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Runtime error
Runtime error
fix round 1
Browse files- env/__pycache__/__init__.cpython-312.pyc +0 -0
- env/__pycache__/attacker.cpython-312.pyc +0 -0
- env/__pycache__/deception.cpython-312.pyc +0 -0
- env/__pycache__/env.cpython-312.pyc +0 -0
- env/__pycache__/fake_server.cpython-312.pyc +0 -0
- env/attacker.py +16 -0
- env/env.py +25 -15
- env/fake_server.py +53 -6
- inference.py +20 -13
- models.py +7 -1
- openenv.yaml +2 -0
- requirements.txt +2 -0
- server/__init__.py +0 -0
- server/__init__.py:Zone.Identifier +0 -0
- tasks/easy/__init__.py +0 -0
- tasks/easy/__init__.py:Zone.Identifier +0 -0
- tasks/easy/grader.py +9 -0
- tasks/{easy.py → easy/task.py} +3 -2
- tasks/hard/__init__.py +0 -0
- tasks/hard/__init__.py:Zone.Identifier +0 -0
- tasks/hard/grader.py +12 -0
- tasks/{hard.py → hard/task.py} +4 -3
- tasks/medium/__init__.py +0 -0
- tasks/medium/__init__.py:Zone.Identifier +0 -0
- tasks/medium/grader.py +9 -0
- tasks/{medium.py → medium/task.py} +3 -2
- tasks/test_tasks.py +3 -3
env/__pycache__/__init__.cpython-312.pyc
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Binary files a/env/__pycache__/__init__.cpython-312.pyc and b/env/__pycache__/__init__.cpython-312.pyc differ
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env/__pycache__/attacker.cpython-312.pyc
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Binary files a/env/__pycache__/attacker.cpython-312.pyc and b/env/__pycache__/attacker.cpython-312.pyc differ
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env/__pycache__/deception.cpython-312.pyc
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Binary files a/env/__pycache__/deception.cpython-312.pyc and b/env/__pycache__/deception.cpython-312.pyc differ
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env/__pycache__/env.cpython-312.pyc
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Binary files a/env/__pycache__/env.cpython-312.pyc and b/env/__pycache__/env.cpython-312.pyc differ
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env/__pycache__/fake_server.cpython-312.pyc
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Binary files a/env/__pycache__/fake_server.cpython-312.pyc and b/env/__pycache__/fake_server.cpython-312.pyc differ
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env/attacker.py
CHANGED
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@@ -33,7 +33,23 @@ def credential_stuffing():
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def simulate_attack():
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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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# ---------------- SQL Injection ----------------
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def sql_injection():
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requests.get(f"{TARGET}/sql")
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# ---------------- Directory Traversal ----------------
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def directory_traversal():
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requests.get(f"{TARGET}/download")
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# ---------------- Full Attack Simulation ----------------
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def simulate_attack():
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brute_force()
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port_scan()
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credential_stuffing()
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sql_injection()
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directory_traversal()
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env/env.py
CHANGED
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@@ -6,31 +6,37 @@ SERVER = "http://127.0.0.1:7860"
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class DeceptionEnv:
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def
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self.
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self.done = False
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def reset(self):
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self.done = False
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logs = requests.get(f"{SERVER}/logs").json()
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self.
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def step(self, action):
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reward = 0
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logs = requests.get(f"{SERVER}/logs").json()
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failed_logins = logs
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requests_log = logs
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# Detect brute force
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if action == "detect_attack":
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if failed_logins > 3:
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reward += 0.2
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else:
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-
reward -= 0.
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# Detect port scan
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if action == "detect_attack":
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@@ -40,29 +46,33 @@ class DeceptionEnv:
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break
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# Deploy honeypot
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-
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deploy_honeypot()
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reward += 0.3
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# Fake database
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-
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fake_database()
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reward += 0.2
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# Block attacker
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-
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if logs
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ip = logs["suspicious_ips"][0]
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block_attacker(ip)
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reward += 0.5
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self.done = True
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-
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return self.
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def state(self):
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return self.
