392 lines
14 KiB
Python
392 lines
14 KiB
Python
#!/usr/bin/env python3
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"""
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AI驱动智能防御系统 - 标准化指令响应
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"""
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import requests
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import time
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import re
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import json
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import subprocess
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from datetime import datetime
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import threading
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import sqlite3
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import os
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class AIDrivenDefenseSystem:
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def __init__(self, api_key, log_file_path="/var/log/auth.log"):
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self.api_key = api_key
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self.api_url = "https://api.deepseek.com/v1/chat/completions"
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self.log_file_path = log_file_path
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self.last_position = 0
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# AI指令映射表
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self.ai_commands = {
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# 监控指令
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"高危攻击": self.defend_critical_attack,
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"立即封锁": self.defend_immediate_block,
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"暴力破解": self.defend_bruteforce,
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"端口扫描": self.defend_port_scan,
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"可疑行为": self.defend_suspicious,
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"持续监控": self.defend_monitor_only,
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# 反击指令(合法范围内)
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"反向追踪": self.defend_traceback,
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"流量限制": self.defend_rate_limit,
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"服务隐藏": self.defend_service_hide,
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"蜜罐诱捕": self.defend_honeypot,
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}
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# 初始化数据库
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self.init_database()
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def init_database(self):
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"""初始化防御数据库"""
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self.conn = sqlite3.connect('defense_actions.db', check_same_thread=False)
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cursor = self.conn.cursor()
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cursor.execute('''
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CREATE TABLE IF NOT EXISTS defense_logs (
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id INTEGER PRIMARY KEY,
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timestamp TIMESTAMP,
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ip TEXT,
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ai_command TEXT,
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action_taken TEXT,
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threat_level TEXT
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)
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''')
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self.conn.commit()
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def get_log_summary(self, log_lines):
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"""从日志中提取关键信息"""
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summary = {
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'failed_logins': [],
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'suspicious_ips': [],
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'port_scan_signs': [],
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'error_messages': [],
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'timeline': []
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}
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for line in log_lines[-100:]: # 分析最近100行
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line = line.strip()
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# SSH相关检测
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if "Failed password" in line:
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ip_match = re.search(r'from (\d+\.\d+\.\d+\.\d+)', line)
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if ip_match:
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ip = ip_match.group(1)
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summary['failed_logins'].append(f"SSH失败: {ip}")
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if ip not in summary['suspicious_ips']:
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summary['suspicious_ips'].append(ip)
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# 端口扫描检测
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elif "Connection reset by peer" in line or "refused connect" in line.lower():
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ip_match = re.search(r'from (\d+\.\d+\.\d+\.\d+)', line)
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if ip_match:
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summary['port_scan_signs'].append(f"端口扫描: {ip_match.group(1)}")
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# 其他可疑行为
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elif "invalid user" in line.lower() or "authentication failure" in line.lower():
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ip_match = re.search(r'from (\d+\.\d+\.\d+\.\d+)', line) or re.search(r'rhost=(\d+\.\d+\.\d+\.\d+)', line)
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if ip_match:
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summary['suspicious_ips'].append(ip_match.group(1))
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summary['error_messages'].append(line)
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return summary
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def ask_ai_for_command(self, log_summary):
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"""询问AI获取标准化防御指令"""
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prompt = f"""
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请分析以下系统日志摘要,并返回一个标准化的防御指令:
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日志摘要:
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{json.dumps(log_summary, indent=2, ensure_ascii=False)}
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请从以下指令中选择最合适的一个返回(只返回指令关键词):
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- "高危攻击":检测到严重入侵企图
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- "立即封锁":需要立即封锁IP
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- "暴力破解":检测到暴力破解攻击
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- "端口扫描":检测到端口扫描行为
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- "可疑行为":一般可疑活动,需要监控
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- "持续监控":无明显威胁,继续监控
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- "反向追踪":需要追踪攻击源
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- "流量限制":限制该IP的访问频率
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- "服务隐藏":隐藏服务端口
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- "蜜罐诱捕":设置蜜罐进行反制
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同时请分析:
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1. 攻击的严重程度
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2. 是否需要立即响应
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3. 建议的具体防御措施
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只返回指令关键词,不要其他内容。
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"""
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headers = {
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"Authorization": f"Bearer {self.api_key}",
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"Content-Type": "application/json"
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}
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data = {
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"model": "deepseek-chat",
