<?php /** * @ASCOOS-NAME : Ascoos OS * @ASCOOS-VERSION : 26.0.0 * @ASCOOS-SUPPORT : [email protected] * @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, $utf8; // ----------------------------------------------------------------------------- // <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 ] ]; // ----------------------------------------------------------------------------- // <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> ???????????? ????? ??? ????????? // ----------------------------------------------------------------------------- $error->Free($error); $chart->Free($chart); $event->Free($event); $ai->Free($ai); $nlp->Free($nlp); ?> |