3086 UC7 Migration - All YAMLS, tests and notebooks. A few lingering issues such as the OS-SCAN not working and agent logs not appearing.

This commit is contained in:
Marek Wolan
2025-02-10 14:39:28 +00:00
parent 0d1edf0362
commit d8c8aa40a4
118 changed files with 21789 additions and 368 deletions

File diff suppressed because it is too large Load Diff

File diff suppressed because it is too large Load Diff

View File

@@ -0,0 +1,43 @@
red: &red
- ref: attacker
team: RED
type: tap-001
agent_settings:
start_step: 1
frequency: 5
variance: 0
repeat_kill_chain: false
repeat_kill_chain_stages: true
default_target_ip: 192.168.220.3
default_starting_node: "ST-PROJ-C-PRV-PC-1"
# starting_nodes: ["ST-PROJ-A-PRV-PC-1", "ST-PROJ-B-PRV-PC-2", "ST-PROJ-C-PRV-PC-3"]
starting_nodes:
kill_chain:
ACTIVATE:
probability: 1
PROPAGATE:
probability: 1
scan_attempts: 20
repeat_scan: false
network_addresses:
- 192.168.230.0/29 # ST Project A
- 192.168.10.0/26 # Remote Site
- 192.168.20.0/30 # Remote DMZ
# - 192.168.240.0/29 # ST Project B
# - 192.168.250.0/29 # ST Project C
- 192.168.220.0/29 # ST Data (Contains Target)
COMMAND_AND_CONTROL:
probability: 1
keep_alive_frequency: 5
masquerade_port: HTTP
masquerade_protocol: TCP
c2_server_name: ISP-PUB-SRV-DNS
c2_server_ip: 8.8.8.8
PAYLOAD:
probability: 1
exfiltrate: true
corrupt: true
exfiltration_folder_name:
target_username: admin
target_password: admin
continue_on_failed_exfil: True

View File

@@ -0,0 +1,43 @@
red: &red
- ref: attacker
team: RED
type: tap-001
agent_settings:
start_step: 1
frequency: 5
variance: 0
repeat_kill_chain: false
repeat_kill_chain_stages: true
default_target_ip: 192.168.220.3
default_starting_node: "ST-PROJ-B-PRV-PC-2"
# starting_nodes: ["ST-PROJ-A-PRV-PC-1", "ST-PROJ-B-PRV-PC-2", "ST-PROJ-C-PRV-PC-3"]
starting_nodes:
kill_chain:
ACTIVATE:
probability: 1
PROPAGATE:
probability: 1
scan_attempts: 20
repeat_scan: false
network_addresses:
- 192.168.230.0/29 # ST Project A
- 192.168.10.0/26 # Remote Site
- 192.168.20.0/30 # Remote DMZ
# - 192.168.240.0/29 # ST Project B
# - 192.168.250.0/29 # ST Project C
- 192.168.220.0/29 # ST Data (Contains Target)
COMMAND_AND_CONTROL:
probability: 1
keep_alive_frequency: 5
masquerade_port: HTTP
masquerade_protocol: TCP
c2_server_name: ISP-PUB-SRV-DNS
c2_server_ip: 8.8.8.8
PAYLOAD:
probability: 1
exfiltrate: true
corrupt: true
exfiltration_folder_name:
target_username: admin
target_password: admin
continue_on_failed_exfil: True

View File

@@ -0,0 +1,43 @@
red: &red
- ref: attacker
team: RED
type: tap-001
agent_settings:
start_step: 1
frequency: 5
variance: 0
repeat_kill_chain: false
repeat_kill_chain_stages: true
default_target_ip: 192.168.220.3
default_starting_node: "ST-PROJ-C-PRV-PC-3"
# starting_nodes: ["ST-PROJ-A-PRV-PC-1", "ST-PROJ-B-PRV-PC-2", "ST-PROJ-C-PRV-PC-3"]
starting_nodes:
kill_chain:
ACTIVATE:
probability: 1
PROPAGATE:
probability: 1
scan_attempts: 20
repeat_scan: false
network_addresses:
- 192.168.230.0/29 # ST Project A
- 192.168.10.0/26 # Remote Site
- 192.168.20.0/30 # Remote DMZ
# - 192.168.240.0/29 # ST Project B
# - 192.168.250.0/29 # ST Project C
- 192.168.220.0/29 # ST Data (Contains Target)
COMMAND_AND_CONTROL:
probability: 1
keep_alive_frequency: 5
masquerade_port: HTTP
masquerade_protocol: TCP
c2_server_name: ISP-PUB-SRV-DNS
c2_server_ip: 8.8.8.8
PAYLOAD:
probability: 1
exfiltrate: true
corrupt: true
exfiltration_folder_name:
target_username: admin
target_password: admin
continue_on_failed_exfil: True

View File

@@ -0,0 +1,94 @@
red: &red
- ref: attacker
team: RED
type: tap-003
observation_space: {}
action_space: {}
agent_settings:
start_step: 1
frequency: 3
variance: 0
repeat_kill_chain: false
repeat_kill_chain_stages: true
default_starting_node: "ST-PROJ-A-PRV-PC-1"
starting_nodes:
# starting_nodes: ["ST-PROJ-A-PRV-PC-1", "ST-PROJ-B-PRV-PC-2", "ST-PROJ-C-PRV-PC-3"]
kill_chain:
PLANNING:
probability: 1
starting_network_knowledge:
credentials:
ST-PROJ-A-PRV-PC-1:
username: admin
password: admin
ST-PROJ-B-PRV-PC-2:
username: admin
password: admin
ST-PROJ-C-PRV-PC-3:
username: admin
password: admin
ST-INTRA-PRV-RT-DR-1:
ip_address: 192.168.230.1
username: admin
password: admin
ST-INTRA-PRV-RT-CR:
ip_address: 192.168.160.1
username: admin
password: admin
REM-PUB-RT-DR:
ip_address: 192.168.10.2
username: admin
password: admin
ACCESS:
probability: 1
MANIPULATION:
probability: 1
account_changes:
- host: ST-INTRA-PRV-RT-DR-1
ip_address: 192.168.230.1 # ST-INTRA-PRV-RT-DR-1
action: change_password
username: admin
new_password: "red_pass"
- host: ST-INTRA-PRV-RT-CR
ip_address: 192.168.160.1 # ST-INTRA-PRV-RT-CR
action: change_password
username: "admin"
new_password: "red_pass"
- host: REM-PUB-RT-DR
ip_address: 192.168.10.2 # REM-PUB-RT-DR
action: change_password
username: "admin"
new_password: "red_pass"
EXPLOIT:
probability: 1
malicious_acls:
- target_router: ST-INTRA-PRV-RT-DR-1
position: 1
permission: DENY
src_ip: ALL
src_wildcard: 0.0.255.255
dst_ip: ALL
dst_wildcard: 0.0.255.255
src_port: POSTGRES_SERVER
dst_port: POSTGRES_SERVER
protocol_name: TCP
- target_router: ST-INTRA-PRV-RT-CR
position: 1
permission: DENY
src_ip: ALL
src_wildcard: 0.0.255.255
dst_ip: ALL
dst_wildcard: 0.0.255.255
src_port: HTTP
dst_port: HTTP
protocol_name: TCP
- target_router: REM-PUB-RT-DR
position: 1
permission: DENY
src_ip: ALL
src_wildcard: 0.0.255.255
dst_ip: ALL
dst_wildcard: 0.0.255.255
src_port: DNS
dst_port: DNS
protocol_name: TCP

View File

@@ -0,0 +1,42 @@
base_scenario: uc7_config_no_red.yaml
schedule:
0:
- TAP001_PC1.yaml
1:
- TAP001_PC2.yaml
2:
- TAP001_PC3.yaml
3:
- TAP001_PC1.yaml
4:
- TAP001_PC2.yaml
5:
- TAP003.yaml
6:
- TAP003.yaml
7:
- TAP003.yaml
8:
- TAP003.yaml
9:
- TAP003.yaml
10:
- TAP001_PC1.yaml
11:
- TAP003.yaml
12:
- TAP001_PC1.yaml
13:
- TAP003.yaml
14:
- TAP001_PC2.yaml
15:
- TAP003.yaml
16:
- TAP001_PC3.yaml
17:
- TAP003.yaml
18:
- TAP001_PC1.yaml
19:
- TAP003.yaml

View File

@@ -1,6 +1,6 @@
# © Crown-owned copyright 2025, Defence Science and Technology Laboratory UK
from abc import ABC, abstractmethod
from typing import ClassVar, List, Optional, Union
from typing import ClassVar, List, Literal, Optional, Union
from primaite.game.agent.actions.manager import AbstractAction
from primaite.interface.request import RequestFormat
@@ -153,8 +153,6 @@ class NodeNMAPPortScanAction(NodeNMAPAbstractAction, discriminator="node-nmap-po
class NodeNetworkServiceReconAction(NodeNMAPAbstractAction, discriminator="node-network-service-recon"):
"""Action which performs an nmap network service recon (ping scan followed by port scan)."""
config: "NodeNetworkServiceReconAction.ConfigSchema"
class ConfigSchema(NodeNMAPAbstractAction.ConfigSchema):
"""Configuration schema for NodeNetworkServiceReconAction."""
@@ -179,3 +177,70 @@ class NodeNetworkServiceReconAction(NodeNMAPAbstractAction, discriminator="node-
"show": config.show,
},
]
class NodeAccountsAddUserAction(AbstractAction, discriminator="node-account-add-user"):
class ConfigSchema(AbstractAction.ConfigSchema):
type: Literal["node-account-add-user"] = "node-account-add-user"
node_name: str
username: str
password: str
is_admin: bool
@classmethod
@staticmethod
def form_request(config: ConfigSchema) -> RequestFormat:
return [
"network",
"node",
config.node_name,
"service",
"user-manager",
"add_user",
config.username,
config.password,
config.is_admin,
]
class NodeAccountsDisableUserAction(AbstractAction, discriminator="node-account-disable-user"):
class ConfigSchema(AbstractAction.ConfigSchema):
type: Literal["node-account-disable-user"] = "node-account-disable-user"
node_name: str
username: str
@classmethod
@staticmethod
def form_request(config: ConfigSchema) -> RequestFormat:
return [
"network",
"node",
config.node_name,
"service",
"user-manager",
"disable_user",
config.username,
]
class NodeSendLocalCommandAction(AbstractAction, discriminator="node-send-local-command"):
class ConfigSchema(AbstractAction.ConfigSchema):
type: Literal["node-send-local-command"] = "node-send-local-command"
node_name: str
username: str
password: str
command: RequestFormat
@staticmethod
def form_request(config: ConfigSchema) -> RequestFormat:
return [
"network",
"node",
config.node_name,
"service",
"terminal",
"send_local_command",
config.username,
config.password,
{"command": config.command},
]

