pythonExecutable = env('PYTHON_EXECUTABLE', 'python'); $this->scriptPath = env('PYTHON_CLASSIFIER_SCRIPT', base_path('scripts/rice_inference.py')); $this->modelDirectory = env('RICE_MODEL_DIR', base_path('../rice leaf diseases dataset')); } public function classifyFromBase64(array $payload): array { return $this->runAction('classify', $payload, 120); } public function classifyFromUrl(array $payload): array { return $this->runAction('classify-from-url', $payload, 120); } public function health(): array { return $this->runAction('health'); } public function info(): array { return $this->runAction('info'); } private function runAction(string $action, array $payload = [], int $timeout = 60): array { if (!is_file($this->scriptPath)) { throw new RuntimeException("Script classifier tidak ditemukan di {$this->scriptPath}"); } $command = [ $this->pythonExecutable, $this->scriptPath, $action, '--model-dir', $this->modelDirectory, ]; $process = new Process($command, base_path(), $this->buildProcessEnvironment()); $process->setTimeout($timeout); $process->setInput(json_encode($payload, JSON_UNESCAPED_SLASHES)); $process->run(); if (!$process->isSuccessful()) { $stderr = trim($process->getErrorOutput()); $stdout = trim($process->getOutput()); throw new RuntimeException($stderr !== '' ? $stderr : ($stdout !== '' ? $stdout : 'Gagal menjalankan proses inferensi Python')); } $output = trim($process->getOutput()); if ($output === '') { throw new RuntimeException('Proses inferensi Python tidak mengembalikan output.'); } $decoded = json_decode($output, true); if (!is_array($decoded)) { throw new RuntimeException('Output inferensi Python bukan JSON yang valid.'); } return $decoded; } private function buildProcessEnvironment(): array { $environment = array_merge($_SERVER, $_ENV); // Prevent Python from using conflicting host-level overrides. unset($environment['PYTHONHOME'], $environment['PYTHONPATH']); $pythonDir = dirname($this->pythonExecutable); $currentPath = getenv('PATH') ?: ($environment['PATH'] ?? ''); $environment['PATH'] = $pythonDir . PATH_SEPARATOR . $currentPath; if (!isset($environment['SystemRoot']) || $environment['SystemRoot'] === '') { $environment['SystemRoot'] = getenv('SystemRoot') ?: 'C:\\Windows'; } if (!isset($environment['WINDIR']) || $environment['WINDIR'] === '') { $environment['WINDIR'] = getenv('WINDIR') ?: 'C:\\Windows'; } $fallbackUserProfile = getenv('USERPROFILE') ?: ('C:\\Users\\' . (getenv('USERNAME') ?: 'Public')); if (!isset($environment['USERPROFILE']) || $environment['USERPROFILE'] === '') { $environment['USERPROFILE'] = $fallbackUserProfile; } if (!isset($environment['HOMEDRIVE']) || $environment['HOMEDRIVE'] === '') { $environment['HOMEDRIVE'] = getenv('HOMEDRIVE') ?: substr($fallbackUserProfile, 0, 2); } if (!isset($environment['HOMEPATH']) || $environment['HOMEPATH'] === '') { $environment['HOMEPATH'] = getenv('HOMEPATH') ?: substr($fallbackUserProfile, 2); } if (!isset($environment['APPDATA']) || $environment['APPDATA'] === '') { $environment['APPDATA'] = getenv('APPDATA') ?: ($fallbackUserProfile . '\\AppData\\Roaming'); } if (!isset($environment['LOCALAPPDATA']) || $environment['LOCALAPPDATA'] === '') { $environment['LOCALAPPDATA'] = getenv('LOCALAPPDATA') ?: ($fallbackUserProfile . '\\AppData\\Local'); } if (!isset($environment['TEMP']) || $environment['TEMP'] === '') { $environment['TEMP'] = getenv('TEMP') ?: ($fallbackUserProfile . '\\AppData\\Local\\Temp'); } if (!isset($environment['TMP']) || $environment['TMP'] === '') { $environment['TMP'] = getenv('TMP') ?: $environment['TEMP']; } return $environment; } }