Merge remote-tracking branch 'origin/dev' into feature/2243-sync-uc2-action-to-iy

This commit is contained in:
Marek Wolan
2024-03-04 13:39:22 +00:00
23 changed files with 112 additions and 47 deletions

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@@ -19,7 +19,7 @@ Agents can be scripted (deterministic and stochastic), or controlled by a reinfo
... ...
- ref: green_agent_example - ref: green_agent_example
team: GREEN team: GREEN
type: probabilistic_agent type: ProbabilisticAgent
observation_space: observation_space:
type: UC2GreenObservation type: UC2GreenObservation
action_space: action_space:
@@ -57,11 +57,11 @@ Specifies if the agent is malicious (``RED``), benign (``GREEN``), or defensive
``type`` ``type``
-------- --------
Specifies which class should be used for the agent. ``ProxyAgent`` is used for agents that receive instructions from an RL algorithm. Scripted agents like ``RedDatabaseCorruptingAgent`` and ``probabilistic_agent`` generate their own behaviour. Specifies which class should be used for the agent. ``ProxyAgent`` is used for agents that receive instructions from an RL algorithm. Scripted agents like ``RedDatabaseCorruptingAgent`` and ``ProbabilisticAgent`` generate their own behaviour.
Available agent types: Available agent types:
- ``probabilistic_agent`` - ``ProbabilisticAgent``
- ``ProxyAgent`` - ``ProxyAgent``
- ``RedDatabaseCorruptingAgent`` - ``RedDatabaseCorruptingAgent``

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@@ -25,6 +25,13 @@ Usage
- Clients connect, execute queries, and disconnect. - Clients connect, execute queries, and disconnect.
- Service runs on TCP port 5432 by default. - Service runs on TCP port 5432 by default.
**Supported queries:**
* ``SELECT``: As long as the database file is in a ``GOOD`` health state, the db service will respond with a 200 status code.
* ``DELETE``: This query represents an attack, it will cause the database file to enter a ``COMPROMISED`` state, and return a status code 200.
* ``INSERT``: If the database service is in a healthy state, this will return a 200 status, if it's not in a healthy state it will return 404.
* ``SELECT * FROM pg_stat_activity``: This query represents something an admin would send to check the status of the database. If the database service is in a healthy state, it returns a 200 status code, otherwise a 401 status code.
Implementation Implementation
============== ==============

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@@ -33,7 +33,7 @@ game:
agents: agents:
- ref: client_2_green_user - ref: client_2_green_user
team: GREEN team: GREEN
type: probabilistic_agent type: ProbabilisticAgent
agent_settings: agent_settings:
action_probabilities: action_probabilities:
0: 0.3 0: 0.3
@@ -76,7 +76,7 @@ agents:
- ref: client_1_green_user - ref: client_1_green_user
team: GREEN team: GREEN
type: probabilistic_agent type: ProbabilisticAgent
agent_settings: agent_settings:
action_probabilities: action_probabilities:
0: 0.3 0: 0.3

View File

@@ -35,7 +35,7 @@ game:
agents: agents:
- ref: client_2_green_user - ref: client_2_green_user
team: GREEN team: GREEN
type: probabilistic_agent type: ProbabilisticAgent
agent_settings: agent_settings:
action_probabilities: action_probabilities:
0: 0.3 0: 0.3
@@ -78,7 +78,7 @@ agents:
- ref: client_1_green_user - ref: client_1_green_user
team: GREEN team: GREEN
type: probabilistic_agent type: ProbabilisticAgent
agent_settings: agent_settings:
action_probabilities: action_probabilities:
0: 0.3 0: 0.3

