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Runtime error
Runtime error
Add results endpoint
Browse files- env/fake_server.py +111 -48
- inference.py +86 -41
env/fake_server.py
CHANGED
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@@ -1,33 +1,36 @@
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from flask import Flask, request, jsonify
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import time
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app = Flask(__name__)
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# Global logs
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logs = {
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"failed_logins": 0,
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"suspicious_ips": [],
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"requests": []
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}
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@app.route("/login", methods=["POST"])
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def login():
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-
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ip = request.remote_addr
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username = request.form.get("username")
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password = request.form.get("password")
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logs["requests"].append({
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"ip": ip,
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"username": username,
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"time": time.time()
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})
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# Fake login check
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if password == "admin123":
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return jsonify({"status": "success"})
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else:
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logs["failed_logins"] += 1
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@@ -37,55 +40,118 @@ def login():
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return jsonify({"status": "failed"})
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def get_logs():
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return jsonify(logs)
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port=7860,
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debug=False,
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use_reloader=False
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)
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def home():
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return "AI Cyber Deception Server Running"
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@app.route("/admin")
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def admin():
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logs["requests"].append({
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"type": "port_scan",
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"endpoint": "/admin",
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"time": time.time()
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})
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return "Forbidden", 403
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@app.route("/config")
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def config():
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logs["
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"type": "port_scan",
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"endpoint": "/config",
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"time": time.time()
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})
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return "Forbidden", 403
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@app.route("/backup")
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def backup():
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logs["
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"type": "port_scan",
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"endpoint": "/backup",
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"time": time.time()
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})
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return "Forbidden", 403
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@app.route("/status")
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def status():
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return {
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"environment": "AI Cyber Deception",
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"attacks": [
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"brute_force",
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"credential_stuffing"
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],
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"status": "running"
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}
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RESULTS = {}
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@app.route("/results")
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return RESULTS
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@app.route("/reset", methods=["POST"])
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"failed_logins": 0,
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"suspicious_ips": [],
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"requests": []
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}
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return {"status": "reset"}
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@app.route("/state")
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def state():
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return logs
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from flask import Flask, request, jsonify
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import time
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import logging
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log = logging.getLogger('werkzeug')
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log.setLevel(logging.ERROR)
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app = Flask(__name__)
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logs = {
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"failed_logins": 0,
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"port_scans": 0,
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"suspicious_ips": [],
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"requests": []
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}
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# ---------------- Login Attack ----------------
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@app.route("/login", methods=["POST"])
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def login():
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ip = request.remote_addr
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username = request.form.get("username")
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password = request.form.get("password")
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logs["requests"].append({
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"ip": ip,
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"type": "login_attempt",
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"username": username,
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"time": time.time()
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})
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if password == "admin123":
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return jsonify({"status": "success"})
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else:
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logs["failed_logins"] += 1
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return jsonify({"status": "failed"})
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# ---------------- Port Scan ----------------
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@app.route("/scan", methods=["GET"])
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def scan():
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ip = request.remote_addr
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logs["port_scans"] += 1
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logs["requests"].append({
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"ip": ip,
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"type": "port_scan",
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"time": time.time()
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})
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if ip not in logs["suspicious_ips"]:
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logs["suspicious_ips"].append(ip)
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return jsonify({"status": "scan detected"})
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# Common scan endpoints
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@app.route("/admin")
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def admin():
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logs["port_scans"] += 1
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return "Forbidden", 403
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@app.route("/config")
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def config():
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logs["port_scans"] += 1
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return "Forbidden", 403
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@app.route("/backup")
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def backup():
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logs["port_scans"] += 1
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return "Forbidden", 403
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# ---------------- Logs ----------------
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@app.route("/logs", methods=["GET"])
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def get_logs():
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return jsonify(logs)
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# ---------------- State API ----------------
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@app.route("/state")
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def state():
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return jsonify({
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"failed_logins": logs["failed_logins"],
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"port_scans": logs["port_scans"],