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"messages": [
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{
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"role": "system",
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"content": "你是一个网络安全专家,专门分析日志和提供防御指令。只返回标准化指令关键词。"
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},
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{
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"role": "user",
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"content": prompt
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}
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],
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"temperature": 0.1,
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"max_tokens": 50
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}
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try:
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response = requests.post(self.api_url, headers=headers, json=data, timeout=30)
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response.raise_for_status()
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result = response.json()
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ai_response = result['choices'][0]['message']['content'].strip()
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# 提取指令关键词
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for command in self.ai_commands.keys():
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if command in ai_response:
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return command
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# 如果没有匹配的指令,返回默认指令
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return "持续监控"
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except Exception as e:
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print(f"AI API调用错误: {e}")
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return "持续监控"
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def execute_defense_command(self, command, ip_address=None, log_data=None):
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"""执行AI指令对应的防御动作"""
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print(f"🎯 执行AI指令: {command} | 目标IP: {ip_address}")
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if command in self.ai_commands:
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# 记录到数据库
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self.log_defense_action(ip_address, command, "开始执行")
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# 执行对应的防御函数
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result = self.ai_commands[command](ip_address, log_data)
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# 更新日志
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self.log_defense_action(ip_address, command, f"执行完成: {result}")
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return result
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else:
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print(f"未知指令: {command}")
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return "未知指令"
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def defend_critical_attack(self, ip, log_data):
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"""高危攻击响应"""
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actions = []
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# 1. 立即封锁IP
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actions.append(self.block_ip_iptables(ip))
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# 2. 记录到黑名单
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actions.append(self.add_to_blacklist(ip))
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# 3. 发送紧急警报
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actions.append(self.send_alert(f"高危攻击检测", f"IP: {ip} 被判定为高危攻击"))
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# 4. 收集攻击证据
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actions.append(self.collect_evidence(ip))
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return " | ".join(actions)
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def defend_immediate_block(self, ip, log_data):
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"""立即封锁响应"""
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return self.block_ip_iptables(ip)
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def defend_bruteforce(self, ip, log_data):
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"""暴力破解响应"""
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actions = []
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actions.append(self.block_ip_iptables(ip))
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actions.append(self.add_to_blacklist(ip))
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actions.append(self.change_ssh_port()) # 更改SSH端口
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return " | ".join(actions)
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def defend_port_scan(self, ip, log_data):
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"""端口扫描响应"""
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actions = []
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actions.append(self.rate_limit_ip(ip))
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actions.append(self.hide_services())
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actions.append(self.monitor_ip(ip))
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return " | ".join(actions)
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def defend_suspicious(self, ip, log_data):
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"""可疑行为响应"""
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return self.monitor_ip(ip)
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def defend_monitor_only(self, ip, log_data):
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"""持续监控"""
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return "保持监控状态"
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def defend_traceback(self, ip, log_data):
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"""反向追踪(合法方式)"""
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try:
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# 使用traceroute进行路径追踪
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result = subprocess.run(
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f"traceroute -m 10 {ip}",
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shell=True, capture_output=True, text=True, timeout=30
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)
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trace_info = result.stdout[:500] # 只保存前500字符
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# 保存追踪结果
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with open(f'traceback_{ip}_{datetime.now().strftime("%Y%m%d_%H%M%S")}.log', 'w') as f:
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f.write(trace_info)
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return f"反向追踪完成: {ip}"
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except Exception as e:
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return f"追踪失败: {e}"
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def defend_rate_limit(self, ip, log_data):
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"""流量限制"""
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try:
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# 使用iptables限制连接频率
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cmd = f"sudo iptables -A INPUT -s {ip} -m limit --limit 10/minute -j ACCEPT"
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subprocess.run(cmd, shell=True, check=True)
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cmd = f"sudo iptables -A INPUT -s {ip} -j DROP"
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subprocess.run(cmd, shell=True, check=True)
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return f"流量限制已设置: {ip}"
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except Exception as e:
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return f"流量限制失败: {e}"
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def defend_service_hide(self, ip, log_data):
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"""服务隐藏"""
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try:
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# 更改SSH端口(示例)
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cmd = "sudo sed -i 's/#Port 22/Port 2222/' /etc/ssh/sshd_config"