View File

@@ -34,8 +34,6 @@ class NodeSessionAbstractAction(AbstractAction, ABC):
class NodeSessionsRemoteLoginAction(NodeSessionAbstractAction, discriminator="node-session-remote-login"):
"""Action which performs a remote session login."""
config: "NodeSessionsRemoteLoginAction.ConfigSchema"
class ConfigSchema(NodeSessionAbstractAction.ConfigSchema):
"""Configuration schema for NodeSessionsRemoteLoginAction."""
@@ -53,7 +51,7 @@ class NodeSessionsRemoteLoginAction(NodeSessionAbstractAction, discriminator="no
config.node_name,
"service",
"terminal",
"node-session-remote-login",
"node_session_remote_login",
config.username,
config.password,
config.remote_ip,
@@ -63,8 +61,6 @@ class NodeSessionsRemoteLoginAction(NodeSessionAbstractAction, discriminator="no
class NodeSessionsRemoteLogoutAction(NodeSessionAbstractAction, discriminator="node-session-remote-logoff"):
"""Action which performs a remote session logout."""
config: "NodeSessionsRemoteLogoutAction.ConfigSchema"
class ConfigSchema(NodeSessionAbstractAction.ConfigSchema):
"""Configuration schema for NodeSessionsRemoteLogoutAction."""
@@ -78,14 +74,13 @@ class NodeSessionsRemoteLogoutAction(NodeSessionAbstractAction, discriminator="n
return ["network", "node", config.node_name, "service", "terminal", config.verb, config.remote_ip]
class NodeAccountChangePasswordAction(NodeSessionAbstractAction, discriminator="node-account-change-password"):
class NodeAccountChangePasswordAction(AbstractAction, discriminator="node-account-change-password"):
"""Action which changes the password for a user."""
config: "NodeAccountChangePasswordAction.ConfigSchema"
class ConfigSchema(NodeSessionAbstractAction.ConfigSchema):
class ConfigSchema(AbstractAction.ConfigSchema):
"""Configuration schema for NodeAccountsChangePasswordAction."""
node_name: str
username: str
current_password: str
new_password: str

View File

@@ -6,6 +6,7 @@ from abc import ABC, abstractmethod
from typing import Any, ClassVar, Dict, List, Literal, Optional, Tuple, Type, TYPE_CHECKING
from gymnasium.core import ActType, ObsType
from prettytable import PrettyTable
from pydantic import BaseModel, ConfigDict, Field
from primaite.game.agent.actions import ActionManager
@@ -42,6 +43,9 @@ class AgentHistoryItem(BaseModel):
reward_info: Dict[str, Any] = {}
observation: Optional[ObsType] = None
"""The observation space data for this step."""
class AbstractAgent(BaseModel, ABC):
"""Base class for scripted and RL agents."""
@@ -67,6 +71,9 @@ class AbstractAgent(BaseModel, ABC):
default_factory=lambda: ObservationManager.ConfigSchema()
)
reward_function: RewardFunction.ConfigSchema = Field(default_factory=lambda: RewardFunction.ConfigSchema())
thresholds: Optional[Dict] = {}
# TODO: this is only relevant to some observations, need to refactor the way thresholds are dealt with (#3085)
"""A dict containing the observation thresholds."""
config: ConfigSchema = Field(default_factory=lambda: AbstractAgent.ConfigSchema())
@@ -90,10 +97,42 @@ class AbstractAgent(BaseModel, ABC):
def model_post_init(self, __context: Any) -> None:
"""Overwrite the default empty action, observation, and rewards with ones defined through the config."""
self.action_manager = ActionManager(config=self.config.action_space)
self.config.observation_space.options.thresholds = self.config.thresholds
self.observation_manager = ObservationManager(config=self.config.observation_space)
self.reward_function = RewardFunction(config=self.config.reward_function)
return super().model_post_init(__context)
def add_agent_action(self, item: AgentHistoryItem, table: PrettyTable) -> PrettyTable:
"""Update the given table with information from given AgentHistoryItem."""
node, application = "unknown", "unknown"
if (node_id := item.parameters.get("node_id")) is not None:
node = self.action_manager.node_names[node_id]
if (application_id := item.parameters.get("application_id")) is not None:
application = self.action_manager.application_names[node_id][application_id]
if (application_name := item.parameters.get("application_name")) is not None:
application = application_name
table.add_row([item.timestep, item.action, node, application, item.response.status])
return table
def show_history(self, ignored_actions: Optional[list] = None):
"""
Print an agent action provided it's not the DONOTHING action.
:param ignored_actions: OPTIONAL: List of actions to be ignored when displaying the history.
If not provided, defaults to ignore DONOTHING actions.
"""
if not ignored_actions:
ignored_actions = ["DONOTHING"]
table = PrettyTable()
table.field_names = ["Step", "Action", "Node", "Application", "Response"]
print(f"Actions for '{self.agent_name}':")
for item in self.history:
if item.action in ignored_actions:
pass
else:
table = self.add_agent_action(item=item, table=table)
print(table)
def update_observation(self, state: Dict) -> ObsType:
"""
Convert a state from the simulator into an observation for the agent using the observation space.
@@ -140,12 +179,23 @@ class AbstractAgent(BaseModel, ABC):
return request
def process_action_response(
self, timestep: int, action: str, parameters: Dict[str, Any], request: RequestFormat, response: RequestResponse
self,
timestep: int,
action: str,
parameters: Dict[str, Any],
request: RequestFormat,
response: RequestResponse,
observation: ObsType,
) -> None:
"""Process the response from the most recent action."""
self.history.append(
AgentHistoryItem(
timestep=timestep, action=action, parameters=parameters, request=request, response=response
timestep=timestep,
action=action,
parameters=parameters,
request=request,
response=response,
observation=observation,
)
)

View File

@@ -26,7 +26,13 @@ class FileObservation(AbstractObservation, discriminator="file"):
file_system_requires_scan: Optional[bool] = None
"""If True, the file must be scanned to update the health state. Tf False, the true state is always shown."""
def __init__(self, where: WhereType, include_num_access: bool, file_system_requires_scan: bool) -> None:
def __init__(
self,
where: WhereType,
include_num_access: bool,
file_system_requires_scan: bool,
thresholds: Optional[Dict] = {},
) -> None:
"""
Initialise a file observation instance.
@@ -48,10 +54,36 @@ class FileObservation(AbstractObservation, discriminator="file"):
if self.include_num_access:
self.default_observation["num_access"] = 0
# TODO: allow these to be configured in yaml
self.high_threshold = 10
self.med_threshold = 5
self.low_threshold = 0
if thresholds.get("file_access") is None:
self.low_file_access_threshold = 0
self.med_file_access_threshold = 5
self.high_file_access_threshold = 10
else:
self._set_file_access_threshold(
thresholds=[
thresholds.get("file_access")["low"],
thresholds.get("file_access")["medium"],
thresholds.get("file_access")["high"],
]
)
def _set_file_access_threshold(self, thresholds: List[int]):
"""
Method that validates and then sets the file access threshold.
:param: thresholds: The file access threshold to validate and set.
"""
if self._validate_thresholds(
thresholds=[
thresholds[0],
thresholds[1],
thresholds[2],
],
threshold_identifier="file_access",
):
self.low_file_access_threshold = thresholds[0]
self.med_file_access_threshold = thresholds[1]
self.high_file_access_threshold = thresholds[2]
def _categorise_num_access(self, num_access: int) -> int:
"""
@@ -60,11 +92,11 @@ class FileObservation(AbstractObservation, discriminator="file"):
:param num_access: Number of file accesses.
:return: Bin number corresponding to the number of accesses.
"""
if num_access > self.high_threshold:
if num_access > self.high_file_access_threshold:
return 3
elif num_access > self.med_threshold:
elif num_access > self.med_file_access_threshold:
return 2
elif num_access > self.low_threshold:
elif num_access > self.low_file_access_threshold:
return 1
return 0
@@ -122,6 +154,7 @@ class FileObservation(AbstractObservation, discriminator="file"):
where=parent_where + ["files", config.file_name],
include_num_access=config.include_num_access,
file_system_requires_scan=config.file_system_requires_scan,
thresholds=config.thresholds,
)
@@ -149,6 +182,7 @@ class FolderObservation(AbstractObservation, discriminator="folder"):
num_files: int,
include_num_access: bool,
file_system_requires_scan: bool,
thresholds: Optional[Dict] = {},
) -> None:
"""
Initialise a folder observation instance.
@@ -177,6 +211,7 @@ class FolderObservation(AbstractObservation, discriminator="folder"):
where=None,
include_num_access=include_num_access,
file_system_requires_scan=self.file_system_requires_scan,
thresholds=thresholds,
)
)
while len(self.files) > num_files:
@@ -253,6 +288,7 @@ class FolderObservation(AbstractObservation, discriminator="folder"):
for file_config in config.files:
file_config.include_num_access = config.include_num_access
file_config.file_system_requires_scan = config.file_system_requires_scan
file_config.thresholds = config.thresholds
files = [FileObservation.from_config(config=f, parent_where=where) for f in config.files]
return cls(
@@ -261,4 +297,5 @@ class FolderObservation(AbstractObservation, discriminator="folder"):
num_files=config.num_files,
include_num_access=config.include_num_access,
file_system_requires_scan=config.file_system_requires_scan,
thresholds=config.thresholds,
)

