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2026-03-23 08:44:50 +01:00
parent 9d4b02fab5
commit ef90236adc
32 changed files with 123 additions and 113 deletions

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@@ -13,6 +13,7 @@ use App\Services\SynapticWeightsProvider\ISynapticWeightsProvider;
class SimpleBinaryPerceptronTraining extends NetworkTraining
{
private Perceptron $perceptron;
private int $iterationErrorCounter = 0;
public ActivationsFunctions $activationFunction = ActivationsFunctions::STEP;
@@ -51,7 +52,7 @@ class SimpleBinaryPerceptronTraining extends NetworkTraining
$this->addIterationToBuffer($error, [[$this->perceptron->getSynapticWeights()]]);
}
$this->datasetReader->reset(); // Reset the dataset for the next iteration
} while ($this->epoch < $this->maxEpochs && !$this->stopCondition());
} while ($this->epoch < $this->maxEpochs && ! $this->stopCondition());
$this->iterationEventBuffer->flush(); // Ensure all iterations are sent to the frontend
@@ -64,6 +65,7 @@ class SimpleBinaryPerceptronTraining extends NetworkTraining
if ($condition === true) {
event(new PerceptronTrainingEnded('Le perceptron ne commet plus d\'erreurs sur aucune des données', $this->sessionId, $this->trainingId));
}
return $this->iterationErrorCounter == 0;
}
@@ -79,9 +81,10 @@ class SimpleBinaryPerceptronTraining extends NetworkTraining
if ($error !== 0) { // Update synaptic weights if needed
$synaptic_weights = $this->perceptron->getSynapticWeights();
$inputs_with_bias = array_merge([1], $inputs); // Add bias input
$new_weights = array_map(fn($weight, $input) => $weight + $this->learningRate * $error * $input, $synaptic_weights, $inputs_with_bias);
$new_weights = array_map(fn ($weight, $input) => $weight + $this->learningRate * $error * $input, $synaptic_weights, $inputs_with_bias);
$this->perceptron->setSynapticWeights($new_weights);
}
return $error;
}