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@@ -812,6 +812,13 @@ class ActionManager:
:return: The node hostname. :return: The node hostname.
:rtype: str :rtype: str
""" """
if not node_idx < len(self.node_names):
msg = (
f"Error: agent attempted to perform an action on node {node_idx}, but its action space only"
f"has {len(self.node_names)} nodes."
)
_LOGGER.error(msg)
raise RuntimeError(msg)
return self.node_names[node_idx] return self.node_names[node_idx]
def get_folder_name_by_idx(self, node_idx: int, folder_idx: int) -> Optional[str]: def get_folder_name_by_idx(self, node_idx: int, folder_idx: int) -> Optional[str]:
@@ -825,6 +832,13 @@ class ActionManager:
:return: The name of the folder. Or None if the node has fewer folders than the given index. :return: The name of the folder. Or None if the node has fewer folders than the given index.
:rtype: Optional[str] :rtype: Optional[str]
""" """
if node_idx >= len(self.folder_names) or folder_idx >= len(self.folder_names[node_idx]):
msg = (
f"Error: agent attempted to perform an action on node {node_idx} and folder {folder_idx}, but this"
f" is out of range for its action space. Folder on each node: {self.folder_names}"
)
_LOGGER.error(msg)
raise RuntimeError(msg)
return self.folder_names[node_idx][folder_idx] return self.folder_names[node_idx][folder_idx]
def get_file_name_by_idx(self, node_idx: int, folder_idx: int, file_idx: int) -> Optional[str]: def get_file_name_by_idx(self, node_idx: int, folder_idx: int, file_idx: int) -> Optional[str]:
@@ -840,6 +854,17 @@ class ActionManager:
fewer files than the given index. fewer files than the given index.
:rtype: Optional[str] :rtype: Optional[str]
""" """
if (
node_idx >= len(self.file_names)
or folder_idx >= len(self.file_names[node_idx])
or file_idx >= len(self.file_names[node_idx][folder_idx])
):
msg = (
f"Error: agent attempted to perform an action on node {node_idx} folder {folder_idx} file {file_idx}"
f" but this is out of range for its action space. Files on each node: {self.file_names}"
)
_LOGGER.error(msg)
raise RuntimeError(msg)
return self.file_names[node_idx][folder_idx][file_idx] return self.file_names[node_idx][folder_idx][file_idx]
def get_service_name_by_idx(self, node_idx: int, service_idx: int) -> Optional[str]: def get_service_name_by_idx(self, node_idx: int, service_idx: int) -> Optional[str]:
@@ -852,6 +877,13 @@ class ActionManager:
:return: The name of the service. Or None if the node has fewer services than the given index. :return: The name of the service. Or None if the node has fewer services than the given index.
:rtype: Optional[str] :rtype: Optional[str]
""" """
if node_idx >= len(self.service_names) or service_idx >= len(self.service_names[node_idx]):
msg = (
f"Error: agent attempted to perform an action on node {node_idx} and service {service_idx}, but this"
f" is out of range for its action space. Services on each node: {self.service_names}"
)
_LOGGER.error(msg)
raise RuntimeError(msg)
return self.service_names[node_idx][service_idx] return self.service_names[node_idx][service_idx]
def get_application_name_by_idx(self, node_idx: int, application_idx: int) -> Optional[str]: def get_application_name_by_idx(self, node_idx: int, application_idx: int) -> Optional[str]:
@@ -864,6 +896,13 @@ class ActionManager:
:return: The name of the service. Or None if the node has fewer services than the given index. :return: The name of the service. Or None if the node has fewer services than the given index.
:rtype: Optional[str] :rtype: Optional[str]
""" """
if node_idx >= len(self.application_names) or application_idx >= len(self.application_names[node_idx]):
msg = (
f"Error: agent attempted to perform an action on node {node_idx} and app {application_idx}, but "
f"this is out of range for its action space. Applications on each node: {self.application_names}"
)
_LOGGER.error(msg)
raise RuntimeError(msg)
return self.application_names[node_idx][application_idx] return self.application_names[node_idx][application_idx]
def get_internet_protocol_by_idx(self, protocol_idx: int) -> str: def get_internet_protocol_by_idx(self, protocol_idx: int) -> str:
@@ -874,6 +913,13 @@ class ActionManager:
:return: The protocol. :return: The protocol.
:rtype: str :rtype: str
""" """
if protocol_idx >= len(self.protocols):
msg = (
f"Error: agent attempted to perform an action on protocol {protocol_idx} but this"
f" is out of range for its action space. Protocols: {self.protocols}"
)
_LOGGER.error(msg)
raise RuntimeError(msg)
return self.protocols[protocol_idx] return self.protocols[protocol_idx]
def get_ip_address_by_idx(self, ip_idx: int) -> str: def get_ip_address_by_idx(self, ip_idx: int) -> str:
@@ -885,6 +931,13 @@ class ActionManager:
:return: The IP address. :return: The IP address.
:rtype: str :rtype: str
""" """
if ip_idx >= len(self.ip_address_list):
msg = (
f"Error: agent attempted to perform an action on ip address {ip_idx} but this"
f" is out of range for its action space. IP address list: {self.ip_address_list}"
)
_LOGGER.error(msg)
raise RuntimeError(msg)
return self.ip_address_list[ip_idx] return self.ip_address_list[ip_idx]
def get_port_by_idx(self, port_idx: int) -> str: def get_port_by_idx(self, port_idx: int) -> str:
@@ -896,6 +949,13 @@ class ActionManager:
:return: The port. :return: The port.
:rtype: str :rtype: str
""" """
if port_idx >= len(self.ports):
msg = (
f"Error: agent attempted to perform an action on port {port_idx} but this"
f" is out of range for its action space. Port list: {self.ip_address_list}"
)
_LOGGER.error(msg)
raise RuntimeError(msg)
return self.ports[port_idx] return self.ports[port_idx]
def get_nic_num_by_idx(self, node_idx: int, nic_idx: int) -> int: def get_nic_num_by_idx(self, node_idx: int, nic_idx: int) -> int:

View File

@@ -1,5 +1,5 @@
import random import random
from typing import Dict, Optional, Tuple from typing import Dict, Tuple
from gymnasium.core import ObsType from gymnasium.core import ObsType
@@ -26,14 +26,14 @@ class DataManipulationAgent(AbstractScriptedAgent):
) )
self.next_execution_timestep = timestep + random_timestep_increment self.next_execution_timestep = timestep + random_timestep_increment
def get_action(self, obs: ObsType, reward: float = 0.0, timestep: Optional[int] = None) -> Tuple[str, Dict]: def get_action(self, obs: ObsType, timestep: int) -> Tuple[str, Dict]:
"""Randomly sample an action from the action space. """Waits until a specific timestep, then attempts to execute its data manipulation application.
:param obs: _description_ :param obs: Current observation for this agent, not used in DataManipulationAgent
:type obs: ObsType :type obs: ObsType
:param reward: _description_, defaults to None :param timestep: The current simulation timestep, used for scheduling actions
:type reward: float, optional :type timestep: int
:return: _description_ :return: Action formatted in CAOS format
:rtype: Tuple[str, Dict] :rtype: Tuple[str, Dict]
""" """
if timestep < self.next_execution_timestep: if timestep < self.next_execution_timestep:

View File

@@ -112,7 +112,7 @@ class AbstractAgent(ABC):
return self.reward_function.update(state) return self.reward_function.update(state)
@abstractmethod @abstractmethod
def get_action(self, obs: ObsType, reward: float = 0.0, timestep: Optional[int] = None) -> Tuple[str, Dict]: def get_action(self, obs: ObsType, timestep: int = 0) -> Tuple[str, Dict]:
""" """
Return an action to be taken in the environment. Return an action to be taken in the environment.
@@ -152,14 +152,14 @@ class AbstractScriptedAgent(AbstractAgent):
class RandomAgent(AbstractScriptedAgent): class RandomAgent(AbstractScriptedAgent):
"""Agent that ignores its observation and acts completely at random.""" """Agent that ignores its observation and acts completely at random."""
def get_action(self, obs: ObsType, reward: float = 0.0, timestep: Optional[int] = None) -> Tuple[str, Dict]: def get_action(self, obs: ObsType, timestep: int = 0) -> Tuple[str, Dict]:
"""Randomly sample an action from the action space. """Sample the action space randomly.
:param obs: _description_ :param obs: Current observation for this agent, not used in RandomAgent
:type obs: ObsType :type obs: ObsType
:param reward: _description_, defaults to None :param timestep: The current simulation timestep, not used in RandomAgent
:type reward: float, optional :type timestep: int
:return: _description_ :return: Action formatted in CAOS format
:rtype: Tuple[str, Dict] :rtype: Tuple[str, Dict]
""" """
return self.action_manager.get_action(self.action_manager.space.sample()) return self.action_manager.get_action(self.action_manager.space.sample())
@@ -185,14 +185,14 @@ class ProxyAgent(AbstractAgent):
self.most_recent_action: ActType self.most_recent_action: ActType
self.flatten_obs: bool = agent_settings.flatten_obs if agent_settings else False self.flatten_obs: bool = agent_settings.flatten_obs if agent_settings else False
def get_action(self, obs: ObsType, reward: float = 0.0, timestep: Optional[int] = None) -> Tuple[str, Dict]: def get_action(self, obs: ObsType, timestep: int = 0) -> Tuple[str, Dict]:
""" """
Return the agent's most recent action, formatted in CAOS format. Return the agent's most recent action, formatted in CAOS format.
:param obs: Observation for the agent. Not used by ProxyAgents, but required by the interface. :param obs: Observation for the agent. Not used by ProxyAgents, but required by the interface.
:type obs: ObsType :type obs: ObsType
:param reward: Reward value for the agent. Not used by ProxyAgents, defaults to None. :param timestep: Current simulation timestep. Not used by ProxyAgents, bur required for the interface.
:type reward: float, optional :type timestep: int
:return: Action to be taken in CAOS format. :return: Action to be taken in CAOS format.
:rtype: Tuple[str, Dict] :rtype: Tuple[str, Dict]
""" """