View File

@@ -54,7 +54,15 @@ class HostObservation(AbstractObservation, discriminator="host"):
"""
If True, files and folders must be scanned to update the health state. If False, true state is always shown.
"""
include_users: Optional[bool] = None
services_requires_scan: Optional[bool] = None
"""
If True, services must be scanned to update the health state. If False, true state is always shown.
"""
applications_requires_scan: Optional[bool] = None
"""
If True, applications must be scanned to update the health state. If False, true state is always shown.
"""
include_users: Optional[bool] = True
"""If True, report user session information."""
def __init__(
@@ -73,6 +81,8 @@ class HostObservation(AbstractObservation, discriminator="host"):
monitored_traffic: Optional[Dict],
include_num_access: bool,
file_system_requires_scan: bool,
services_requires_scan: bool,
applications_requires_scan: bool,
include_users: bool,
) -> None:
"""
@@ -108,6 +118,12 @@ class HostObservation(AbstractObservation, discriminator="host"):
:param file_system_requires_scan: If True, the files and folders must be scanned to update the health state.
If False, the true state is always shown.
:type file_system_requires_scan: bool
:param services_requires_scan: If True, services must be scanned to update the health state.
If False, the true state is always shown.
:type services_requires_scan: bool
:param applications_requires_scan: If True, applications must be scanned to update the health state.
If False, the true state is always shown.
:type applications_requires_scan: bool
:param include_users: If True, report user session information.
:type include_users: bool
"""
@@ -121,7 +137,7 @@ class HostObservation(AbstractObservation, discriminator="host"):
# Ensure lists have lengths equal to specified counts by truncating or padding
self.services: List[ServiceObservation] = services
while len(self.services) < num_services:
self.services.append(ServiceObservation(where=None))
self.services.append(ServiceObservation(where=None, services_requires_scan=services_requires_scan))
while len(self.services) > num_services:
truncated_service = self.services.pop()
msg = f"Too many services in Node observation space for node. Truncating service {truncated_service.where}"
@@ -129,7 +145,9 @@ class HostObservation(AbstractObservation, discriminator="host"):
self.applications: List[ApplicationObservation] = applications
while len(self.applications) < num_applications:
self.applications.append(ApplicationObservation(where=None))
self.applications.append(
ApplicationObservation(where=None, applications_requires_scan=applications_requires_scan)
)
while len(self.applications) > num_applications:
truncated_application = self.applications.pop()
msg = f"Too many applications in Node observation space for node. Truncating {truncated_application.where}"
@@ -153,7 +171,13 @@ class HostObservation(AbstractObservation, discriminator="host"):
self.nics: List[NICObservation] = network_interfaces
while len(self.nics) < num_nics:
self.nics.append(NICObservation(where=None, include_nmne=include_nmne, monitored_traffic=monitored_traffic))
self.nics.append(
NICObservation(
where=None,
include_nmne=include_nmne,
monitored_traffic=monitored_traffic,
)
)
while len(self.nics) > num_nics:
truncated_nic = self.nics.pop()
msg = f"Too many network_interfaces in Node observation space for node. Truncating {truncated_nic.where}"
@@ -269,8 +293,15 @@ class HostObservation(AbstractObservation, discriminator="host"):
folder_config.include_num_access = config.include_num_access
folder_config.num_files = config.num_files
folder_config.file_system_requires_scan = config.file_system_requires_scan
folder_config.thresholds = config.thresholds
for nic_config in config.network_interfaces:
nic_config.include_nmne = config.include_nmne
nic_config.thresholds = config.thresholds
for service_config in config.services:
service_config.services_requires_scan = config.services_requires_scan
for application_config in config.applications:
application_config.applications_requires_scan = config.applications_requires_scan
application_config.thresholds = config.thresholds
services = [ServiceObservation.from_config(config=c, parent_where=where) for c in config.services]
applications = [ApplicationObservation.from_config(config=c, parent_where=where) for c in config.applications]
@@ -281,7 +312,10 @@ class HostObservation(AbstractObservation, discriminator="host"):
count = 1
while len(nics) < config.num_nics:
nic_config = NICObservation.ConfigSchema(
nic_num=count, include_nmne=config.include_nmne, monitored_traffic=config.monitored_traffic
nic_num=count,
include_nmne=config.include_nmne,
monitored_traffic=config.monitored_traffic,
thresholds=config.thresholds,
)
nics.append(NICObservation.from_config(config=nic_config, parent_where=where))
count += 1
@@ -301,5 +335,7 @@ class HostObservation(AbstractObservation, discriminator="host"):
monitored_traffic=config.monitored_traffic,
include_num_access=config.include_num_access,
file_system_requires_scan=config.file_system_requires_scan,
services_requires_scan=config.services_requires_scan,
applications_requires_scan=config.applications_requires_scan,
include_users=config.include_users,
)

View File

@@ -1,13 +1,14 @@
# © Crown-owned copyright 2025, Defence Science and Technology Laboratory UK
from __future__ import annotations
from typing import Dict, List, Optional
from typing import ClassVar, Dict, List, Optional
from gymnasium import spaces
from gymnasium.core import ObsType
from primaite.game.agent.observations.observations import AbstractObservation, WhereType
from primaite.game.agent.utils import access_from_nested_dict, NOT_PRESENT_IN_STATE
from primaite.simulator.network.nmne import NMNEConfig
from primaite.utils.validation.ip_protocol import IPProtocol
from primaite.utils.validation.port import Port
@@ -15,6 +16,9 @@ from primaite.utils.validation.port import Port
class NICObservation(AbstractObservation, discriminator="network-interface"):
"""Status information about a network interface within the simulation environment."""
capture_nmne: ClassVar[bool] = NMNEConfig().capture_nmne
"A Boolean specifying whether malicious network events should be captured."
class ConfigSchema(AbstractObservation.ConfigSchema):
"""Configuration schema for NICObservation."""
@@ -25,7 +29,13 @@ class NICObservation(AbstractObservation, discriminator="network-interface"):
monitored_traffic: Optional[Dict[IPProtocol, List[Port]]] = None
"""A dict containing which traffic types are to be included in the observation."""
def __init__(self, where: WhereType, include_nmne: bool, monitored_traffic: Optional[Dict] = None) -> None:
def __init__(
self,
where: WhereType,
include_nmne: bool,
monitored_traffic: Optional[Dict] = None,
thresholds: Dict = {},
) -> None:
"""
Initialise a network interface observation instance.
@@ -45,10 +55,18 @@ class NICObservation(AbstractObservation, discriminator="network-interface"):
self.nmne_inbound_last_step: int = 0
self.nmne_outbound_last_step: int = 0
# TODO: allow these to be configured in yaml
self.high_nmne_threshold = 10
self.med_nmne_threshold = 5
self.low_nmne_threshold = 0
if thresholds.get("nmne") is None:
self.low_nmne_threshold = 0
self.med_nmne_threshold = 5
self.high_nmne_threshold = 10
else:
self._set_nmne_threshold(
thresholds=[
thresholds.get("nmne")["low"],
thresholds.get("nmne")["medium"],
thresholds.get("nmne")["high"],
]
)
self.monitored_traffic = monitored_traffic
if self.monitored_traffic:
@@ -105,6 +123,20 @@ class NICObservation(AbstractObservation, discriminator="network-interface"):
bandwidth_utilisation = traffic_value / nic_max_bandwidth
return int(bandwidth_utilisation * 9) + 1
def _set_nmne_threshold(self, thresholds: List[int]):
"""
Method that validates and then sets the NMNE threshold.
:param: thresholds: The NMNE threshold to validate and set.
"""
if self._validate_thresholds(
thresholds=thresholds,
threshold_identifier="nmne",
):
self.low_nmne_threshold = thresholds[0]
self.med_nmne_threshold = thresholds[1]
self.high_nmne_threshold = thresholds[2]
def observe(self, state: Dict) -> ObsType:
"""
Generate observation based on the current state of the simulation.
@@ -116,7 +148,7 @@ class NICObservation(AbstractObservation, discriminator="network-interface"):
"""
nic_state = access_from_nested_dict(state, self.where)
if nic_state is NOT_PRESENT_IN_STATE:
if nic_state is NOT_PRESENT_IN_STATE or self.where is None:
return self.default_observation
obs = {"nic_status": 1 if nic_state["enabled"] else 2}
@@ -164,7 +196,7 @@ class NICObservation(AbstractObservation, discriminator="network-interface"):
for port in self.monitored_traffic[protocol]:
obs["TRAFFIC"][protocol][port] = {"inbound": 0, "outbound": 0}
if self.include_nmne:
if self.capture_nmne and self.include_nmne:
obs.update({"NMNE": {}})
direction_dict = nic_state["nmne"].get("direction", {})
inbound_keywords = direction_dict.get("inbound", {}).get("keywords", {})
@@ -224,6 +256,7 @@ class NICObservation(AbstractObservation, discriminator="network-interface"):
where=parent_where + ["NICs", config.nic_num],
include_nmne=config.include_nmne,
monitored_traffic=config.monitored_traffic,
thresholds=config.thresholds,
)

View File

@@ -48,7 +48,13 @@ class NodesObservation(AbstractObservation, discriminator="nodes"):
include_num_access: Optional[bool] = None
"""Flag to include the number of accesses."""
file_system_requires_scan: bool = True
"""If True, the folder must be scanned to update the health state. Tf False, the true state is always shown."""
"""If True, the folder must be scanned to update the health state. If False, the true state is always shown."""
services_requires_scan: bool = True
"""If True, the services must be scanned to update the health state.
If False, the true state is always shown."""
applications_requires_scan: bool = True
"""If True, the applications must be scanned to update the health state.
If False, the true state is always shown."""
include_users: Optional[bool] = True
"""If True, report user session information."""
num_ports: Optional[int] = None
@@ -196,8 +202,14 @@ class NodesObservation(AbstractObservation, discriminator="nodes"):
host_config.include_num_access = config.include_num_access
if host_config.file_system_requires_scan is None:
host_config.file_system_requires_scan = config.file_system_requires_scan
if host_config.services_requires_scan is None:
host_config.services_requires_scan = config.services_requires_scan
if host_config.applications_requires_scan is None:
host_config.applications_requires_scan = config.applications_requires_scan
if host_config.include_users is None:
host_config.include_users = config.include_users
if not host_config.thresholds:
host_config.thresholds = config.thresholds
for router_config in config.routers:
if router_config.num_ports is None:
@@ -214,6 +226,8 @@ class NodesObservation(AbstractObservation, discriminator="nodes"):
router_config.num_rules = config.num_rules
if router_config.include_users is None:
router_config.include_users = config.include_users
if not router_config.thresholds:
router_config.thresholds = config.thresholds
for firewall_config in config.firewalls:
if firewall_config.ip_list is None:
@@ -228,6 +242,8 @@ class NodesObservation(AbstractObservation, discriminator="nodes"):
firewall_config.num_rules = config.num_rules
if firewall_config.include_users is None:
firewall_config.include_users = config.include_users
if not firewall_config.thresholds:
firewall_config.thresholds = config.thresholds
hosts = [HostObservation.from_config(config=c, parent_where=where) for c in config.hosts]
routers = [RouterObservation.from_config(config=c, parent_where=where) for c in config.routers]

View File

@@ -114,7 +114,9 @@ class NestedObservation(AbstractObservation, discriminator="custom"):
instances = dict()
for component in config.components:
obs_class = AbstractObservation._registry[component.type]
obs_instance = obs_class.from_config(config=obs_class.ConfigSchema(**component.options))
obs_instance = obs_class.from_config(
config=obs_class.ConfigSchema(**component.options, thresholds=config.thresholds)
)
instances[component.label] = obs_instance
return cls(components=instances)
@@ -242,8 +244,5 @@ class ObservationManager(BaseModel):
"""
if config is None:
return cls(NullObservation())
obs_type = config["type"]
obs_class = AbstractObservation._registry[obs_type]
observation = obs_class.from_config(config=obs_class.ConfigSchema(**config["options"]))
obs_manager = cls(observation)
obs_manager = cls(config=config)
return obs_manager

View File

@@ -1,7 +1,7 @@
# © Crown-owned copyright 2025, Defence Science and Technology Laboratory UK
"""Manages the observation space for the agent."""
from abc import ABC, abstractmethod
from typing import Any, Dict, Iterable, Optional, Type, Union
from typing import Any, Dict, Iterable, List, Optional, Type, Union
from gymnasium import spaces
from gymnasium.core import ObsType
@@ -19,6 +19,9 @@ class AbstractObservation(ABC):
class ConfigSchema(ABC, BaseModel):
"""Config schema for observations."""
thresholds: Optional[Dict] = {}
"""A dict containing the observation thresholds."""
model_config = ConfigDict(extra="forbid")
_registry: Dict[str, Type["AbstractObservation"]] = {}
@@ -69,3 +72,34 @@ class AbstractObservation(ABC):
def from_config(cls, config: ConfigSchema, parent_where: WhereType = []) -> "AbstractObservation":
"""Create this observation space component form a serialised format."""
return cls()
def _validate_thresholds(self, thresholds: List[int] = None, threshold_identifier: Optional[str] = "") -> bool:
"""
Method that checks if the thresholds are non overlapping and in the correct (ascending) order.
Pass in the thresholds from low to high e.g.
thresholds=[low_threshold, med_threshold, ..._threshold, high_threshold]
Throws an error if the threshold is not valid
:param: thresholds: List of thresholds in ascending order.
:type: List[int]
:param: threshold_identifier: The name of the threshold option.
:type: Optional[str]
:returns: bool
"""
if thresholds is None or len(thresholds) < 2:
raise Exception(f"{threshold_identifier} thresholds are invalid {thresholds}")
for idx in range(1, len(thresholds)):
if not isinstance(thresholds[idx], int):
raise Exception(f"{threshold_identifier} threshold ({thresholds[idx]}) is not a valid int.")
if not isinstance(thresholds[idx - 1], int):
raise Exception(f"{threshold_identifier} threshold ({thresholds[idx]}) is not a valid int.")
if thresholds[idx] <= thresholds[idx - 1]:
raise Exception(
f"{threshold_identifier} threshold ({thresholds[idx - 1]}) "
f"is greater than or equal to ({thresholds[idx]}.)"
)
return True

