Add Optimizer tests and remove initialTheta (#252)

* Add  Optimizer tests

* Remove Optimizer.initialTheta and rename Optimizer.setInitialTheta to setTheta

src/Helper/Optimizer/Optimizer.php

@@ -9,8 +9,6 @@ use Phpml\Exception\InvalidArgumentException;
 
 abstract class Optimizer
 {
-    public $initialTheta;
-
     /**
      * Unknown variables to be found
      *
@@ -37,11 +35,9 @@ abstract class Optimizer
         for ($i = 0; $i < $this->dimensions; ++$i) {
             $this->theta[] = (random_int(0, PHP_INT_MAX) / PHP_INT_MAX) + 0.1;
         }
-
-        $this->initialTheta = $this->theta;
     }
 
-    public function setInitialTheta(array $theta)
+    public function setTheta(array $theta)
     {
         if (count($theta) != $this->dimensions) {
             throw new InvalidArgumentException(sprintf('Number of values in the weights array should be %s', $this->dimensions));

src/Helper/Optimizer/StochasticGD.php

@@ -89,7 +89,7 @@ class StochasticGD extends Optimizer
         $this->dimensions = $dimensions;
     }
 
-    public function setInitialTheta(array $theta)
+    public function setTheta(array $theta)
     {
         if (count($theta) != $this->dimensions + 1) {
             throw new InvalidArgumentException(sprintf('Number of values in the weights array should be %s', $this->dimensions + 1));

tests/Helper/Optimizer/ConjugateGradientTest.php

@@ -57,7 +57,7 @@ class ConjugateGradientTest extends TestCase
 
         $optimizer = new ConjugateGradient(1);
         // set very weak theta to trigger very bad result
-        $optimizer->setInitialTheta([0.0000001, 0.0000001]);
+        $optimizer->setTheta([0.0000001, 0.0000001]);
 
         $theta = $optimizer->runOptimization($samples, $targets, $callback);
 
@@ -97,6 +97,6 @@ class ConjugateGradientTest extends TestCase
         $opimizer = new ConjugateGradient(2);
 
         $this->expectException(InvalidArgumentException::class);
-        $opimizer->setInitialTheta([0.15]);
+        $opimizer->setTheta([0.15]);
     }
 }

tests/Helper/Optimizer/OptimizerTest.php

@@ -0,0 +1,34 @@
+<?php
+
+declare(strict_types=1);
+
+namespace Phpml\Tests\Helper\Optimizer;
+
+use Phpml\Exception\InvalidArgumentException;
+use Phpml\Helper\Optimizer\Optimizer;
+use PHPUnit\Framework\TestCase;
+
+class OptimizerTest extends TestCase
+{
+    public function testThrowExceptionWithInvalidTheta(): void
+    {
+        $this->expectException(InvalidArgumentException::class);
+        $this->expectExceptionMessage('Number of values in the weights array should be 3');
+        /** @var Optimizer $optimizer */
+        $optimizer = $this->getMockForAbstractClass(Optimizer::class, [3]);
+
+        $optimizer->setTheta([]);
+    }
+
+    public function testSetTheta(): void
+    {
+        /** @var Optimizer $optimizer */
+        $optimizer = $this->getMockForAbstractClass(Optimizer::class, [2]);
+        $object = $optimizer->setTheta([0.3, 1]);
+
+        $theta = $this->getObjectAttribute($optimizer, 'theta');
+
+        $this->assertSame($object, $optimizer);
+        $this->assertSame([0.3, 1], $theta);
+    }
+}