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def action_space(self):
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return [
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class DeceptionEnv:
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def __init__(self):
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self._state = {}
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self.done = False
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self.max_steps = 5
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self.current_step = 0
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def reset(self):
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self.done = False
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self.current_step = 0
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logs = requests.get(f"{SERVER}/logs").json()
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self._state = logs
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return self._state
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def step(self, action):
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reward = 0.0
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self.current_step += 1
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logs = requests.get(f"{SERVER}/logs").json()
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failed_logins = logs.get("failed_logins", 0)
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requests_log = logs.get("requests", [])
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# Detect brute force
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if action == "detect_attack":
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if failed_logins > 3:
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reward += 0.2
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else:
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reward -= 0.05
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# Detect port scan
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if action == "detect_attack":
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break
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# Deploy honeypot
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elif action == "deploy_honeypot":
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deploy_honeypot()
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reward += 0.3
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# Fake database
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elif action == "fake_database":
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fake_database()
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reward += 0.2
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# Block attacker
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elif action == "block_ip":
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if logs.get("suspicious_ips"):
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ip = logs["suspicious_ips"][0]
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block_attacker(ip)
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reward += 0.5
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self.done = True
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# Episode boundary
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if self.current_step >= self.max_steps:
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self.done = True
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self._state = logs
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return self._state, reward, self.done, {}
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def state(self):
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return self._state
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def action_space(self):
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return [
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env/fake_server.py
CHANGED
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@@ -60,6 +60,42 @@ def scan():
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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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@@ -95,7 +131,8 @@ def state():
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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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@@ -104,18 +141,21 @@ def state():
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@app.route("/reset", methods=["GET", "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({
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"status": "reset",
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"success": True
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}), 200
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-
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@app.route("/step", methods=["GET", "POST"])
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def step():
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reward = 0.0
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done = False
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-
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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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})
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# ---------------- Status ----------------
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@app.route("/status")
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"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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"status": "running"
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})
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return jsonify({"status": "scan detected"})
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# ---------------- SQL Injection Attack ----------------
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@app.route("/sql")
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def sql():
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ip = request.remote_addr
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logs["requests"].append({
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"ip": ip,
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"type": "sql_injection",
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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": "sql injection detected"})
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# ---------------- Directory Traversal ----------------
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@app.route("/download")
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def download():
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ip = request.remote_addr
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logs["requests"].append({
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"ip": ip,
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"type": "directory_traversal",
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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": "directory traversal attempt"})
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# Common scan endpoints
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@app.route("/admin")
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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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"attack_types": [r["type"] for r in logs["requests"]]
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})
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@app.route("/reset", methods=["GET", "POST"])
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def reset():
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global logs
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+
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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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+
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return jsonify({
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"status": "reset",
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"success": True
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}), 200
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# ---------------- Step API ----------------
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@app.route("/step", methods=["GET", "POST"])
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def step():
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reward = 0.0
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done = False
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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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elif action == "detect_portscan":
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if logs["port_scans"] > 0:
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reward = 0.3
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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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})
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# ---------------- Health Check ----------------
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@app.route("/health")
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def health():
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return jsonify({"status": "ok"})
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# ---------------- Status ----------------
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@app.route("/status")
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"attacks": [
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"brute_force",
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"port_scan",
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"credential_stuffing",
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"sql_injection",
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"directory_traversal"
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],
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"status": "running"
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})
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inference.py
CHANGED
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@@ -7,11 +7,11 @@ from openai import OpenAI
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random.seed(42)
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-
from
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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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@@ -33,22 +33,23 @@ def run_task(task_name):
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env.reset()
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print(
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f"[START] task={task_name} env=cyber-security model=
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flush=True
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)
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rewards = []
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for step in range(1, 4):
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try:
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simulate_attack()
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-
except:
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pass
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try:
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state = env.state()
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except:
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pass
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# Required OpenAI call (validator requirement)
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messages=[{"role": "user", "content": "choose action"}],
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timeout=10
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)
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except:
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pass
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# Task-specific logic
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@@ -88,7 +89,7 @@ def run_task(task_name):
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state, reward, done, _ = env.step(action)
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#
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reward = min(max(reward, 0.05), 0.95)
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rewards.append(reward)
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@@ -99,12 +100,18 @@ def run_task(task_name):
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flush=True
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)
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-
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score = min(max(score, 0.05), 0.95)
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print(
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-
f"[END] success=
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f"score={score:.