View File

@@ -1,7 +1,7 @@
# © Crown-owned copyright 2025, Defence Science and Technology Laboratory UK
from __future__ import annotations
from typing import Dict
from typing import Dict, List, Optional
from gymnasium import spaces
from gymnasium.core import ObsType
@@ -19,7 +19,10 @@ class ServiceObservation(AbstractObservation, discriminator="service"):
service_name: str
"""Name of the service, used for querying simulation state dictionary"""
def __init__(self, where: WhereType) -> None:
services_requires_scan: Optional[bool] = None
"""If True, services must be scanned to update the health state. If False, true state is always shown."""
def __init__(self, where: WhereType, services_requires_scan: bool) -> None:
"""
Initialise a service observation instance.
@@ -28,6 +31,7 @@ class ServiceObservation(AbstractObservation, discriminator="service"):
:type where: WhereType
"""
self.where = where
self.services_requires_scan = services_requires_scan
self.default_observation = {"operating_status": 0, "health_status": 0}
def observe(self, state: Dict) -> ObsType:
@@ -44,7 +48,9 @@ class ServiceObservation(AbstractObservation, discriminator="service"):
return self.default_observation
return {
"operating_status": service_state["operating_state"],
"health_status": service_state["health_state_visible"],
"health_status": service_state["health_state_visible"]
if self.services_requires_scan
else service_state["health_state_actual"],
}
@property
@@ -70,7 +76,9 @@ class ServiceObservation(AbstractObservation, discriminator="service"):
:return: Constructed service observation instance.
:rtype: ServiceObservation
"""
return cls(where=parent_where + ["services", config.service_name])
return cls(
where=parent_where + ["services", config.service_name], services_requires_scan=config.services_requires_scan
)
class ApplicationObservation(AbstractObservation, discriminator="application"):
@@ -82,7 +90,12 @@ class ApplicationObservation(AbstractObservation, discriminator="application"):
application_name: str
"""Name of the application, used for querying simulation state dictionary"""
def __init__(self, where: WhereType) -> None:
applications_requires_scan: Optional[bool] = None
"""
If True, applications must be scanned to update the health state. If False, true state is always shown.
"""
def __init__(self, where: WhereType, applications_requires_scan: bool, thresholds: Optional[Dict] = {}) -> None:
"""
Initialise an application observation instance.
@@ -92,25 +105,52 @@ class ApplicationObservation(AbstractObservation, discriminator="application"):
:type where: WhereType
"""
self.where = where
self.applications_requires_scan = applications_requires_scan
self.default_observation = {"operating_status": 0, "health_status": 0, "num_executions": 0}
# TODO: allow these to be configured in yaml
self.high_threshold = 10
self.med_threshold = 5
self.low_threshold = 0
if thresholds.get("app_executions") is None:
self.low_app_execution_threshold = 0
self.med_app_execution_threshold = 5
self.high_app_execution_threshold = 10
else:
self._set_application_execution_thresholds(
thresholds=[
thresholds.get("app_executions")["low"],
thresholds.get("app_executions")["medium"],
thresholds.get("app_executions")["high"],
]
)
def _set_application_execution_thresholds(self, thresholds: List[int]):
"""
Method that validates and then sets the application execution threshold.
:param: thresholds: The application execution threshold to validate and set.
"""
if self._validate_thresholds(
thresholds=[
thresholds[0],
thresholds[1],
thresholds[2],
],
threshold_identifier="app_executions",
):
self.low_app_execution_threshold = thresholds[0]
self.med_app_execution_threshold = thresholds[1]
self.high_app_execution_threshold = thresholds[2]
def _categorise_num_executions(self, num_executions: int) -> int:
"""
Represent number of file accesses as a categorical variable.
Represent number of application executions as a categorical variable.
:param num_access: Number of file accesses.
:param num_access: Number of application executions.
:return: Bin number corresponding to the number of accesses.
"""
if num_executions > self.high_threshold:
if num_executions > self.high_app_execution_threshold:
return 3
elif num_executions > self.med_threshold:
elif num_executions > self.med_app_execution_threshold:
return 2
elif num_executions > self.low_threshold:
elif num_executions > self.low_app_execution_threshold:
return 1
return 0
@@ -128,7 +168,9 @@ class ApplicationObservation(AbstractObservation, discriminator="application"):
return self.default_observation
return {
"operating_status": application_state["operating_state"],
"health_status": application_state["health_state_visible"],
"health_status": application_state["health_state_visible"]
if self.applications_requires_scan
else application_state["health_state_actual"],
"num_executions": self._categorise_num_executions(application_state["num_executions"]),
}
@@ -161,4 +203,8 @@ class ApplicationObservation(AbstractObservation, discriminator="application"):
:return: Constructed application observation instance.
:rtype: ApplicationObservation
"""
return cls(where=parent_where + ["applications", config.application_name])
return cls(
where=parent_where + ["applications", config.application_name],
applications_requires_scan=config.applications_requires_scan,
thresholds=config.thresholds,
)

View File

@@ -7,12 +7,14 @@ from pydantic import BaseModel, ConfigDict
from primaite import DEFAULT_BANDWIDTH, getLogger
from primaite.game.agent.interface import AbstractAgent, ProxyAgent
from primaite.game.agent.observations import NICObservation
from primaite.game.agent.rewards import SharedReward
from primaite.game.science import graph_has_cycle, topological_sort
from primaite.simulator import SIM_OUTPUT
from primaite.simulator.network.creation import NetworkNodeAdder
from primaite.simulator.network.hardware.base import NetworkInterface, Node, NodeOperatingState, UserManager
from primaite.simulator.network.hardware.nodes.host.host_node import NIC
from primaite.simulator.network.hardware.nodes.network.firewall import Firewall # noqa: F401
from primaite.simulator.network.hardware.nodes.network.switch import Switch
from primaite.simulator.network.hardware.nodes.network.wireless_router import WirelessRouter
from primaite.simulator.network.nmne import NMNEConfig
@@ -44,15 +46,15 @@ from primaite.utils.validation.port import Port, PORT_LOOKUP
_LOGGER = getLogger(__name__)
SERVICE_TYPES_MAPPING = {
"DNSClient": DNSClient,
"DNSServer": DNSServer,
"DatabaseService": DatabaseService,
"WebServer": WebServer,
"FTPClient": FTPClient,
"FTPServer": FTPServer,
"NTPClient": NTPClient,
"NTPServer": NTPServer,
"Terminal": Terminal,
"dns-client": DNSClient,
"dns-server": DNSServer,
"database-service": DatabaseService,
"web-server": WebServer,
"ftp-client": FTPClient,
"ftp-server": FTPServer,
"ntp-client": NTPClient,
"ntp-server": NTPServer,
"terminal": Terminal,
}
"""List of available services that can be installed on nodes in the PrimAITE Simulation."""
@@ -68,6 +70,8 @@ class PrimaiteGameOptions(BaseModel):
seed: int = None
"""Random number seed for RNGs."""
generate_seed_value: bool = False
"""Internally generated seed value."""
max_episode_length: int = 256
"""Maximum number of episodes for the PrimAITE game."""
ports: List[Port]
@@ -175,6 +179,7 @@ class PrimaiteGame:
parameters=parameters,
request=request,
response=response,
observation=obs,
)
def pre_timestep(self) -> None:
@@ -263,6 +268,7 @@ class PrimaiteGame:
node_sets_cfg = network_config.get("node_sets", [])
# Set the NMNE capture config
NetworkInterface.nmne_config = NMNEConfig(**network_config.get("nmne_config", {}))
NICObservation.capture_nmne = NMNEConfig(**network_config.get("nmne_config", {})).capture_nmne
for node_cfg in nodes_cfg:
n_type = node_cfg["type"]
@@ -293,6 +299,7 @@ class PrimaiteGame:
if "users" in node_cfg and new_node.software_manager.software.get("user-manager"):
user_manager: UserManager = new_node.software_manager.software["user-manager"] # noqa
for user_cfg in node_cfg["users"]:
user_manager.add_user(**user_cfg, bypass_can_perform_action=True)
@@ -407,6 +414,7 @@ class PrimaiteGame:
agents_cfg = cfg.get("agents", [])
for agent_cfg in agents_cfg:
agent_cfg = {**agent_cfg, "thresholds": game.options.thresholds}
new_agent = AbstractAgent.from_config(agent_cfg)
game.agents[agent_cfg["ref"]] = new_agent
if isinstance(new_agent, ProxyAgent):

