Merge branch '2.5' of https://github.com/RubixML/ML into 2.5

Author: andrewdalpino

CHANGELOG.md

@@ -1,6 +1,9 @@
 - 2.5.0
     - Added Vantage Point Spatial tree
     - Blob Generator can now `simulate()` a Dataset object
+    - Added Wrapper interface
+    - Added Swoole Backend
+    - Plus Plus added check for min number of sample seeds
 
 - 2.4.1
     - Sentence Tokenizer fix Arabic and Farsi language support

src/Clusterers/Seeders/PlusPlus.php

@@ -6,6 +6,7 @@
 use Rubix\ML\Kernels\Distance\Distance;
 use Rubix\ML\Kernels\Distance\Euclidean;
 use Rubix\ML\Specifications\DatasetIsNotEmpty;
+use Rubix\ML\Exceptions\RuntimeException;
 
 use function count;
 
@@ -49,12 +50,18 @@ public function __construct(?Distance $kernel = null)
      *
      * @param Dataset $dataset
      * @param int $k
+     * @throws RuntimeException
      * @return list<list<string|int|float>>
      */
     public function seed(Dataset $dataset, int $k) : array
     {
         DatasetIsNotEmpty::with($dataset)->check();
 
+        if ($k > $dataset->numSamples()) {
+            throw new RuntimeException("Cannot seed $k clusters with only "
+                . $dataset->numSamples() . ' samples.');
+        }
+
         $centroids = $dataset->randomSubset(1)->samples();
 
         while (count($centroids) < $k) {

tests/Transformers/MaxAbsoluteScalerTest.php

@@ -77,9 +77,9 @@ public function fitUpdateTransformReverse() : void
 
         $this->assertCount(3, $sample);
 
-        $this->assertEqualsWithDelta(0, $sample[0], 1);
-        $this->assertEqualsWithDelta(0, $sample[1], 1);
-        $this->assertEqualsWithDelta(0, $sample[2], 1);
+        $this->assertEqualsWithDelta(0, $sample[0], 1 + 1e-8);
+        $this->assertEqualsWithDelta(0, $sample[1], 1 + 1e-8);
+        $this->assertEqualsWithDelta(0, $sample[2], 1 + 1e-8);
 
         $dataset->reverseApply($this->transformer);
 

tests/Transformers/RobustStandardizerTest.php

@@ -86,7 +86,7 @@ public function fitUpdateTransformReverse() : void
 
         $dataset->reverseApply($this->transformer);
 
-        $this->assertEquals($original, $dataset->sample(0));
+        $this->assertEqualsWithDelta($original, $dataset->sample(0), 1e-8);
     }
 
     /**