@@ -138,7 +138,7 @@ public function process() : array
      *
      * @internal
      *
-     * @return \Generator<\Amp\Promise>
+     * @return Generator<\Amp\Promise>
      */
     public function gather() : Generator
     {

diff --git a/src/Backends/Swoole.php b/src/Backends/Swoole.php
@@ -9,8 +9,6 @@
 use Swoole\Atomic;
 use Swoole\Process;
 
-use function Swoole\Coroutine\run;
-
 /**
  * Swoole
  *
@@ -110,7 +108,7 @@ function (Process $worker) use ($maxMessageLength, $queueItem) {
             $currentCpu = ($currentCpu + 1) % $this->cpus;
         }
 
-        run(function () use ($maxMessageLength, &$results, $workerProcesses) {
+        Coroutine::run(function () use ($maxMessageLength, &$results, $workerProcesses) {
             foreach ($workerProcesses as $index => $workerProcess) {
                 $status = $workerProcess->wait();
 

diff --git a/src/BootstrapAggregator.php b/src/BootstrapAggregator.php
@@ -83,7 +83,7 @@ class BootstrapAggregator implements Estimator, Learner, Parallel, Persistable
     /**
      * The ensemble of estimators.
      *
-     * @var list<\Rubix\ML\Learner>
+     * @var list<Learner>
      */
     protected array $ensemble = [
         //
@@ -136,7 +136,7 @@ public function type() : EstimatorType
      *
      * @internal
      *
-     * @return list<\Rubix\ML\DataType>
+     * @return list<DataType>
      */
     public function compatibility() : array
     {

diff --git a/src/Classifiers/AdaBoost.php b/src/Classifiers/AdaBoost.php
@@ -112,7 +112,7 @@ class AdaBoost implements Estimator, Learner, Probabilistic, Verbose, Persistabl
     /**
      * The ensemble of *weak* classifiers.
      *
-     * @var \Rubix\ML\Learner[]|null
+     * @var Learner[]|null
      */
     protected ?array $ensemble = null;
 
@@ -255,7 +255,7 @@ public function trained() : bool
     /**
      * Return an iterable progress table with the steps from the last training session.
      *
-     * @return \Generator<mixed[]>
+     * @return Generator<mixed[]>
      */
     public function steps() : Generator
     {

diff --git a/src/Classifiers/ClassificationTree.php b/src/Classifiers/ClassificationTree.php
@@ -94,7 +94,7 @@ public function type() : EstimatorType
      *
      * @internal
      *
-     * @return list<\Rubix\ML\DataType>
+     * @return list<DataType>
      */
     public function compatibility() : array
     {

diff --git a/src/Classifiers/ExtraTreeClassifier.php b/src/Classifiers/ExtraTreeClassifier.php
@@ -93,7 +93,7 @@ public function type() : EstimatorType
      *
      * @internal
      *
-     * @return list<\Rubix\ML\DataType>
+     * @return list<DataType>
      */
     public function compatibility() : array
     {

diff --git a/src/Classifiers/GaussianNB.php b/src/Classifiers/GaussianNB.php
@@ -161,7 +161,7 @@ public function type() : EstimatorType
      *
      * @internal
      *
-     * @return list<\Rubix\ML\DataType>
+     * @return list<DataType>
      */
     public function compatibility() : array
     {

diff --git a/src/Classifiers/LogisticRegression.php b/src/Classifiers/LogisticRegression.php
@@ -196,7 +196,7 @@ public function type() : EstimatorType
      *
      * @internal
      *
-     * @return list<\Rubix\ML\DataType>
+     * @return list<DataType>
      */
     public function compatibility() : array
     {
@@ -238,7 +238,7 @@ public function trained() : bool
     /**
      * Return an iterable progress table with the steps from the last training session.
      *
-     * @return \Generator<mixed[]>
+     * @return Generator<mixed[]>
      */
     public function steps() : Generator
     {

diff --git a/src/Classifiers/LogitBoost.php b/src/Classifiers/LogitBoost.php
@@ -321,7 +321,7 @@ public function trained() : bool
     /**
      * Return an iterable progress table with the steps from the last training session.
      *
-     * @return \Generator<mixed[]>
+     * @return Generator<mixed[]>
      */
     public function steps() : Generator
     {

diff --git a/src/Classifiers/MultilayerPerceptron.php b/src/Classifiers/MultilayerPerceptron.php
@@ -69,7 +69,7 @@ class MultilayerPerceptron implements Estimator, Learner, Online, Probabilistic,
     /**
      * An array composing the user-specified hidden layers of the network in order.
      *
-     * @var \Rubix\ML\NeuralNet\Layers\Hidden[]
+     * @var Hidden[]
      */
     protected array $hiddenLayers;
 
@@ -165,7 +165,7 @@ class MultilayerPerceptron implements Estimator, Learner, Online, Probabilistic,
     protected ?array $losses = null;
 
     /**
-     * @param \Rubix\ML\NeuralNet\Layers\Hidden[] $hiddenLayers
+     * @param Hidden[] $hiddenLayers
      * @param int $batchSize
      * @param Optimizer|null $optimizer
      * @param int $epochs
@@ -259,7 +259,7 @@ public function type() : EstimatorType
      *
      * @internal
      *
-     * @return list<\Rubix\ML\DataType>
+     * @return list<DataType>
      */
     public function compatibility() : array
     {
@@ -304,7 +304,7 @@ public function trained() : bool
     /**
      * Return an iterable progress table with the steps from the last training session.
      *
-     * @return \Generator<mixed[]>
+     * @return Generator<mixed[]>
      */
     public function steps() : Generator
     {

diff --git a/src/Classifiers/NaiveBayes.php b/src/Classifiers/NaiveBayes.php
@@ -151,7 +151,7 @@ public function type() : EstimatorType
      *
      * @internal
      *
-     * @return list<\Rubix\ML\DataType>
+     * @return list<DataType>
      */
     public function compatibility() : array
     {

diff --git a/src/Classifiers/OneVsRest.php b/src/Classifiers/OneVsRest.php
@@ -56,7 +56,7 @@ class OneVsRest implements Estimator, Learner, Probabilistic, Parallel, Persista
     /**
      * A map of each class to its binary classifier.
      *
-     * @var array<\Rubix\ML\Learner>
+     * @var array<Learner>
      */
     protected array $classifiers = [
         //

diff --git a/src/Classifiers/SVC.php b/src/Classifiers/SVC.php
@@ -150,7 +150,7 @@ public function type() : EstimatorType
      *
      * @internal
      *
-     * @return list<\Rubix\ML\DataType>
+     * @return list<DataType>
      */
     public function compatibility() : array
     {

diff --git a/src/Classifiers/SoftmaxClassifier.php b/src/Classifiers/SoftmaxClassifier.php
@@ -192,7 +192,7 @@ public function type() : EstimatorType
      *
      * @internal
      *
-     * @return list<\Rubix\ML\DataType>
+     * @return list<DataType>
      */
     public function compatibility() : array
     {
@@ -234,7 +234,7 @@ public function trained() : bool
     /**
      * Return an iterable progress table with the steps from the last training session.
      *
-     * @return \Generator<mixed[]>
+     * @return Generator<mixed[]>
      */
     public function steps() : Generator
     {