View File

@@ -50,40 +50,22 @@
"custom_c2_agent = \"\"\"\n",
" - ref: CustomC2Agent\n",
" team: RED\n",
" type: ProxyAgent\n",
" type: proxy-a.gent\n",
"\n",
" action_space:\n",
" options:\n",
" nodes:\n",
" - node_name: web_server\n",
" applications:\n",
" - application_name: C2Beacon\n",
" - node_name: client_1\n",
" applications:\n",
" - application_name: C2Server\n",
" max_folders_per_node: 1\n",
" max_files_per_folder: 1\n",
" max_services_per_node: 2\n",
" max_nics_per_node: 8\n",
" max_acl_rules: 10\n",
" ip_list:\n",
" - 192.168.1.21\n",
" - 192.168.1.14\n",
" wildcard_list:\n",
" - 0.0.0.1\n",
" action_map:\n",
" 0:\n",
" action: do_nothing\n",
" options: {}\n",
" 1:\n",
" action: node_application_install\n",
" action: node-application-install\n",
" options:\n",
" node_id: 0\n",
" application_name: C2Beacon\n",
" node_name: web_server\n",
" application_name: c2-beacon\n",
" 2:\n",
" action: configure_c2_beacon\n",
" action: configure-c2-beacon\n",
" options:\n",
" node_id: 0\n",
" node_name: web_server\n",
" config:\n",
" c2_server_ip_address: 192.168.10.21\n",
" keep_alive_frequency:\n",
@@ -92,10 +74,10 @@
" 3:\n",
" action: node_application_execute\n",
" options:\n",
" node_id: 0\n",
" application_id: 0\n",
" node_name: web_server\n",
" application_name: c2-beacon\n",
" 4:\n",
" action: c2_server_terminal_command\n",
" action: c2-server-terminal-command\n",
" options:\n",
" node_id: 1\n",
" ip_address:\n",
@@ -111,14 +93,14 @@
" 5:\n",
" action: c2-server-ransomware-configure\n",
" options:\n",
" node_id: 1\n",
" node_name: client_1\n",
" config:\n",
" server_ip_address: 192.168.1.14\n",
" payload: ENCRYPT\n",
" 6:\n",
" action: c2_server_data_exfiltrate\n",
" action: c2-server-data-exfiltrate\n",
" options:\n",
" node_id: 1\n",
" node_name: client_1\n",
" target_file_name: \"database.db\"\n",
" target_folder_name: \"database\"\n",
" exfiltration_folder_name: \"spoils\"\n",
@@ -128,31 +110,27 @@
" password: admin\n",
"\n",
" 7:\n",
" action: c2_server_ransomware_launch\n",
" action: c2-server-ransomware-launch\n",
" options:\n",
" node_id: 1\n",
" node_name: client_1\n",
" 8:\n",
" action: configure_c2_beacon\n",
" action: configure-c2-beacon\n",
" options:\n",
" node_id: 0\n",
" node_name: web_server\n",
" config:\n",
" c2_server_ip_address: 192.168.10.21\n",
" keep_alive_frequency: 10\n",
" masquerade_protocol: TCP\n",
" masquerade_port: DNS\n",
" 9:\n",
" action: configure_c2_beacon\n",
" action: configure-c2-beacon\n",
" options:\n",
" node_id: 0\n",
" node_name: web_server\n",
" config:\n",
" c2_server_ip_address: 192.168.10.22\n",
" keep_alive_frequency:\n",
" masquerade_protocol:\n",
" masquerade_port:\n",
"\n",
" reward_function:\n",
" reward_components:\n",
" - type: DUMMY\n",
"\"\"\"\n",
"c2_agent_yaml = yaml.safe_load(custom_c2_agent)"
]
@@ -225,7 +203,7 @@
" nodes: # Node List\n",
" - node_name: web_server\n",
" applications: \n",
" - application_name: C2Beacon\n",
" - application_name: c2-beacon\n",
" ...\n",
" ...\n",
" action_map:\n",
@@ -233,7 +211,7 @@
" action: node_application_install \n",
" options:\n",
" node_id: 0 # Index 0 at the node list.\n",
" application_name: C2Beacon\n",
" application_name: c2-beacon\n",
"```"
]
},
@@ -268,7 +246,7 @@
" action_map:\n",
" ...\n",
" 2:\n",
" action: configure_c2_beacon\n",
" action: configure-c2-beacon\n",
" options:\n",
" node_id: 0 # Node Index\n",
" config: # Further information about these config options can be found at the bottom of this notebook.\n",
@@ -286,7 +264,7 @@
"outputs": [],
"source": [
"env.step(2)\n",
"c2_beacon: C2Beacon = web_server.software_manager.software[\"C2Beacon\"]\n",
"c2_beacon: C2Beacon = web_server.software_manager.software[\"c2-beacon\"]\n",
"web_server.software_manager.show()\n",
"c2_beacon.show()"
]
@@ -307,13 +285,13 @@
" nodes: # Node List\n",
" - node_name: web_server\n",
" applications: \n",
" - application_name: C2Beacon\n",
" - application_name: c2-beacon\n",
" ...\n",
" ...\n",
" action_map:\n",
" ...\n",
" 3:\n",
" action: node_application_execute\n",
" action: node-application-execute\n",
" options:\n",
" node_id: 0\n",
" application_id: 0\n",
@@ -374,11 +352,11 @@
" ...\n",
" - node_name: client_1\n",
" applications: \n",
" - application_name: C2Server\n",
" - application_name: c2-server\n",
" ...\n",
" action_map:\n",
" 4:\n",
" action: C2_SERVER_TERMINAL_COMMAND\n",
" action: c2-server-terminal-command\n",
" options:\n",
" node_id: 1\n",
" ip_address:\n",
@@ -431,7 +409,7 @@
" ...\n",
" - node_name: client_1\n",
" applications: \n",
" - application_name: C2Server\n",
" - application_name: c2-server\n",
" ...\n",
" action_map:\n",
" 5:\n",
@@ -459,7 +437,7 @@
"metadata": {},
"outputs": [],
"source": [
"ransomware_script: RansomwareScript = web_server.software_manager.software[\"RansomwareScript\"]\n",
"ransomware_script: RansomwareScript = web_server.software_manager.software[\"ransomware-script\"]\n",
"web_server.software_manager.show()\n",
"ransomware_script.show()"
]
@@ -483,11 +461,11 @@
" ...\n",
" - node_name: client_1\n",
" applications: \n",
" - application_name: C2Server\n",
" - application_name: c2-server\n",
" ...\n",
" action_map:\n",
" 6:\n",
" action: c2_server_data_exfiltrate\n",
" action: c2-server-data-exfiltrate\n",
" options:\n",
" node_id: 1\n",
" target_file_name: \"database.db\"\n",
@@ -549,11 +527,11 @@
" ...\n",
" - node_name: client_1\n",
" applications: \n",
" - application_name: C2Server\n",
" - application_name: c2-server\n",
" ...\n",
" action_map:\n",
" 7:\n",
" action: c2_server_ransomware_launch\n",
" action: c2-server-ransomware-launch\n",
" options:\n",
" node_id: 1\n",
"```\n"
@@ -598,20 +576,20 @@
"custom_blue_agent_yaml = \"\"\"\n",
" - ref: defender\n",
" team: BLUE\n",
" type: ProxyAgent\n",
" type: proxy-agent\n",
"\n",
" observation_space:\n",
" type: CUSTOM\n",
" type: custom\n",
" options:\n",
" components:\n",
" - type: NODES\n",
" - type: nodes\n",
" label: NODES\n",
" options:\n",
" hosts:\n",
" - hostname: web_server\n",
" applications:\n",
" - application_name: C2Beacon\n",
" - application_name: RansomwareScript\n",
" - application_name: c2-beacon\n",
" - application_name: ransomware-script\n",
" folders:\n",
" - folder_name: exfiltration_folder\n",
" files:\n",
@@ -661,7 +639,7 @@
" - UDP\n",
" num_rules: 10\n",
"\n",
" - type: LINKS\n",
" - type: links\n",
" label: LINKS\n",
" options:\n",
" link_references:\n",
@@ -675,7 +653,7 @@
" - switch_2:eth-1<->client_1:eth-1\n",
" - switch_2:eth-2<->client_2:eth-1\n",
" - switch_2:eth-7<->security_suite:eth-2\n",
" - type: \"NONE\"\n",
" - type: \"none\"\n",
" label: ICS\n",
" options: {}\n",
"\n",
@@ -685,16 +663,16 @@
" action: do_nothing\n",
" options: {}\n",
" 1:\n",
" action: node_application_remove\n",
" action: node-application-remove\n",
" options:\n",
" node_id: 0\n",
" node_name: web-server\n",
" application_name: C2Beacon\n",
" 2:\n",
" action: node_shutdown\n",
" action: node-shutdown\n",
" options:\n",
" node_id: 0\n",
" node_name: web-server\n",
" 3:\n",
" action: router_acl_add_rule\n",
" action: router-acl-add-rule\n",
" options:\n",
" target_router: router_1\n",
" position: 1\n",
@@ -707,36 +685,6 @@
" source_wildcard_id: 0\n",
" dest_wildcard_id: 0\n",
"\n",
"\n",
" options:\n",
" nodes:\n",
" - node_name: web_server\n",
" applications:\n",
" - application_name: C2Beacon\n",
"\n",
" - node_name: database_server\n",
" folders:\n",
" - folder_name: database\n",
" files:\n",
" - file_name: database.db\n",
" services:\n",
" - service_name: DatabaseService\n",
" - node_name: router_1\n",
"\n",
" max_folders_per_node: 2\n",
" max_files_per_folder: 2\n",
" max_services_per_node: 2\n",
" max_nics_per_node: 8\n",
" max_acl_rules: 10\n",
" ip_list:\n",
" - 192.168.10.21\n",
" - 192.168.1.12\n",
" wildcard_list:\n",
" - 0.0.0.1\n",
" reward_function:\n",
" reward_components:\n",
" - type: DUMMY\n",
"\n",
" agent_settings:\n",
" flatten_obs: False\n",
"\"\"\"\n",
@@ -875,7 +823,7 @@
"outputs": [],
"source": [
"# Installing RansomwareScript via C2 Terminal Commands\n",
"ransomware_install_command = {\"commands\":[[\"software_manager\", \"application\", \"install\", \"RansomwareScript\"]],\n",
"ransomware_install_command = {\"commands\":[[\"software_manager\", \"application\", \"install\", \"ransomware-script\"]],\n",
" \"username\": \"admin\",\n",
" \"password\": \"admin\"}\n",
"c2_server.send_command(C2Command.TERMINAL, command_options=ransomware_install_command)\n"
@@ -1034,11 +982,11 @@
" web_server: Server = given_env.game.simulation.network.get_node_by_hostname(\"web_server\")\n",
"\n",
" client_1.software_manager.install(C2Server)\n",
" c2_server: C2Server = client_1.software_manager.software[\"C2Server\"]\n",
" c2_server: C2Server = client_1.software_manager.software[\"c2-server\"]\n",
" c2_server.run()\n",
"\n",
" web_server.software_manager.install(C2Beacon)\n",
" c2_beacon: C2Beacon = web_server.software_manager.software[\"C2Beacon\"]\n",
" c2_beacon: C2Beacon = web_server.software_manager.software[\"c2-beacon\"]\n",
" c2_beacon.configure(c2_server_ip_address=\"192.168.10.21\")\n",
" c2_beacon.establish()\n",
"\n",
@@ -1132,11 +1080,11 @@
"outputs": [],
"source": [
"# Attempting to install the C2 RansomwareScript\n",
"ransomware_install_command = {\"commands\":[[\"software_manager\", \"application\", \"install\", \"RansomwareScript\"]],\n",
"ransomware_install_command = {\"commands\":[[\"software_manager\", \"application\", \"install\", \"ransomware-script\"]],\n",
" \"username\": \"admin\",\n",
" \"password\": \"admin\"}\n",
"\n",
"c2_server: C2Server = client_1.software_manager.software[\"C2Server\"]\n",
"c2_server: C2Server = client_1.software_manager.software[\"c2-server\"]\n",
"c2_server.send_command(C2Command.TERMINAL, command_options=ransomware_install_command)"
]
},
@@ -1220,11 +1168,11 @@
"outputs": [],
"source": [
"# Attempting to install the C2 RansomwareScript\n",
"ransomware_install_command = {\"commands\":[\"software_manager\", \"application\", \"install\", \"RansomwareScript\"],\n",
"ransomware_install_command = {\"commands\":[\"software_manager\", \"application\", \"install\", \"ransomware-script\"],\n",
" \"username\": \"admin\",\n",
" \"password\": \"admin\"}\n",
"\n",
"c2_server: C2Server = client_1.software_manager.software[\"C2Server\"]\n",
"c2_server: C2Server = client_1.software_manager.software[\"c2-server\"]\n",
"c2_server.send_command(C2Command.TERMINAL, command_options=ransomware_install_command)"
]
},
@@ -1345,7 +1293,7 @@
"metadata": {},
"outputs": [],
"source": [
"database_server: Server = blue_env.game.simulation.network.get_node_by_hostname(\"database_server\")\n",
"database_server: Server = blue_env.game.simulation.network.get_node_by_hostname(\"database-server\")\n",
"database_server.software_manager.file_system.show(full=True)"
]
},
@@ -1391,7 +1339,7 @@
"\n",
"``` YAML\n",
"...\n",
" action: configure_c2_beacon\n",
" action: configure-c2-beacon\n",
" options:\n",
" node_id: 0\n",
" config:\n",
@@ -1446,16 +1394,16 @@
"source": [
"web_server: Server = c2_config_env.game.simulation.network.get_node_by_hostname(\"web_server\")\n",
"web_server.software_manager.install(C2Beacon)\n",
"c2_beacon: C2Beacon = web_server.software_manager.software[\"C2Beacon\"]\n",
"c2_beacon: C2Beacon = web_server.software_manager.software[\"c2-beacon\"]\n",
"\n",
"client_1: Computer = c2_config_env.game.simulation.network.get_node_by_hostname(\"client_1\")\n",
"client_1.software_manager.install(C2Server)\n",
"c2_server_1: C2Server = client_1.software_manager.software[\"C2Server\"]\n",
"c2_server_1: C2Server = client_1.software_manager.software[\"c2-server\"]\n",
"c2_server_1.run()\n",
"\n",
"client_2: Computer = c2_config_env.game.simulation.network.get_node_by_hostname(\"client_2\")\n",
"client_2.software_manager.install(C2Server)\n",
"c2_server_2: C2Server = client_2.software_manager.software[\"C2Server\"]\n",
"c2_server_2: C2Server = client_2.software_manager.software[\"c2-server\"]\n",
"c2_server_2.run()"
]
},
@@ -1759,6 +1707,16 @@
"\n",
"display_obs_diffs(tcp_c2_obs, udp_c2_obs, blue_config_env.game.step_counter)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"\n",
"env.game.agents[\"CustomC2Agent\"].show_history()"
]
}
],
"metadata": {