View File

@@ -270,7 +270,7 @@ class GreenAdminDatabaseUnreachablePenalty(AbstractReward):
return -1.0 return -1.0
elif last_connection_successful is True: elif last_connection_successful is True:
return 1.0 return 1.0
return 0 return 0.0
@classmethod @classmethod
def from_config(cls, config: Dict) -> AbstractReward: def from_config(cls, config: Dict) -> AbstractReward:

View File

@@ -70,17 +70,17 @@ class ProbabilisticAgent(AbstractScriptedAgent):
super().__init__(agent_name, action_space, observation_space, reward_function) super().__init__(agent_name, action_space, observation_space, reward_function)
def get_action(self, obs: ObsType, reward: float = 0.0, timestep: Optional[int] = None) -> Tuple[str, Dict]: def get_action(self, obs: ObsType, timestep: int = 0) -> Tuple[str, Dict]:
""" """
Choose a random action from the action space. Sample the action space randomly.
The probability of each action is given by the corresponding index in ``self.probabilities``. The probability of each action is given by the corresponding index in ``self.probabilities``.
:param obs: Current observation of the simulation :param obs: Current observation for this agent, not used in ProbabilisticAgent
:type obs: ObsType :type obs: ObsType
:param reward: Reward for the last step, not used for scripted agents, defaults to 0 :param timestep: The current simulation timestep, not used in ProbabilisticAgent
:type reward: float, optional :type timestep: int
:return: Action to be taken in CAOS format. :return: Action formatted in CAOS format
:rtype: Tuple[str, Dict] :rtype: Tuple[str, Dict]
""" """
choice = self.rng.choice(len(self.action_manager.action_map), p=self.probabilities) choice = self.rng.choice(len(self.action_manager.action_map), p=self.probabilities)

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@@ -165,8 +165,7 @@ class PrimaiteGame:
agent_actions = {} agent_actions = {}
for _, agent in self.agents.items(): for _, agent in self.agents.items():
obs = agent.observation_manager.current_observation obs = agent.observation_manager.current_observation
rew = agent.reward_function.current_reward action_choice, options = agent.get_action(obs, timestep=self.step_counter)
action_choice, options = agent.get_action(obs, rew, timestep=self.step_counter)
agent_actions[agent.agent_name] = (action_choice, options) agent_actions[agent.agent_name] = (action_choice, options)
request = agent.format_request(action_choice, options) request = agent.format_request(action_choice, options)
self.simulation.apply_request(request) self.simulation.apply_request(request)
@@ -414,7 +413,7 @@ class PrimaiteGame:
reward_function = RewardFunction.from_config(reward_function_cfg) reward_function = RewardFunction.from_config(reward_function_cfg)
# CREATE AGENT # CREATE AGENT
if agent_type == "probabilistic_agent": if agent_type == "ProbabilisticAgent":
# TODO: implement non-random agents and fix this parsing # TODO: implement non-random agents and fix this parsing
settings = agent_cfg.get("agent_settings") settings = agent_cfg.get("agent_settings")
new_agent = ProbabilisticAgent( new_agent = ProbabilisticAgent(

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@@ -16,7 +16,7 @@ class IPProtocol(Enum):
""" """
NONE = "none" NONE = "none"
"""Placeholder for a non-port.""" """Placeholder for a non-protocol."""
TCP = "tcp" TCP = "tcp"
"""Transmission Control Protocol.""" """Transmission Control Protocol."""
UDP = "udp" UDP = "udp"

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@@ -38,9 +38,7 @@ class DataManipulationAttackStage(IntEnum):
class DataManipulationBot(Application): class DataManipulationBot(Application):
"""A bot that simulates a script which performs a SQL injection attack.""" """A bot that simulates a script which performs a SQL injection attack."""
# server_ip_address: Optional[IPv4Address] = None
payload: Optional[str] = None payload: Optional[str] = None
# server_password: Optional[str] = None
port_scan_p_of_success: float = 0.1 port_scan_p_of_success: float = 0.1
data_manipulation_p_of_success: float = 0.1 data_manipulation_p_of_success: float = 0.1

