Modified limitedEventBuffer to send in linear delay

app/Services/IterationEventBuffer/PerceptronLimitedEpochEventBuffer.php

@@ -32,20 +32,12 @@ class PerceptronLimitedEpochEventBuffer implements IPerceptronIterationEventBuff
             'weights' => $synaptic_weights,
         ];
 
-        if ($this->underSizeIncreaseCount <= $this->sizeIncreaseStart) { // Special case where we need to send each iteration separately
-            $this->underSizeIncreaseCount++;
-            $this->data[] = $newData;
-            $this->flush();
-
-            return;
-        }
-
         $lastEpoch = $this->data[0]['epoch'] ?? null;
         if ($this->data && $lastEpoch !== $epoch) { // Current Epoch has changed from the last one
-            if ($lastEpoch % $this->epochInterval === 0) { // The last epoch need to be sent
+            if ($lastEpoch == 1 || $lastEpoch % $this->epochInterval === 0) { // The last saved epoch need to be sent
                 $this->flush(); // Flush all data from the previous epoch
             } else {
-                $this->data = [];
+                $this->data = []; // We clear the data without sending it as we are saving the next epoch data
             }
 
             $lastEpoch = $epoch;

config/perceptron.php

@@ -7,12 +7,12 @@ return [
      * Beyond this number of iterations, the broadcast will be splitted every x iterations,
      * x is limited_broadcast_number
      */
-    'limited_broadcast_iterations' => 200,
+    'limited_broadcast_iterations' => 100,
 
     /**
      * How much broadcasts is sent when in limmited broadcast mode
      */
-    'limited_broadcast_number' => 200,
+    'limited_broadcast_number' => 100,
 
     'broadcast_iteration_size' => 75,