142 lines
4.9 KiB
PHP
142 lines
4.9 KiB
PHP
<?php
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namespace App\Services;
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use App\Enums\StatusVerifikasiWajah;
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use Illuminate\Support\Facades\DB;
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use Illuminate\Support\Facades\Log;
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use Illuminate\Http\UploadedFile;
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use Illuminate\Support\Facades\Storage;
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use Symfony\Component\Process\Process;
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use App\Jobs\ProcessFaceEnrollment;
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class FaceRecognitionService
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{
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private function getCleanEnv(): array
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{
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return [
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'PATH' => getenv('PATH') ?: '',
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'SYSTEMROOT' => getenv('SYSTEMROOT') ?: 'C:\\Windows',
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'TEMP' => getenv('TEMP') ?: sys_get_temp_dir(),
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'TMP' => getenv('TMP') ?: sys_get_temp_dir(),
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];
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}
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public function enrollFace($userId, UploadedFile $video)
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{
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$user = DB::table('users')->where('id', $userId)->first();
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if (!$user) {
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throw new \Exception('User tidak ditemukan.', 404);
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}
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$existing = DB::table('data_wajah')->where('id_user', $userId)->first();
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if ($existing && $existing->is_verified == StatusVerifikasiWajah::APPROVED) {
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$modelPath = "face_models/user_{$userId}_svm.pkl";
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if (Storage::disk('local')->exists($modelPath)) {
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throw new \Exception('Wajah Anda sudah terverifikasi. Hubungi HRD untuk reset.', 400);
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}
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Log::warning("User {$userId} is_verified=APPROVED tapi model SVM hilang, izinkan re-enrollment.");
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}
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$videoStoragePath = "face_videos/{$userId}";
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$datasetPath = "face_datasets/{$userId}";
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if (Storage::disk('local')->exists($videoStoragePath)) {
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Storage::disk('local')->deleteDirectory($videoStoragePath);
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}
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Storage::disk('local')->makeDirectory($videoStoragePath);
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if (Storage::disk('local')->exists($datasetPath)) {
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$files = Storage::disk('local')->files($datasetPath);
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foreach ($files as $file) {
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Storage::disk('local')->delete($file);
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}
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} else {
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Storage::disk('local')->makeDirectory($datasetPath);
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}
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$video->storeAs($videoStoragePath, 'enrollment.mp4', 'local');
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DB::table('data_wajah')->updateOrInsert(
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['id_user' => $userId],
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[
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'path_model_yml' => null,
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'path_model_pkl' => null,
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'path_scaler_pkl' => null,
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'path_video' => "{$videoStoragePath}/enrollment.mp4",
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'jumlah_frame' => null,
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'is_verified' => StatusVerifikasiWajah::PENDING,
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'last_updated' => now(),
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]
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);
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DB::table('users')
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->where('id', $userId)
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->update(['is_face_registered' => 1]);
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ProcessFaceEnrollment::dispatch($userId, $videoStoragePath, $datasetPath);
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return [
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'status' => true,
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'message' => 'Video wajah berhasil dikirim. Proses ekstraksi sedang berjalan. Setelah selesai, HRD akan memverifikasi data wajah Anda.',
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];
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}
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public function verifyFace($userId, UploadedFile $fotoMasuk)
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{
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$modelDir = storage_path('app/face_models');
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$modelFile = $modelDir . '/face_model.pkl';
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if (!file_exists($modelFile)) {
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throw new \Exception('Model wajah belum tersedia. Belum ada data training.');
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}
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$tempFileName = "verify_{$userId}_" . time() . ".jpg";
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$tempDir = storage_path("app/temp_verify");
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if (!is_dir($tempDir)) {
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mkdir($tempDir, 0755, true);
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}
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$absPathFoto = $tempDir . "/{$tempFileName}";
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$fotoMasuk->move($tempDir, $tempFileName);
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$pythonPath = env('PYTHON_PATH', 'python');
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$scriptPath = base_path('python_scripts/verify_face_svm.py');
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$process = new Process([
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$pythonPath,
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$scriptPath,
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$modelDir,
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(string) $userId,
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$absPathFoto
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], null, $this->getCleanEnv());
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$process->setTimeout(60);
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$process->run();
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@unlink($absPathFoto);
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if (!$process->isSuccessful()) {
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throw new \Exception("Python error: " . $process->getErrorOutput());
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}
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$output = json_decode($process->getOutput(), true);
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if (!isset($output['status'])) {
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throw new \Exception("Invalid Python output: " . $process->getOutput());
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}
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if (isset($output['status']) && $output['status'] === 'error') {
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throw new \Exception("Error Verifikasi: " . ($output['message'] ?? 'Unknown error'));
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}
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return [
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'verified' => ($output['match'] ?? false) === true,
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'confidence' => $output['confidence'] ?? null,
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'svm_confidence' => $output['svm_confidence'] ?? null,
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'verification_status' => $output['verification_status'] ?? 'UNKNOWN',
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'blur_score' => $output['blur_score'] ?? null,
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'message' => $output['message'] ?? null,
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];
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}
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}
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