<?php
/**
* @ASCOOS-NAME : Ascoos OS
* @ASCOOS-VERSION : 26.0.0
* @ASCOOS-SUPPORT : support@ascoos.com
* @ASCOOS-BUGS : https://issues.ascoos.com
*
* @CASE-STUDY : neural_workflow_composer.php
* @fileNo : ASCOOS-OS-CASESTUDY-SEC00012
*
* @desc <English> Learns from system history and composes optimal macro workflows using neural networks.
* @desc <Greek> ???????? ??? ?? ???????? ??? ?????????? ??? ???????? ????????? ???????????? ?? ????? ?????????? ???????.
*
* @since PHP 8.2.0
*/
declare(strict_types=1);
use ASCOOS\OS\Kernel\AI\NeuralNet\TNeuralNetworkHandler;
use ASCOOS\OS\Kernel\Arrays\Macros\TMacroHandler;
// <English> System historical data
// <Greek> ???????? ???????? ??????????
$systemData = [
[0.2, 0.8, 0.5], // CPU, RAM, Disk
[0.9, 0.1, 0.3],
[0.4, 0.6, 0.7]
];
// <English> 1 = Execute macro, 0 = Bypass
// <Greek> 1 = ???????? macro, 0 = ?????????
$actions = [1, 0, 1];
// <English> Composer training
// <Greek> ?????????? ???????
$composer = new TNeuralNetworkHandler();
$composer->compile([
['input' => 3, 'output' => 4, 'activation' => 'relu'],
['input' => 4, 'output' => 1, 'activation' => 'sigmoid']
]);
$composer->fit($systemData, $actions, epochs: 1000, lr: 0.01);
// <English> Current system status
// <Greek> ???????? ????????? ??????????
$currentState = [0.6, 0.7, 0.4];
// <English> Next action prediction
// <Greek> ???????? ???????? ?????????
$score = $composer->predictNetwork([$currentState])[0];
// <English> Run macro if the forecast is positive
// <Greek> ???????? macro ?? ? ???????? ????? ??????
if ($score > 0.5) {
$macroHandler = new TMacroHandler();
$macroHandler->addMacro(fn() => print("Executing optimized macro"), [], delay: 0, priority: 1);
$macroHandler->runNext();
$macroHandler->Free();
} else {
print("Macro skipped based on neural prediction\n");
}
// <English> Free resources
// <Greek> ???????????? ????? ??? ?????????
$composer->Free();
?>
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