View File

@@ -47,7 +47,7 @@
"source": [
"def make_cfg_have_flat_obs(cfg):\n",
" for agent in cfg['agents']:\n",
" if agent['type'] == \"ProxyAgent\":\n",
" if agent['type'] == \"proxy-agent\":\n",
" agent['agent_settings']['flatten_obs'] = False"
]
},
@@ -76,9 +76,9 @@
" # parse the info dict form step output and write out what the red agent is doing\n",
" red_info : AgentHistoryItem = info['agent_actions']['data_manipulation_attacker']\n",
" red_action = red_info.action\n",
" if red_action == 'do_nothing':\n",
" if red_action == 'do-nothing':\n",
" red_str = 'DO NOTHING'\n",
" elif red_action == 'node_application_execute':\n",
" elif red_action == 'node-application-execute':\n",
" client = \"client 1\" if red_info.parameters['node_id'] == 0 else \"client 2\"\n",
" red_str = f\"ATTACK from {client}\"\n",
" return red_str"
@@ -147,36 +147,14 @@
"```yaml\n",
" - ref: data_manipulation_attacker # name of agent\n",
" team: RED # not used, just for human reference\n",
" type: RedDatabaseCorruptingAgent # type of agent - this lets primaite know which agent class to use\n",
" type: red-database-corrupting-agent # type of agent - this lets primaite know which agent class to use\n",
"\n",
" # Since the agent does not need to react to what is happening in the environment, the observation space is empty.\n",
" observation_space:\n",
" type: UC2RedObservation\n",
" type: uc2-red-observation # TODO: what\n",
" options:\n",
" nodes: {}\n",
"\n",
" action_space:\n",
" \n",
" # The agent has access to the DataManipulationBoth on clients 1 and 2.\n",
" options:\n",
" nodes:\n",
" - node_name: client_1 # The network should have a node called client_1\n",
" applications:\n",
" - application_name: DataManipulationBot # The node client_1 should have DataManipulationBot configured on it\n",
" - node_name: client_2 # The network should have a node called client_2\n",
" applications:\n",
" - application_name: DataManipulationBot # The node client_2 should have DataManipulationBot configured on it\n",
"\n",
" # not important\n",
" max_folders_per_node: 1\n",
" max_files_per_folder: 1\n",
" max_services_per_node: 1\n",
"\n",
" # red agent does not need a reward function\n",
" reward_function:\n",
" reward_components:\n",
" - type: DUMMY\n",
"\n",
" # These actions are passed to the RedDatabaseCorruptingAgent init method, they dictate the schedule of attacks\n",
" agent_settings:\n",
" start_settings:\n",
@@ -211,15 +189,13 @@
" \n",
" # \n",
" applications:\n",
" - ref: data_manipulation_bot\n",
" type: DataManipulationBot\n",
" - type: data-manipulation-bot\n",
" options:\n",
" port_scan_p_of_success: 0.8 # Probability that port scan is successful\n",
" data_manipulation_p_of_success: 0.8 # Probability that SQL attack is successful\n",
" payload: \"DELETE\" # The SQL query which causes the attack (this has to be DELETE)\n",
" server_ip: 192.168.1.14 # IP address of server hosting the database\n",
" - ref: client_1_database_client\n",
" type: DatabaseClient # Database client must be installed in order for DataManipulationBot to function\n",
" - type: database-client # Database client must be installed in order for DataManipulationBot to function\n",
" options:\n",
" db_server_ip: 192.168.1.14 # IP address of server hosting the database\n",
"```"
@@ -354,19 +330,16 @@
"# Make attack always succeed.\n",
"change = yaml.safe_load(\"\"\"\n",
" applications:\n",
" - ref: data_manipulation_bot\n",
" type: DataManipulationBot\n",
" - type: data-manipulation-bot\n",
" options:\n",
" port_scan_p_of_success: 1.0\n",
" data_manipulation_p_of_success: 1.0\n",
" payload: \"DELETE\"\n",
" server_ip: 192.168.1.14\n",
" - ref: client_1_web_browser\n",
" type: WebBrowser\n",
" - type: web-browser\n",
" options:\n",
" target_url: http://arcd.com/users/\n",
" - ref: client_1_database_client\n",
" type: DatabaseClient\n",
" - type: database-client\n",
" options:\n",
" db_server_ip: 192.168.1.14\n",
"\"\"\")\n",
@@ -399,19 +372,16 @@
"# Make attack always fail.\n",
"change = yaml.safe_load(\"\"\"\n",
" applications:\n",
" - ref: data_manipulation_bot\n",
" type: DataManipulationBot\n",
" - type: data-manipulation-bot\n",
" options:\n",
" port_scan_p_of_success: 0.0\n",
" data_manipulation_p_of_success: 0.0\n",
" payload: \"DELETE\"\n",
" server_ip: 192.168.1.14\n",
" - ref: client_1_web_browser\n",
" type: WebBrowser\n",
" - type: web-browser\n",
" options:\n",
" target_url: http://arcd.com/users/\n",
" - ref: client_1_database_client\n",
" type: DatabaseClient\n",
" - type: database-client\n",
" options:\n",
" db_server_ip: 192.168.1.14\n",
"\"\"\")\n",

View File

@@ -684,6 +684,15 @@
" print(f\"step: {env.game.step_counter}, Red action: {info['agent_actions']['data_manipulation_attacker'].action}, Blue reward:{reward:.2f}\" )"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"env.game.agents[\"data_manipulation_attacker\"].show_history()"
]
},
{
"cell_type": "markdown",
"metadata": {},
@@ -717,7 +726,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.10.12"
"version": "3.10.11"
}
},
"nbformat": 4,

View File

@@ -153,6 +153,49 @@
"PRIMAITE_CONFIG[\"developer_mode\"][\"enabled\"] = was_enabled\n",
"PRIMAITE_CONFIG[\"developer_mode\"][\"output_sys_logs\"] = was_syslogs_enabled"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Viewing Agent history\n",
"\n",
"It's possible to view the actions carried out by an agent for a given training session using the `show_history()` method. By default, this will be all actions apart from DONOTHING actions."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"with open(data_manipulation_config_path(), 'r') as f:\n",
" cfg = yaml.safe_load(f)\n",
"\n",
"env = PrimaiteGymEnv(env_config=cfg)\n",
"\n",
"# Run the training session to generate some resultant data.\n",
"for i in range(100):\n",
" env.step(0)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Calling `.show_history()` should show us when the Data Manipulation used the `NODE_APPLICATION_EXECUTE` action."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"attacker = env.game.agents[\"data_manipulation_attacker\"]\n",
"\n",
"attacker.show_history()"
]
}
],
"metadata": {
@@ -171,7 +214,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.10.8"
"version": "3.10.11"
}
},
"nbformat": 4,