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flush=True
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)
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@@ -116,10 +123,10 @@ def run_task(task_name):
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)
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-
# Run
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run_task("easy")
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run_task("medium")
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run_task("hard")
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-
#
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-
time.sleep(
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random.seed(42)
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+
from server.app import main as 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 in background
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threading.Thread(target=run_server, daemon=True).start()
|
| 16 |
time.sleep(2)
|
| 17 |
|
|
|
|
| 33 |
env.reset()
|
| 34 |
|
| 35 |
print(
|
| 36 |
+
f"[START] task={task_name} env=cyber-security model={MODEL_NAME}",
|
| 37 |
flush=True
|
| 38 |
)
|
| 39 |
|
| 40 |
rewards = []
|
| 41 |
+
done = False
|
| 42 |
|
| 43 |
for step in range(1, 4):
|
| 44 |
|
| 45 |
try:
|
| 46 |
simulate_attack()
|
| 47 |
+
except Exception:
|
| 48 |
pass
|
| 49 |
|
| 50 |
try:
|
| 51 |
state = env.state()
|
| 52 |
+
except Exception:
|
| 53 |
pass
|
| 54 |
|
| 55 |
# Required OpenAI call (validator requirement)
|
|
|
|
| 59 |
messages=[{"role": "user", "content": "choose action"}],
|
| 60 |
timeout=10
|
| 61 |
)
|
| 62 |
+
except Exception:
|
| 63 |
pass
|
| 64 |
|
| 65 |
# Task-specific logic
|
|
|
|
| 89 |
|
| 90 |
state, reward, done, _ = env.step(action)
|
| 91 |
|
| 92 |
+
# clamp reward to (0,1)
|
| 93 |
reward = min(max(reward, 0.05), 0.95)
|
| 94 |
|
| 95 |
rewards.append(reward)
|
|
|
|
| 100 |
flush=True
|
| 101 |
)
|
| 102 |
|
| 103 |
+
if done:
|
| 104 |
+
break
|
| 105 |
+
|
| 106 |
+
steps = len(rewards)
|
| 107 |
+
score = sum(rewards) / steps if steps > 0 else 0.0
|
| 108 |
score = min(max(score, 0.05), 0.95)
|
| 109 |
|
| 110 |
+
success = score >= 0.3
|
| 111 |
+
|
| 112 |
print(
|
| 113 |
+
f"[END] success={str(success).lower()} steps={steps} "
|
| 114 |
+
f"score={score:.3f} rewards={','.join(f'{r:.2f}' for r in rewards)}",
|
| 115 |
flush=True
|
| 116 |
)
|
| 117 |
|
|
|
|
| 123 |
)
|
| 124 |
|
| 125 |
|
| 126 |
+
# Run tasks
|
| 127 |
run_task("easy")
|
| 128 |
run_task("medium")
|
| 129 |
run_task("hard")
|
| 130 |
|
| 131 |
+
# Keep space alive briefly for validation (3 min)
|
| 132 |
+
time.sleep(180)
|
models.py
CHANGED
|
@@ -1,14 +1,20 @@
|
|
| 1 |
from pydantic import BaseModel
|
| 2 |
-
from typing import List