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subprocess.run(cmd, shell=True, check=True)
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subprocess.run("sudo systemctl restart sshd", shell=True, check=True)
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return "SSH服务已隐藏到2222端口"
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except Exception as e:
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return f"服务隐藏失败: {e}"
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def defend_honeypot(self, ip, log_data):
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"""蜜罐诱捕"""
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try:
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# 创建简单的蜜罐服务
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cmd = "sudo nohup python3 -m http.server 8080 --directory /tmp/ &"
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subprocess.run(cmd, shell=True, check=True)
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return "蜜罐服务已在8080端口启动"
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except Exception as e:
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return f"蜜罐设置失败: {e}"
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# 具体的防御动作实现
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def block_ip_iptables(self, ip):
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"""使用iptables封锁IP"""
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try:
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check_cmd = f"sudo iptables -C INPUT -s {ip} -j DROP 2>/dev/null"
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result = subprocess.run(check_cmd, shell=True, capture_output=True)
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if result.returncode != 0:
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block_cmd = f"sudo iptables -A INPUT -s {ip} -j DROP"
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subprocess.run(block_cmd, shell=True, check=True)
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return f"IP已封锁: {ip}"
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else:
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return f"IP已存在封锁规则: {ip}"
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except Exception as e:
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return f"封锁失败: {e}"
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def add_to_blacklist(self, ip):
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"""添加到黑名单文件"""
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try:
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with open('/tmp/ip_blacklist.txt', 'a') as f:
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f.write(f"{ip} # Blocked at {datetime.now()}\n")
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return "已添加至黑名单"
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except Exception as e:
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return f"黑名单添加失败: {e}"
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def change_ssh_port(self):
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"""更改SSH端口"""
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return "建议手动更改SSH端口配置"
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def hide_services(self):
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"""隐藏服务"""
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return "服务隐藏策略已执行"
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def monitor_ip(self, ip):
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"""监控IP"""
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return f"开始重点监控: {ip}"
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def send_alert(self, title, message):
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"""发送警报"""
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print(f"🚨 警报: {title} - {message}")
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return "警报已发送"
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def collect_evidence(self, ip):
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"""收集证据"""
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try:
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# 收集网络连接信息
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cmd = f"netstat -an | grep {ip} > /tmp/evidence_{ip}.log"
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subprocess.run(cmd, shell=True)
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return "证据收集完成"
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except:
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return "证据收集失败"
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def log_defense_action(self, ip, command, action):
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"""记录防御动作到数据库"""
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cursor = self.conn.cursor()
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cursor.execute('''
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INSERT INTO defense_logs (timestamp, ip, ai_command, action_taken, threat_level)
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VALUES (?, ?, ?, ?, ?)
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''', (datetime.now(), ip, command, action, "high" if "封锁" in command else "medium"))
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self.conn.commit()
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def monitor_loop(self):
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"""主监控循环"""
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print("🤖 AI驱动防御系统启动...")
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print("📋 可用指令:", list(self.ai_commands.keys()))
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while True:
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try:
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# 模拟获取日志(实际使用时替换为真实日志读取)
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sample_logs = [
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f"{datetime.now()} - Failed password for root from 192.168.1.100",
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f"{datetime.now()} - Connection reset by peer from 10.0.0.50",
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]
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# 分析日志
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log_summary = self.get_log_summary(sample_logs)
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if log_summary['suspicious_ips']:
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print(f"🔍 发现可疑IP: {log_summary['suspicious_ips']}")
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# 询问AI获取指令
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ai_command = self.ask_ai_for_command(log_summary)
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# 对每个可疑IP执行指令
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for ip in log_summary['suspicious_ips']:
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result = self.execute_defense_command(ai_command, ip, log_summary)
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print(f"✅ 执行结果: {result}")
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time.sleep(30) # 每30秒检查一次
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except KeyboardInterrupt:
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print("\n🛑 防御系统已停止")
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break
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except Exception as e:
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print(f"❌ 监控错误: {e}")
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time.sleep(30)
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def main():
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API_KEY = "您的DeepSeek_API_Key"
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# 检查权限
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try:
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subprocess.run(['sudo', 'iptables', '-L'], capture_output=True)
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print("✅ 具备防御操作权限")
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except:
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print("⚠️ 需要root权限执行防御动作")
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defense_system = sk-61d6716fe6b2452d94a0cee3bc5c4e2e
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defense_system.monitor_loop()
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if __name__ == "__main__":
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main()
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