<?php
/**
* @ASCOOS-NAME : Ascoos OS
* @ASCOOS-VERSION : 26.0.0
* @ASCOOS-SUPPORT : support@ascoos.com
* @ASCOOS-BUGS : https://issues.ascoos.com
*
* @CASE-STUDY : semantic_macro_profiler.php
* @fileNo : ASCOOS-OS-CASESTUDY-SEC02235
*
* @desc <English> Creates a semantic macro profiler using DSL, NLP, and AI.
* Analyzes editorial content, predicts macro execution,
* visualizes semantic scores, and stores results.
* @desc <Greek> ?????????? semantic macro profiler ?? ????? DSL, NLP ??? AI.
* ??????? ?????????? ???????????, ????????? ???????? macro,
* ??????????? semantic scores ??? ?????????? ????????????.
*
* @since PHP 8.2.0+
*/
declare(strict_types=1);
// -----------------------------------------------------------------------------
// <English> Import required Ascoos OS classes
// <Greek> ???????? ???????????? ??????? ??? Ascoos OS
// -----------------------------------------------------------------------------
use ASCOOS\OS\Kernel\{
Parsers\DSL\AbstractDslAstBuilder,
Parsers\DSL\AstMacroTranslator,
AI\NLP\TLanguageProcessingAIHandler,
AI\NeuralNet\TNeuralNetworkHandler,
Arrays\Events\TEventHandler,
Graphs\Charts\TChartsHandler,
Core\Errors\Messages\TErrorMessageHandler,
Files\TFilesHandler
};
global $AOS_TMP_DATA_PATH, $AOS_FONTS_PATH, $AOS_LOGS_PATH;
// -----------------------------------------------------------------------------
// <English> Define configuration properties
// <Greek> ??????? ????????? ??? ?????????? ??? ?????????
// -----------------------------------------------------------------------------
$properties = [
'file' => [
'baseDir' => $AOS_TMP_DATA_PATH . '/semantic_macro_profiler',
'quotaSize' => 1000000000 // ~1GB quota
],
'LineChart' => [
'width' => 900,
'height' => 500,
'fontPath' => $AOS_FONTS_PATH . '/Murecho/Murecho-Regular.ttf',
'backgroundColorIndex' => 1,
'lineColorIndex' => 4,
'axisColorIndex' => 0
],
'logs' => [
'useLogger' => true,
'dir' => $AOS_LOGS_PATH .'/',
'file' => 'semantic_macro_profiler.log'
]
];
// -----------------------------------------------------------------------------
// <English> Initialize handlers
// <Greek> ???????????? ????????? NLP, AI, ???????, ??????????, ?????????, ?????????
// -----------------------------------------------------------------------------
$nlp = new TLanguageProcessingAIHandler();
$ai = new TNeuralNetworkHandler();
$files = new TFilesHandler([], $properties['file']);
$chart = new TChartsHandler([], $properties['LineChart']);
$event = new TEventHandler([], $properties);
$error = new TErrorMessageHandler('el-GR', $properties);
// -----------------------------------------------------------------------------
// <English> Define DSL macro script
// <Greek> ??????? macro script ?? DSL
// -----------------------------------------------------------------------------
$dsl = <<<DSL
WHEN sentiment = negative AND topic = "security" THEN
TAG "risk"
NOTIFY "admin"
EXECUTE "audit_macro"
DSL;
// -----------------------------------------------------------------------------
// <English> NLP analysis
// <Greek> ??????? ???????????? ?? NLP ??? ?????????? ??? ????????
// -----------------------------------------------------------------------------
$text = "The system shows vulnerabilities in authentication and encryption. Immediate review is required.";
$sentiment = $nlp->naiveBayesSentiment($text);
$concepts = $nlp->conceptActivationVector(['security', 'vulnerabilities', 'authentication'], [$text]);
// -----------------------------------------------------------------------------
// <English> AI prediction
// <Greek> ?????????? ?????????? ??????? ??? ???????? ????????? macro
// -----------------------------------------------------------------------------
$ai->compile([
['input' => 3, 'output' => 4, 'activation' => 'relu'],
['input' => 4, 'output' => 1, 'activation' => 'sigmoid']
]);
$ai->fit([[0.9, 0.2, 0.8], [0.3, 0.7, 0.4]], [1, 0], epochs: 500, lr: 0.01);
$score = $ai->predictNetwork([[0.8, 0.3, 0.9]])[0];
// -----------------------------------------------------------------------------
// <English> DSL ? AST ? Macro
// <Greek> ????????? DSL ?? AST ??? ?????????? macro container
// -----------------------------------------------------------------------------
$astBuilder = new class extends AbstractDslAstBuilder {};
$ast = $astBuilder->buildAst($dsl);
$translator = new class([
'TAG' => fn(string $tag) => print("Tagged: $tag\n"),
'NOTIFY' => fn(string $who) => print("Notification sent to: $who\n"),
'EXECUTE' => fn(string $macro) => print("Executing macro: $macro\n"),
'sentiment'=> fn() => $sentiment,
'topic' => fn() => in_array('security', $concepts) ? 'security' : 'other'
]) extends AstMacroTranslator {};
$macroContainer = $translator->translateAst($ast);
// -----------------------------------------------------------------------------
// <English> Semantic profiling
// <Greek> ?????????? semantic profile ?? NLP ??? AI ????????
// -----------------------------------------------------------------------------
$profile = [
'sentiment' => $sentiment,
'topic' => $concepts,
'ai_score' => $score,
'triggered' => $score > 0.5
];
// -----------------------------------------------------------------------------
// <English> Save semantic profile
// <Greek> ?????????? semantic profile ?? JSON ??????
// -----------------------------------------------------------------------------
$folder = $properties['file']['baseDir'];
$files->createFolder($folder);
$files->writeToFileWithCheck(
json_encode($profile, JSON_PRETTY_PRINT | JSON_UNESCAPED_UNICODE),
$folder . '/semantic_profile.json'
);
// -----------------------------------------------------------------------------
// <English> Generate semantic graph
// <Greek> ?????????? ?????????? ??? AI score ??? ??????????
// -----------------------------------------------------------------------------
$chart->setArray([$score, ($sentiment === 'negative') ? 1 : 0], ['charts']);
$chart->LineChart($folder . '/semantic_profile.png');
// -----------------------------------------------------------------------------
// <English> Execute macro if AI score passes threshold
// <Greek> ???????? macro ?? ? ???????? AI ????? ??????
// -----------------------------------------------------------------------------
if ($score > 0.5) {
$macroContainer->executeIfTrue();
$event->register('macro_triggered', 'semantic_profiler', fn() =>
$event->logger?->log('Macro triggered based on semantic profile', $event::DEBUG_LEVEL_INFO)
);
$event->trigger('macro_triggered', 'semantic_profiler');
} else {
print("Macro skipped due to low AI score\n");
}
// -----------------------------------------------------------------------------
// <English> Free resources
// <Greek> ???????????? ????? ??? ?????????
// -----------------------------------------------------------------------------
$error->Free();
$chart->Free();
$event->Free();
$ai->Free();
$nlp->Free();
?>
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