|
|
|
|
| 3 |
|
| 4 |
class Observation(BaseModel):
|
| 5 |
failed_logins: int
|
| 6 |
port_scans: int
|
| 7 |
suspicious_ips: List[str]
|
|
|
|
|
|
|
|
|
|
| 8 |
|
| 9 |
class Action(BaseModel):
|
| 10 |
action: str
|
| 11 |
|
|
|
|
| 12 |
class Reward(BaseModel):
|
| 13 |
reward: float
|
| 14 |
done: bool
|
|
|
|
|
|
| 1 |
from pydantic import BaseModel
|
| 2 |
+
from typing import List, Optional, Dict, Any
|
| 3 |
+
|
| 4 |
|
| 5 |
class Observation(BaseModel):
|
| 6 |
failed_logins: int
|
| 7 |
port_scans: int
|
| 8 |
suspicious_ips: List[str]
|
| 9 |
+
total_requests: Optional[int] = 0
|
| 10 |
+
attack_types: Optional[List[str]] = []
|
| 11 |
+
|
| 12 |
|
| 13 |
class Action(BaseModel):
|
| 14 |
action: str
|
| 15 |
|
| 16 |
+
|
| 17 |
class Reward(BaseModel):
|
| 18 |
reward: float
|
| 19 |
done: bool
|
| 20 |
+
info: Optional[Dict[str, Any]] = {}
|
openenv.yaml
CHANGED
|
@@ -1,4 +1,6 @@
|
|
| 1 |
name: ai-deception-env
|
|
|
|
|
|
|
| 2 |
description: AI Cyber Deception Environment
|
| 3 |
|
| 4 |
tasks:
|
|
|
|
| 1 |
name: ai-deception-env
|
| 2 |
+
version: 1
|
| 3 |
+
environment: cyber-security
|
| 4 |
description: AI Cyber Deception Environment
|
| 5 |
|
| 6 |
tasks:
|
requirements.txt
CHANGED
|
@@ -3,3 +3,5 @@ requests
|
|
| 3 |
numpy
|
| 4 |
pydantic
|
| 5 |
openai
|
|
|
|
|
|
|
|
|
| 3 |
numpy
|
| 4 |
pydantic
|
| 5 |
openai
|
| 6 |
+
gunicorn
|
| 7 |
+
uvicorn
|
server/__init__.py
ADDED
|
File without changes
|
server/__init__.py:Zone.Identifier
ADDED
|
Binary file (25 Bytes). View file
|
|
|
tasks/easy/__init__.py
ADDED
|
File without changes
|
tasks/easy/__init__.py:Zone.Identifier
ADDED
|
Binary file (25 Bytes). View file
|
|
|
tasks/easy/grader.py
ADDED
|
@@ -0,0 +1,9 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
def grade(reward):
|
| 2 |
+
|
| 3 |
+
if reward >= 0.4:
|
| 4 |
+
return 1.0
|
| 5 |
+
|
| 6 |
+
elif reward >= 0.2:
|
| 7 |
+
return 0.5
|
| 8 |
+
|
| 9 |
+
return 0.0
|
tasks/{easy.py → easy/task.py}
RENAMED
|
@@ -1,13 +1,14 @@
|
|
| 1 |
from env.env import DeceptionEnv
|
| 2 |
from env.attacker import brute_force
|
| 3 |
|
| 4 |
-
def run():
|
| 5 |
|
| 6 |
-
|
| 7 |
|
| 8 |
env = DeceptionEnv()
|
| 9 |
env.reset()
|
| 10 |
|
|
|
|
|
|
|
| 11 |
_, reward, _, _ = env.step("detect_attack")
|
| 12 |
|
| 13 |
return reward
|
|
|
|
| 1 |
from env.env import DeceptionEnv
|
| 2 |
from env.attacker import brute_force
|
| 3 |
|
|
|
|
| 4 |
|
| 5 |
+
def run():
|
| 6 |
|
| 7 |
env = DeceptionEnv()
|
| 8 |
env.reset()
|
| 9 |
|
| 10 |
+
brute_force()
|
| 11 |
+
|
| 12 |
_, reward, _, _ = env.step("detect_attack")
|
| 13 |
|
| 14 |
return reward
|
tasks/hard/__init__.py
ADDED
|
File without changes
|
tasks/hard/__init__.py:Zone.Identifier
ADDED
|
Binary file (25 Bytes). View file
|
|
|
tasks/hard/grader.py
