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Qros.py
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191 lines (167 loc) · 7.73 KB
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# Import necessary libraries
import logging
import wx
import matplotlib.pyplot as plt
import pandas as pd
from qiskit import QuantumCircuit, execute, Aer
from matplotlib.backends.backend_wxagg import FigureCanvasWxAgg as FigureCanvas
# Quantum Circuit Manager
class QuantumCircuitManager:
def __init__(self, num_qubits):
self.num_qubits = num_qubits
self.reset_circuit()
def reset_circuit(self):
self.circuit = QuantumCircuit(self.num_qubits, self.num_qubits)
def add_gate(self, gate, qubit):
gate_actions = {
'Hadamard': lambda: self.circuit.h(qubit),
'CNOT': lambda: self.circuit.cx(qubit, (qubit + 1) % self.num_qubits),
'Pauli-X': lambda: self.circuit.x(qubit),
'Pauli-Y': lambda: self.circuit.y(qubit),
'Pauli-Z': lambda: self.circuit.z(qubit),
'T': lambda: self.circuit.t(qubit),
'S': lambda: self.circuit.s(qubit)
}
gate_actions.get(gate, lambda: logging.warning("Invalid gate"))()
def simulate_sensor_data(self):
simulated_data = [1 if bit == '1' else 0 for bit in bin(self.num_qubits)[2:]]
for i, bit in enumerate(simulated_data):
if bit == 1:
self.circuit.x(i)
# Quantum Computations
class QuantumComputations:
@staticmethod
def perform_quantum_computations(circuit_manager):
try:
simulator = Aer.get_backend('statevector_simulator')
result = execute(circuit_manager.circuit, simulator).result()
statevector = result.get_statevector(circuit_manager.circuit)
logging.info("Quantum computation performed")
return statevector
except Exception as e:
logging.error(f"Quantum computation error: {e}")
raise
# Data Manager
class DataManager:
@staticmethod
def import_data(file_path):
try:
data = pd.read_csv(file_path)
logging.info(f"Data imported from {file_path}")
return data
except Exception as e:
logging.error(f"Error importing data from {file_path}: {e}")
raise
@staticmethod
def export_data(data, file_path):
try:
data.to_csv(file_path, index=False)
logging.info(f"Data exported to {file_path}")
except Exception as e:
logging.error(f"Error exporting data to {file_path}: {e}")
raise
@staticmethod
def analyze_data(data):
try:
analysis_result = data.describe()
logging.info("Data analysis performed")
return analysis_result
except Exception as e:
logging.error(f"Error in data analysis: {e}")
raise
# Initialize logging
logging.basicConfig(filename='quantum_robotics_app.log', level=logging.INFO,
format='%(asctime)s:%(levelname)s:%(message)s')
# Advanced Quantum Robotics App
class AdvancedQuantumRoboticsApp(wx.Frame):
def __init__(self, parent, title):
super(AdvancedQuantumRoboticsApp, self).__init__(parent, title=title, size=(1200, 900))
self.data = pd.DataFrame()
self.circuit_manager = QuantumCircuitManager(2) # Default number of qubits
self.initialize_ui()
self.Centre()
self.Show()
def initialize_ui(self):
self.panel = wx.Panel(self)
self.vbox = wx.BoxSizer(wx.VERTICAL)
self.panel.SetSizer(self.vbox)
self.create_input_fields()
self.setup_buttons()
self.create_plot_canvas()
def create_input_fields(self):
input_sizer = wx.GridSizer(6, 2, 10, 10)
labels = ['Quantum Bit Error Rate', 'Coherence Time', 'Circuit Complexity',
'Feedback Loop Latency', 'Entanglement Quality', 'Quantum Gate Fidelity']
self.inputs = {}
for label in labels:
lbl = wx.StaticText(self.panel, label=label)
self.inputs[label] = wx.TextCtrl(self.panel)
input_sizer.AddMany([(lbl), (self.inputs[label])])
self.vbox.Add(input_sizer, flag=wx.EXPAND|wx.ALL, border=10)
def setup_buttons(self):
self.btn_calculate = wx.Button(self.panel, label='Calculate')
self.btn_import = wx.Button(self.panel, label='Import Data')
self.btn_export = wx.Button(self.panel, label='Export Data')
self.btn_analyze = wx.Button(self.panel, label='Analyze Data')
self.btn_reset = wx.Button(self.panel, label='Reset Circuit')
self.btn_simulate_sensor = wx.Button(self.panel, label='Simulate Sensor Data')
self.btn_calculate.Bind(wx.EVT_BUTTON, self.on_calculate)
self.btn_import.Bind(wx.EVT_BUTTON, self.import_data)
self.btn_export.Bind(wx.EVT_BUTTON, self.export_data)
self.btn_analyze.Bind(wx.EVT_BUTTON, self.analyze_data)
self.btn_reset.Bind(wx.EVT_BUTTON, self.on_reset_circuit)
self.btn_simulate_sensor.Bind(wx.EVT_BUTTON, self.on_simulate_sensor_data)
self.vbox.Add(self.btn_calculate, flag=wx.EXPAND|wx.ALL, border=10)
self.vbox.Add(self.btn_import, flag=wx.EXPAND|wx.ALL, border=10)
self.vbox.Add(self.btn_export, flag=wx.EXPAND|wx.ALL, border=10)
self.vbox.Add(self.btn_analyze, flag=wx.EXPAND|wx.ALL, border=10)
self.vbox.Add(self.btn_reset, flag=wx.EXPAND|wx.ALL, border=10)
self.vbox.Add(self.btn_simulate_sensor, flag=wx.EXPAND|wx.ALL, border=10)
def create_plot_canvas(self):
self.figure = plt.Figure()
self.canvas = FigureCanvas(self.panel, -1, self.figure)
self.vbox.Add(self.canvas, 1, flag=wx.LEFT | wx.TOP | wx.EXPAND)
def on_calculate(self, event):
try:
statevector = QuantumComputations.perform_quantum_computations(self.circuit_manager)
print("Quantum Statevector:", statevector)
except Exception as e:
wx.MessageBox(f"Error in quantum calculation: {e}", "Error", wx.OK | wx.ICON_ERROR)
def import_data(self, event):
with wx.FileDialog(self, "Open CSV file", wildcard="CSV files (*.csv)|*.csv",
style=wx.FD_OPEN | wx.FD_FILE_MUST_EXIST) as fileDialog:
if fileDialog.ShowModal() == wx.ID_CANCEL:
return
path = fileDialog.GetPath()
try:
self.data = DataManager.import_data(path)
except Exception as e:
wx.MessageBox(f"Failed to open file: {e}", "Error", wx.OK | wx.ICON_ERROR)
def export_data(self, event):
with wx.FileDialog(self, "Save CSV file", wildcard="CSV files (*.csv)|*.csv",
style=wx.FD_SAVE | wx.FD_OVERWRITE_PROMPT) as fileDialog:
if fileDialog.ShowModal() == wx.ID_CANCEL:
return
path = fileDialog.GetPath()
try:
DataManager.export_data(self.data, path)
except Exception as e:
wx.MessageBox(f"Failed to save file: {e}", "Error", wx.OK | wx.ICON_ERROR)
def analyze_data(self, event):
try:
analysis_result = DataManager.analyze_data(self.data)
wx.MessageBox(f"Analysis Result:\n{analysis_result}", "Analysis Result", wx.OK)
except Exception as e:
wx.MessageBox(f"Error in data analysis: {e}", "Error", wx.OK | wx.ICON_ERROR)
def on_reset_circuit(self, event):
self.circuit_manager.reset_circuit()
wx.MessageBox("Quantum circuit reset successfully", "Info", wx.OK | wx.ICON_INFORMATION)
def on_simulate_sensor_data(self, event):
self.circuit_manager.simulate_sensor_data()
wx.MessageBox("Sensor data simulated", "Info", wx.OK | wx.ICON_INFORMATION)
def main():
app = wx.App(False)
frame = AdvancedQuantumRoboticsApp(None, 'Quantum Robotics Designer')
app.MainLoop()
if __name__ == '__main__':
main()