View File

@@ -0,0 +1,479 @@
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# PrimAITE Developer mode\n",
"\n",
"PrimAITE has built in developer tools.\n",
"\n",
"The dev-mode is designed to help make the development of PrimAITE easier.\n",
"\n",
"`NOTE: For the purposes of the notebook, the commands are preceeded by \"!\". When running the commands, run it without the \"!\".`\n",
"\n",
"To display the available dev-mode options, run the command below:"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"!primaite dev-mode --help"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# Save the current PRIMAITE_CONFIG to restore after the notebook runs\n",
"\n",
"from primaite import PRIMAITE_CONFIG\n",
"\n",
"temp_config = PRIMAITE_CONFIG.copy()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Dev mode options"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### enable\n",
"\n",
"Enables the dev mode for PrimAITE.\n",
"\n",
"This will enable the developer mode for PrimAITE.\n",
"\n",
"By default, when developer mode is enabled, session logs will be generated in the PRIMAITE_ROOT/sessions folder unless configured to be generated in another location."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"!primaite dev-mode enable"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### disable\n",
"\n",
"Disables the dev mode for PrimAITE.\n",
"\n",
"This will disable the developer mode for PrimAITE."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"!primaite dev-mode disable"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### show\n",
"\n",
"Shows if PrimAITE is running in dev mode or production mode.\n",
"\n",
"The command will also show the developer mode configuration."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"!primaite dev-mode show"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### config\n",
"\n",
"Configure the PrimAITE developer mode"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"!primaite dev-mode config --help"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### path\n",
"\n",
"Set the path where generated session files will be output.\n",
"\n",
"By default, this value will be in PRIMAITE_ROOT/sessions.\n",
"\n",
"To reset the path to default, run:"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"!primaite dev-mode config path -root\n",
"\n",
"# or\n",
"\n",
"!primaite dev-mode config path --default"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### --sys-log-level or -slevel\n",
"\n",
"Set the system log level.\n",
"\n",
"This will override the system log level in configurations and will make PrimAITE include the set log level and above.\n",
"\n",
"Available options are:\n",
"- `DEBUG`\n",
"- `INFO`\n",
"- `WARNING`\n",
"- `ERROR`\n",
"- `CRITICAL`\n",
"\n",
"Default value is `DEBUG`\n",
"\n",
"Example:"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"!primaite dev-mode config --sys-log-level DEBUG\n",
"\n",
"# or\n",
"\n",
"!primaite dev-mode config -slevel DEBUG"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### --agent-log-level or -alevel\n",
"\n",
"Set the agent log level.\n",
"\n",
"This will override the agent log level in configurations and will make PrimAITE include the set log level and above.\n",
"\n",
"Available options are:\n",
"- `DEBUG`\n",
"- `INFO`\n",
"- `WARNING`\n",
"- `ERROR`\n",
"- `CRITICAL`\n",
"\n",
"Default value is `DEBUG`\n",
"\n",
"Example:"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"!primaite dev-mode config --agent-log-level DEBUG\n",
"\n",
"# or\n",
"\n",
"!primaite dev-mode config -alevel DEBUG"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### --output-sys-logs or -sys\n",
"\n",
"If enabled, developer mode will output system logs.\n",
"\n",
"Example:"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"!primaite dev-mode config --output-sys-logs\n",
"\n",
"# or\n",
"\n",
"!primaite dev-mode config -sys"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"To disable outputting sys logs:"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"!primaite dev-mode config --no-sys-logs\n",
"\n",
"# or\n",
"\n",
"!primaite dev-mode config -nsys"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### --output-agent-logs or -agent\n",
"\n",
"If enabled, developer mode will output agent action logs.\n",
"\n",
"Example:"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"!primaite dev-mode config --output-agent-logs\n",
"\n",
"# or\n",
"\n",
"!primaite dev-mode config -agent"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"To disable outputting agent action logs:"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"!primaite dev-mode config --no-agent-logs\n",
"\n",
"# or\n",
"\n",
"!primaite dev-mode config -nagent"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### --output-pcap-logs or -pcap\n",
"\n",
"If enabled, developer mode will output PCAP logs.\n",
"\n",
"Example:"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"!primaite dev-mode config --output-pcap-logs\n",
"\n",
"# or\n",
"\n",
"!primaite dev-mode config -pcap"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"To disable outputting PCAP logs:"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"!primaite dev-mode config --no-pcap-logs\n",
"\n",
"# or\n",
"\n",
"!primaite dev-mode config -npcap"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### --output-to-terminal or -t\n",
"\n",
"If enabled, developer mode will output logs to the terminal.\n",
"\n",
"Example:"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"!primaite dev-mode config --output-to-terminal\n",
"\n",
"# or\n",
"\n",
"!primaite dev-mode config -t"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"To disable terminal outputs:"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"!primaite dev-mode config --no-terminal\n",
"\n",
"# or\n",
"\n",
"!primaite dev-mode config -nt"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Combining commands\n",
"\n",
"It is possible to combine commands to set the configuration.\n",
"\n",
"This saves having to enter multiple commands and allows for a much more efficient setting of PrimAITE developer mode configurations."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Example of setting system log level and enabling the system logging:"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"!primaite dev-mode config -slevel WARNING -sys"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Another example where the system log and agent action log levels are set and enabled and should be printed to terminal:"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"!primaite dev-mode config -slevel ERROR -sys -alevel ERROR -agent -t"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# Restore PRIMAITE_CONFIG\n",
"from primaite.utils.cli.primaite_config_utils import update_primaite_application_config\n",
"\n",
"\n",
"global PRIMAITE_CONFIG\n",
"PRIMAITE_CONFIG[\"developer_mode\"] = temp_config[\"developer_mode\"]\n",
"update_primaite_application_config(config=PRIMAITE_CONFIG)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "venv",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.10.11"
}
},
"nbformat": 4,
"nbformat_minor": 2
}

View File

@@ -114,7 +114,7 @@
"metadata": {},
"outputs": [],
"source": [
"print(f\"DNS Client state: {client.software_manager.software.get('DNSClient').operating_state.name}\")"
"print(f\"DNS Client state: {client.software_manager.software.get('dns-client').operating_state.name}\")"
]
},
{

View File

@@ -9,6 +9,13 @@
"© Crown-owned copyright 2024, Defence Science and Technology Laboratory UK"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Simulation Layer Implementation."
]
},
{
"cell_type": "markdown",
"metadata": {},
@@ -67,9 +74,9 @@
"source": [
"network: Network = basic_network()\n",
"computer_a: Computer = network.get_node_by_hostname(\"node_a\")\n",
"terminal_a: Terminal = computer_a.software_manager.software.get(\"Terminal\")\n",
"terminal_a: Terminal = computer_a.software_manager.software.get(\"terminal\")\n",
"computer_b: Computer = network.get_node_by_hostname(\"node_b\")\n",
"terminal_b: Terminal = computer_b.software_manager.software.get(\"Terminal\")"
"terminal_b: Terminal = computer_b.software_manager.software.get(\"terminal\")"
]
},
{
@@ -121,7 +128,7 @@
"metadata": {},
"outputs": [],
"source": [
"term_a_term_b_remote_connection.execute([\"software_manager\", \"application\", \"install\", \"RansomwareScript\"])"
"term_a_term_b_remote_connection.execute([\"software_manager\", \"application\", \"install\", \"ransomware-script\"])"
]
},
{
@@ -169,6 +176,22 @@
"computer_b.file_system.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Information about the latest response when executing a remote command can be seen by calling the `last_response` attribute within `Terminal`"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"print(terminal_a.last_response)"
]
},
{
"cell_type": "markdown",
"metadata": {},
@@ -207,6 +230,263 @@
"source": [
"computer_b.user_session_manager.show(include_historic=True, include_session_id=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Game Layer Implementation\n",
"\n",
"This notebook section will detail the implementation of how the game layer utilises the terminal to support different agent actions.\n",
"\n",
"The ``Terminal`` is used in a variety of different ways in the game layer. Specifically, the terminal is leveraged to implement the following actions:\n",
"\n",
"\n",
"| Game Layer Action | Simulation Layer |\n",
"|-----------------------------------|--------------------------|\n",
"| ``node-send-local-command`` | Uses the given user credentials, creates a ``LocalTerminalSession`` and executes the given command and returns the ``RequestResponse``.\n",
"| ``node-session-remote-login`` | Uses the given user credentials and remote IP to create a ``RemoteTerminalSession``.\n",
"| ``node-send-remote-command`` | Uses the given remote IP to locate the correct ``RemoteTerminalSession``, executes the given command and returns the ``RequestsResponse``."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Game Layer Setup\n",
"\n",
"Similar to other notebooks, the next code cells create a custom proxy agent to demonstrate how these commands can be leveraged by agents in the ``UC2`` network environment.\n",
"\n",
"If you're unfamiliar with ``UC2`` then please refer to the [UC2-E2E-Demo notebook for further reference](./Data-Manipulation-E2E-Demonstration.ipynb)."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"import yaml\n",
"from primaite.config.load import data_manipulation_config_path\n",
"from primaite.session.environment import PrimaiteGymEnv"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"custom_terminal_agent = \"\"\"\n",
" - ref: CustomC2Agent\n",
" team: RED\n",
" type: proxy-agent\n",
" observation_space: null\n",
" action_space:\n",
" options:\n",
" nodes:\n",
" - node_name: client_1\n",
" max_folders_per_node: 1\n",
" max_files_per_folder: 1\n",
" max_services_per_node: 2\n",
" max_nics_per_node: 8\n",
" max_acl_rules: 10\n",
" ip_list:\n",
" - 192.168.1.21\n",
" - 192.168.1.14\n",
" wildcard_list:\n",
" - 0.0.0.1\n",
" action_map:\n",
" 0:\n",
" action: do-nothing\n",
" options: {}\n",
" 1:\n",
" action: node-send-local-command\n",
" options:\n",
" node_name: client_1\n",
" username: admin\n",
" password: admin\n",
" command:\n",
" - file_system\n",
" - create\n",
" - file\n",
" - downloads\n",
" - dog.png\n",
" - False\n",
" 2:\n",
" action: node-session-remote-login\n",
" options:\n",
" node_name: client_1\n",
" username: admin\n",
" password: admin\n",
" remote_ip: 192.168.10.22\n",
" 3:\n",
" action: node-send-remote-command\n",
" options:\n",
" node_name: client_1\n",
" remote_ip: 192.168.10.22\n",
" command:\n",
" - file_system\n",
" - create\n",
" - file\n",
" - downloads\n",
" - cat.png\n",
" - False\n",
"\"\"\"\n",
"custom_terminal_agent_yaml = yaml.safe_load(custom_terminal_agent)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"with open(data_manipulation_config_path()) as f:\n",
" cfg = yaml.safe_load(f)\n",
" # removing all agents & adding the custom agent.\n",
" cfg['agents'] = {}\n",
" cfg['agents'] = custom_terminal_agent_yaml\n",
"\n",
"env = PrimaiteGymEnv(env_config=cfg)\n",
"\n",
"client_1: Computer = env.game.simulation.network.get_node_by_hostname(\"client_1\")\n",
"client_2: Computer = env.game.simulation.network.get_node_by_hostname(\"client_2\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Terminal Action | ``node-send-local-command`` \n",
"\n",
"The yaml snippet below shows all the relevant agent options for this action:\n",
"\n",
"```yaml\n",
"\n",
" action_space:\n",
" action_list:\n",
" ...\n",
" - type: node-send-local-command\n",
" ...\n",
" options:\n",
" nodes: # Node List\n",
" - node_name: client_1\n",
" ...\n",
" ...\n",
" action_map:\n",
" 1:\n",
" action: node-send-local-command\n",
" options:\n",
" node_id: 0 # Index 0 at the node list.\n",
" username: admin\n",
" password: admin\n",
" command:\n",
" - file_system\n",
" - create\n",
" - file\n",
" - downloads\n",
" - dog.png\n",
" - False\n",
"```"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"env.step(1)\n",
"client_1.file_system.show(full=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Terminal Action | ``node-session-remote-login`` \n",
"\n",
"The yaml snippet below shows all the relevant agent options for this action:\n",
"\n",
"```yaml\n",
"\n",
" action_space:\n",
" action_list:\n",
" ...\n",
" - type: node-session-remote-login\n",
" ...\n",
" options:\n",
" nodes: # Node List\n",
" - node_name: client_1\n",
" ...\n",
" ...\n",
" action_map:\n",
" 2:\n",
" action: node-session-remote-login\n",
" options:\n",
" node_id: 0 # Index 0 at the node list.\n",
" username: admin\n",
" password: admin\n",
" remote_ip: 192.168.10.22 # client_2's ip address.\n",
"```"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"env.step(2)\n",
"client_2.session_manager.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Terminal Action | ``node-send-remote-command``\n",
"\n",
"The yaml snippet below shows all the relevant agent options for this action:\n",
"\n",
"```yaml\n",
"\n",
" action_space:\n",
" action_list:\n",
" ...\n",
" - type: node-send-remote-command\n",
" ...\n",
" options:\n",
" nodes: # Node List\n",
" - node_name: client_1\n",
" ...\n",
" ...\n",
" action_map:\n",
" 1:\n",
" action: node-send-remote-command\n",
" options:\n",
" node_id: 0 # Index 0 at the node list.\n",
" remote_ip: 192.168.10.22\n",
" commands:\n",
" - file_system\n",
" - create\n",
" - file\n",
" - downloads\n",
" - cat.png\n",
" - False\n",
"```"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"env.step(3)\n",
"client_2.file_system.show(full=True)"
]
}
],
"metadata": {