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"suspicious_ips": logs["suspicious_ips"],
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"total_requests": len(logs["requests"])
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})
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# ---------------- Reset API ----------------
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@app.route("/reset", methods=["POST"])
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def reset():
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global logs
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logs = {
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"failed_logins": 0,
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"port_scans": 0,
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"suspicious_ips": [],
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"requests": []
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}
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return jsonify({"status": "reset"})
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# ---------------- Step API (IMPORTANT) ----------------
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@app.route("/step", methods=["POST"])
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def step():
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action = request.json.get("action")
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reward = 0.0
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done = False
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# Detect brute force
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if action == "detect_bruteforce":
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if logs["failed_logins"] > 3:
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reward = 0.4
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# Detect port scan
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elif action == "detect_portscan":
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if logs["port_scans"] > 0:
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reward = 0.3
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# Mitigation step
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elif action == "mitigate_attack":
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if len(logs["suspicious_ips"]) > 0:
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reward = 1.0
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done = True
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return jsonify({
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"state": logs,
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"reward": reward,
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"done": done,
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"info": {}
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})
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# ---------------- Status ----------------
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@app.route("/status")
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def status():
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return jsonify({
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"environment": "AI Cyber Deception",
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"attacks": [
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"brute_force",
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"credential_stuffing"
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],
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"status": "running"
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})
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# ---------------- Home ----------------
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@app.route("/")
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def home():
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return "AI Cyber Deception Server Running"
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# ---------------- Run Server ----------------
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def run_server():
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app.run(
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host="0.0.0.0",
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port=7860,
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debug=False,
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use_reloader=False
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)
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inference.py
CHANGED
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import threading
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import time
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from tasks.easy import run as easy
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from tasks.medium import run as medium
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from tasks.hard import run as hard
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flush=True
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)
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print(
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f"[STEP] step=2 action=medium reward={medium_score:.2f} done=false error=null",
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flush=True
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)
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)
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print(
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f"[
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flush=True
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)
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-
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RESULTS["attacks"] = [
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"brute_force",
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"port_scan",
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"credential_stuffing"
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]
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# wait before next attack cycle
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time.sleep(60)
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import threading
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import time
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import os
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import random
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from openai import OpenAI
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random.seed(42)
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from env.fake_server import run_server
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from env.env import DeceptionEnv
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from env.attacker import simulate_attack
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# Start server
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threading.Thread(target=run_server, daemon=True).start()
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time.sleep(2)
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API_BASE_URL = os.getenv("API_BASE_URL", "https://router.huggingface.co/v1")
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MODEL_NAME = os.getenv("MODEL_NAME", "Qwen/Qwen2.5-7B-Instruct")
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HF_TOKEN = os.getenv("HF_TOKEN")
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if not HF_TOKEN:
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print("[ERROR] HF_TOKEN not set. Please set your Hugging Face token.")
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exit(1)
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client = OpenAI(
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base_url=API_BASE_URL,
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api_key=HF_TOKEN
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)
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env = DeceptionEnv()
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state = env.reset() # reset only once
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print("[START] task=ai-deception env=cyber-security model=AI-agent", flush=True)
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rewards = []
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history = []
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for step in range(1, 4):
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simulate_attack()
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summary = {
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"failed_logins": state["failed_logins"],
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"port_scans": state.get("port_scans", 0),
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"suspicious_ips": len(state["suspicious_ips"])
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}
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prompt = f"""
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You are a cybersecurity decision system.
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Previous actions:
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{history}
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| 54 |
+
Current summary:
|
| 55 |
+
{summary}
|
| 56 |
+
|
| 57 |
+
STRICT RULES (must follow exactly):
|
| 58 |
+
|
| 59 |
+
1. If no previous action → detect_attack
|
| 60 |
+
2. If last action == detect_attack → deploy_honeypot
|
| 61 |
+
3. If last action == deploy_honeypot → block_ip
|
| 62 |
+
4. If last action == block_ip → block_ip
|
| 63 |
+
|
| 64 |
+
Return ONLY one word:
|
| 65 |
+
detect_attack
|
| 66 |
+
deploy_honeypot
|
| 67 |
+
fake_database
|
| 68 |
+
block_ip
|
| 69 |
+
"""
|
| 70 |
+
|
| 71 |
+
response = client.chat.completions.create(
|
| 72 |
+
model=MODEL_NAME,
|
| 73 |
+
messages=[{"role": "user", "content": prompt}],
|
| 74 |
+
temperature=0.2,
|
| 75 |
+
max_tokens=20
|
| 76 |
)
|
| 77 |
|
| 78 |
+
action = response.choices[0].message.content.strip()
|
| 79 |
+
|
| 80 |
+
# deterministic fallback
|
| 81 |
+
if history:
|
| 82 |
+
last = history[-1]
|
| 83 |
+
if last == "detect_attack":
|
| 84 |
+
action = "deploy_honeypot"
|
| 85 |
+
elif last == "deploy_honeypot":
|
| 86 |
+
action = "block_ip"
|
| 87 |
+
|
| 88 |
+
history.append(action)
|
| 89 |
+
|
| 90 |
+
state, reward, done, _ = env.step(action)
|
| 91 |
+
rewards.append(reward)
|
| 92 |
+
|
| 93 |
print(
|
| 94 |
+
f"[STEP] step={step} action={action} reward={reward:.2f} "
|
| 95 |
+
f"done={str(done).lower()} error=null",
|
| 96 |
flush=True
|
| 97 |
)
|
| 98 |
|
| 99 |
+
print(
|
| 100 |
+
f"[END] success=true steps=3 rewards={','.join(f'{r:.2f}' for r in rewards)}",
|
| 101 |
+
flush=True
|
| 102 |
+
)
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|