ADDED
|
@@ -0,0 +1,12 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
def grade(reward):
|
| 2 |
+
|
| 3 |
+
if reward >= 0.8:
|
| 4 |
+
return 1.0
|
| 5 |
+
|
| 6 |
+
elif reward >= 0.5:
|
| 7 |
+
return 0.7
|
| 8 |
+
|
| 9 |
+
elif reward >= 0.3:
|
| 10 |
+
return 0.4
|
| 11 |
+
|
| 12 |
+
return 0.0
|
tasks/{hard.py → hard/task.py}
RENAMED
|
@@ -1,15 +1,16 @@
|
|
| 1 |
from env.env import DeceptionEnv
|
| 2 |
from env.attacker import brute_force, port_scan, credential_stuffing
|
| 3 |
|
|
|
|
| 4 |
def run():
|
| 5 |
|
|
|
|
|
|
|
|
|
|
| 6 |
brute_force()
|
| 7 |
port_scan()
|
| 8 |
credential_stuffing()
|
| 9 |
|
| 10 |
-
env = DeceptionEnv()
|
| 11 |
-
env.reset()
|
| 12 |
-
|
| 13 |
total_reward = 0
|
| 14 |
|
| 15 |
_, r, _, _ = env.step("detect_attack")
|
|
|
|
| 1 |
from env.env import DeceptionEnv
|
| 2 |
from env.attacker import brute_force, port_scan, credential_stuffing
|
| 3 |
|
| 4 |
+
|
| 5 |
def run():
|
| 6 |
|
| 7 |
+
env = DeceptionEnv()
|
| 8 |
+
env.reset()
|
| 9 |
+
|
| 10 |
brute_force()
|
| 11 |
port_scan()
|
| 12 |
credential_stuffing()
|
| 13 |
|
|
|
|
|
|
|
|
|
|
| 14 |
total_reward = 0
|
| 15 |
|
| 16 |
_, r, _, _ = env.step("detect_attack")
|
tasks/medium/__init__.py
ADDED
|
File without changes
|
tasks/medium/__init__.py:Zone.Identifier
ADDED
|
Binary file (25 Bytes). View file
|
|
|
tasks/medium/grader.py
ADDED
|
@@ -0,0 +1,9 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
def grade(reward):
|
| 2 |
+
|
| 3 |
+
if reward >= 0.6:
|
| 4 |
+
return 1.0
|
| 5 |
+
|
| 6 |
+
elif reward >= 0.3:
|
| 7 |
+
return 0.5
|
| 8 |
+
|
| 9 |
+
return 0.0
|
tasks/{medium.py → medium/task.py}
RENAMED
|
@@ -1,13 +1,14 @@
|
|
| 1 |
from env.env import DeceptionEnv
|
| 2 |
from env.attacker import brute_force
|
| 3 |
|
| 4 |
-
def run():
|
| 5 |
|
| 6 |
-
|
| 7 |
|
| 8 |
env = DeceptionEnv()
|
| 9 |
env.reset()
|
| 10 |
|
|
|
|
|
|
|
| 11 |
total_reward = 0
|
| 12 |
|
| 13 |
_, r, _, _ = env.step("detect_attack")
|
|
|
|
| 1 |
from env.env import DeceptionEnv
|
| 2 |
from env.attacker import brute_force
|
| 3 |
|
|
|
|
| 4 |
|
| 5 |
+
def run():
|
| 6 |
|
| 7 |
env = DeceptionEnv()
|
| 8 |
env.reset()
|
| 9 |
|
| 10 |
+
brute_force()
|
| 11 |
+
|
| 12 |
total_reward = 0
|
| 13 |
|
| 14 |
_, r, _, _ = env.step("detect_attack")
|
tasks/test_tasks.py
CHANGED
|
@@ -1,6 +1,6 @@
|
|
| 1 |
-
from tasks.easy import run as easy
|
| 2 |
-
from tasks.medium import run as medium
|
| 3 |
-
from tasks.hard import run as hard
|
| 4 |
|
| 5 |
print("Easy:", easy())
|
| 6 |
print("Medium:", medium())
|
|
|
|
| 1 |
+
from tasks.easy.task import run as easy
|
| 2 |
+
from tasks.medium.task import run as medium
|
| 3 |
+
from tasks.hard.task import run as hard
|
| 4 |
|
| 5 |
print("Easy:", easy())
|
| 6 |
print("Medium:", medium())
|