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@@ -21,7 +21,7 @@ game:
agents: agents:
- ref: client_2_green_user - ref: client_2_green_user
team: GREEN team: GREEN
type: probabilistic_agent type: ProbabilisticAgent
observation_space: observation_space:
type: UC2GreenObservation type: UC2GreenObservation
action_space: action_space:

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@@ -40,7 +40,7 @@ game:
agents: agents:
- ref: client_2_green_user - ref: client_2_green_user
team: GREEN team: GREEN
type: probabilistic_agent type: ProbabilisticAgent
observation_space: observation_space:
type: UC2GreenObservation type: UC2GreenObservation
action_space: action_space:

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@@ -40,7 +40,7 @@ game:
agents: agents:
- ref: client_2_green_user - ref: client_2_green_user
team: GREEN team: GREEN
type: probabilistic_agent type: ProbabilisticAgent
observation_space: observation_space:
type: UC2GreenObservation type: UC2GreenObservation
action_space: action_space:

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@@ -65,7 +65,7 @@ game:
agents: agents:
- ref: client_1_green_user - ref: client_1_green_user
team: GREEN team: GREEN
type: probabilistic_agent type: ProbabilisticAgent
observation_space: observation_space:
type: UC2GreenObservation type: UC2GreenObservation
action_space: action_space:

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@@ -25,7 +25,7 @@ game:
agents: agents:
- ref: client_2_green_user - ref: client_2_green_user
team: GREEN team: GREEN
type: probabilistic_agent type: ProbabilisticAgent
observation_space: observation_space:
type: UC2GreenObservation type: UC2GreenObservation
action_space: action_space:

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@@ -31,7 +31,7 @@ game:
agents: agents:
- ref: client_2_green_user - ref: client_2_green_user
team: GREEN team: GREEN
type: probabilistic_agent type: ProbabilisticAgent
observation_space: observation_space:
type: UC2GreenObservation type: UC2GreenObservation
action_space: action_space:

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@@ -29,7 +29,7 @@ game:
agents: agents:
- ref: client_2_green_user - ref: client_2_green_user
team: GREEN team: GREEN
type: probabilistic_agent type: ProbabilisticAgent
observation_space: observation_space:
type: UC2GreenObservation type: UC2GreenObservation
action_space: action_space:

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@@ -25,7 +25,7 @@ game:
agents: agents:
- ref: client_2_green_user - ref: client_2_green_user
team: GREEN team: GREEN
type: probabilistic_agent type: ProbabilisticAgent
observation_space: observation_space:
type: UC2GreenObservation type: UC2GreenObservation
action_space: action_space:

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@@ -328,7 +328,7 @@ class ControlledAgent(AbstractAgent):
) )
self.most_recent_action: Tuple[str, Dict] self.most_recent_action: Tuple[str, Dict]
def get_action(self, obs: None, reward: float = 0.0, timestep: Optional[int] = None) -> Tuple[str, Dict]: def get_action(self, obs: None, timestep: int = 0) -> Tuple[str, Dict]:
"""Return the agent's most recent action, formatted in CAOS format.""" """Return the agent's most recent action, formatted in CAOS format."""
return self.most_recent_action return self.most_recent_action

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@@ -41,6 +41,7 @@ def test_WebpageUnavailablePenalty(game_and_agent):
def test_uc2_rewards(game_and_agent): def test_uc2_rewards(game_and_agent):
"""Test that the reward component correctly applies a penalty when the selected client cannot reach the database."""
game, agent = game_and_agent game, agent = game_and_agent
agent: ControlledAgent agent: ControlledAgent

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@@ -69,7 +69,7 @@ def test_probabilistic_agent():
node_application_execute_count = 0 node_application_execute_count = 0
node_file_delete_count = 0 node_file_delete_count = 0
for _ in range(N_TRIALS): for _ in range(N_TRIALS):
a = pa.get_action(0, timestep=0) a = pa.get_action(0)
if a == ("DONOTHING", {}): if a == ("DONOTHING", {}):
do_nothing_count += 1 do_nothing_count += 1
elif a == ("NODE_APPLICATION_EXECUTE", {"node_id": 0, "application_id": 0}): elif a == ("NODE_APPLICATION_EXECUTE", {"node_id": 0, "application_id": 0}):