Advanced QT System Module

# Drafting the advanced system terminal quantization module

advanced_system_quantization_code = '''
class AdvancedSystemQuantized:
    def __init__(self, system_metrics):
        self.system_metrics = system_metrics
        print("AdvancedSystemQuantized initialized with CPU & GPU optimization! ⚙️🔧")
    
    def analyze_system_state(self):
        print("Analyzing system state for performance metrics...")
        cpu_usage = self.system_metrics.get("cpu_usage", 50)  # Default to 50% if not provided
        response_time = self.system_metrics.get("response_time", 150)  # Default to 150ms
        print(f"CPU Usage: {cpu_usage}%, Response Time: {response_time}ms")
        return cpu_usage, response_time

    def optimize_for_advanced_terminal(self, command):
        print(f"Optimizing command for the advanced terminal: {command}")
        cpu_usage, _ = self.analyze_system_state()
        if cpu_usage > 80:
            print("CPU is overworked. Applying CPU quantization for optimization...")
            return self.apply_cpu_quantization(command)
        elif cpu_usage > 50:
            print("System under moderate load, considering GPU offload...")
            return self.apply_gpu_quantization(command)
        else:
            print("System is running efficiently, applying parallelization...")
            return self.apply_parallelization(command)

    def apply_cpu_quantization(self, command):
        print("Reducing precision and optimizing for CPU efficiency...")
        # Placeholder logic for CPU quantization
        return f"cpu_quantized_terminal({command})"
    
    def apply_gpu_quantization(self, command):
        print("Offloading and optimizing command for GPU processing...")
        # Placeholder logic for GPU quantization
        return f"gpu_quantized_terminal({command})"
    
    def apply_parallelization(self, command):
        print("Applying parallelization techniques to optimize the command...")
        # Placeholder for parallelization
        return f"parallelized_terminal({command})"

# Example usage:
system_metrics = {"cpu_usage": 85, "response_time": 250}  # Example system state
advanced_system = AdvancedSystemQuantized(system_metrics)
command = "process_data"
optimized_command = advanced_system.optimize_for_advanced_terminal(command)
print(optimized_command)
'''

advanced_system_quantization_code