File diff suppressed because it is too large Load Diff

File diff suppressed because it is too large Load Diff

File diff suppressed because it is too large Load Diff

View File

@@ -0,0 +1,156 @@
{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"vscode": {
"languageId": "plaintext"
}
},
"source": [
"# Training an SB3 Agent\n",
"\n",
"© Crown-owned copyright 2025, Defence Science and Technology Laboratory UK\n",
"\n",
"This notebook will demonstrate how to use primaite to create and train a PPO agent, using a pre-defined configuration file."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### First, we import the inital packages and read in our configuration file."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"!primaite setup"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"import yaml\n",
"from primaite.session.environment import PrimaiteGymEnv\n",
"from primaite import PRIMAITE_PATHS\n",
"from prettytable import PrettyTable\n",
"from deepdiff.diff import DeepDiff\n",
"from primaite.simulator.network.hardware.nodes.host.server import Server\n",
"from primaite.simulator.network.hardware.nodes.network.router import Router\n",
"from primaite.simulator.network.hardware.nodes.host.computer import Computer\n",
"\n",
"scenario_path = PRIMAITE_PATHS.user_config_path / \"example_config/uc7_config.yaml\""
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"!primaite setup"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"gym = PrimaiteGymEnv(env_config=scenario_path)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"from stable_baselines3 import PPO\n",
"\n",
"# EPISODE_LEN = 128\n",
"EPISODE_LEN = 128\n",
"NUM_EPISODES = 10\n",
"NO_STEPS = EPISODE_LEN * NUM_EPISODES\n",
"BATCH_SIZE = 32\n",
"LEARNING_RATE = 3e-4"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"model = PPO('MlpPolicy', gym, learning_rate=LEARNING_RATE, n_steps=NO_STEPS, batch_size=BATCH_SIZE, verbose=0, tensorboard_log=\"./PPO_UC7/\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"model.learn(total_timesteps=NO_STEPS)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"model.save(\"PrimAITE-PPO-UC7-example-agent\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"eval_model = PPO(\"MlpPolicy\", gym)\n",
"eval_model = PPO.load(\"PrimAITE-PPO-UC7-example-agent\", gym)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"from stable_baselines3.common.evaluation import evaluate_policy\n",
"\n",
"evaluate_policy(eval_model, gym, n_eval_episodes=1)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": ".venv",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.10.12"
}
},
"nbformat": 4,
"nbformat_minor": 2
}

View File

@@ -0,0 +1,586 @@
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# UC7 with Attack Variability\n",
"\n",
"© Crown-owned copyright 2025, Defence Science and Technology Laboratory UK"
]
},
{
"cell_type": "markdown",
"metadata": {
"vscode": {
"languageId": "plaintext"
}
},
"source": [
"This notebook demonstrates the PrimAITE environment with the UC7 network laydown and multiple attack personas. The first attack persona is TAP001 which performs a ransomware attack against the database. The other one is TAP003 which is able to maliciously add ACL rules that block green pattern of life.\n",
"\n",
"The environment switches between these two attacks on a pre-defined schedule which is defined in the schedule.yaml file of the scenario folder."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Setup and Imports"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"!primaite setup"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"import yaml\n",
"from primaite.session.environment import PrimaiteGymEnv\n",
"from primaite import PRIMAITE_PATHS\n",
"from prettytable import PrettyTable\n",
"from deepdiff.diff import DeepDiff\n",
"from primaite.session.environment import PrimaiteGymEnv\n",
"from primaite.simulator.network.hardware.nodes.host.computer import Computer\n",
"from primaite.simulator.network.hardware.nodes.host.server import Server\n",
"from primaite.simulator.network.hardware.nodes.network.router import Router\n",
"from primaite.simulator.system.services.dns.dns_server import DNSServer\n",
"from primaite.simulator.system.software import SoftwareHealthState\n",
"from primaite.simulator.file_system.file_system_item_abc import FileSystemItemHealthStatus\n",
"from primaite.simulator.network.hardware.nodes.network.switch import Switch\n",
"from primaite.simulator.system.applications.web_browser import WebBrowser\n",
"from primaite.simulator.network.container import Network\n",
"from primaite.simulator.system.services.service import ServiceOperatingState\n",
"from primaite.simulator.network.hardware.node_operating_state import NodeOperatingState\n",
"from primaite.simulator.system.services.database.database_service import DatabaseService\n",
"from primaite.simulator.system.applications.database_client import DatabaseClient\n",
"from primaite.simulator.network.hardware.nodes.network.firewall import Firewall\n",
"from primaite.game.game import PrimaiteGame\n",
"from primaite.simulator.sim_container import Simulation\n",
"from primaite.config.load import load, _EXAMPLE_CFG\n",
"from primaite.simulator.network.hardware.nodes.host.server import Server\n",
"from primaite.simulator.network.hardware.nodes.network.router import Router\n",
"from primaite.simulator.network.hardware.nodes.host.computer import Computer\n",
"\n",
"scenario_path = PRIMAITE_PATHS.user_config_path / \"example_config/uc7_multiple_attack_variants\""
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"env = PrimaiteGymEnv(env_config=scenario_path)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Schedule\n",
"\n",
"Let's print the schedule so that we can see which attack we can expect on each episode.\n",
"\n",
"On episodes 0-4, the TAP001 agent will be used, and on episodes 5-9, the TAP003 agent will be used. Then, the environment will alternate between the two. Furthermore, the TAP001 agent will alternate between starting at `ST-PROJ-A-PRV-PC-1`, `ST-PROJ-B-PRV-PC-2`, `ST-PROJ-C-PRV-PC-3`."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"with open(scenario_path / \"schedule.yaml\",'r') as f:\n",
" print(f.read())"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## TAP001 attack\n",
"\n",
"Let's first demonstrate the TAP001 attack. We will let the environment run for 30 steps and print out the red agent's actions.\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"#utils\n",
"def run_green_and_red_pol(num_steps):\n",
" for i in range(num_steps): # perform steps\n",
" env.step(0)\n",
"\n",
"def print_agent_actions_except_do_nothing(agent_name):\n",
" \"\"\"Get the agent's action history, filter out DONOTHING actions, print relevant data in a table.\"\"\"\n",
" table = PrettyTable()\n",
" table.field_names = [\"Step\", \"Action\", \"Node\", \"Application\", \"Target IP\", \"Response\"]\n",
" print(f\"Episode: {env.episode_counter}, Actions for '{agent_name}':\")\n",
" for item in env.game.agents[agent_name].history:\n",
" if item.action == \"do-nothing\":\n",
" continue\n",
"\n",
" node, application, target_ip = \"N/A\", \"N/A\", \"N/A\",\n",
"\n",
" if item.action.startswith(\"node-map\"):\n",
" node = item.parameters['source-node']\n",
" application = \"nmap\"\n",
" target_ip = str(item.parameters['target_ip_address'])\n",
" target_ip = (target_ip[:25]+'...') if len(target_ip)>25 else target_ip # truncate long string\n",
"\n",
" elif item.action == \"router-acl-add-rule\":\n",
" node = item.parameters.get(\"router_name\")\n",
" elif item.action == \"node-send-remote-command\":\n",
" node = item.parameters.get(\"node_name\")\n",
" target_ip = item.parameters.get(\"remote_ip\")\n",
" application = item.parameters.get(\"command\")\n",
" elif item.action == \"node-session-remote-login\":\n",
" node = item.parameters.get(\"node_name\")\n",
" target_ip = item.parameters.get(\"remote_ip\")\n",
" application = \"user-manager\"\n",
" elif item.action.startswith(\"c2-server\"):\n",
" application = \"c2-server\"\n",
" node = item.parameters.get('node_name')\n",
" elif item.action == \"configure-c2-beacon\":\n",
" application = \"c2-beacon\"\n",
" node = item.parameters.get('node_name')\n",
"\n",
" else:\n",
" if (node_id := item.parameters.get('node_id')) is not None:\n",
" node = env.game.agents[agent_name].action_manager.node_names[node_id]\n",
" if (application_id := item.parameters.get('application_id')) is not None:\n",
" application = env.game.agents[agent_name].action_manager.application_names[node_id][application_id]\n",
" if (application_name := item.parameters.get('application_name')) is not None:\n",
" application = application_name\n",
"\n",
" table.add_row([item.timestep, item.action, node, application, target_ip, item.response.status])\n",
"\n",
" print(table)\n",
" print(\"(Any DONOTHING actions are omitted)\")\n",
"\n",
"def finish_episode_and_print_reward():\n",
" while env.game.step_counter < 128:\n",
" env.step(0)\n",
" print(f\"Total reward this episode: {env.agent.reward_function.total_reward:2f}\")\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"run_green_and_red_pol(110)\n",
"print_agent_actions_except_do_nothing(\"attacker\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"st_data_prv_srv_db: Server = env.game.simulation.network.get_node_by_hostname(\"ST-DATA-PRV-SRV-DB\")\n",
"st_data_prv_srv_db.file_system.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"finish_episode_and_print_reward()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## TAP001 Prevention"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The blue agent should be able to prevent the ransomware attack by blocking the red agent's access to the database. Let's run the environment until the observation space shows symptoms of the attack starting.\n",
"\n",
"Because we are in episode index 1, the red agent will use `ST-PROJ-A-PRV-PC-1` to start the attack. On step 25, the red agent installs `RansomwareScript`."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"env.reset()\n",
"obs, reward, term, trunc, info = env.step(0)\n",
"for i in range(25): # we know that the ransomware install happens at step 25\n",
" old = obs\n",
" obs, reward, term, trunc, info = env.step(0)\n",
" new = obs\n",
"\n",
"diff = DeepDiff(old,new)\n",
"print(f\"Step {env.game.step_counter}\") # it's step 26 now because the step counter is incremented after the step\n",
"for d,v in diff.get('values_changed', {}).items():\n",
" print(f\"{d}: {v['old_value']} -> {v['new_value']}\")\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can see that on HOST0, application index 1 has gone from `operating_status` 0 to 3, meaning there wasn't an application before, but now there is an application in the `INSTALLING` state. The blue agent should be able to detect this and block the red agent's access to the database. Action 43 will block `ST-PROJ-A-PRV-PC-1` from sending POSTGRES traffic to the DB server.\n",
"\n",
"If this were a different episode, it could have been `ST-PROJ-B-PRV-PC-2` or `ST-PROJ-C-PRV-PC-3` that are affected, and a different defensive action would be required."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"env.step(43)\n",
"env.step(45)\n",
"env.step(47)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"st_intra_prv_rt_cr: Router = env.game.simulation.network.get_node_by_hostname(\"ST-INTRA-PRV-RT-CR\")\n",
"st_intra_prv_rt_cr.acl.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"finish_episode_and_print_reward()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"st_intra_prv_rt_cr.acl.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now TAP001 is unable to locate the database!"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"print_agent_actions_except_do_nothing(\"attacker\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## TAP003 attack\n",
"\n",
"Let's skip until episode 5 and demonstrate the TAP003 attack. We will let the environment run and print out the red agent's actions.\n",
"\n",
"By default, TAP003 will add the following rules:\n",
"\n",
"|Target Router | Impact |\n",
"|----------------------|--------|\n",
"|`ST-INTRA-PRV-RT-DR-1`| Blocks all `POSTGRES_SERVER` that arrives at the `ST-INTRA-PRV-RT-DR-1` router. This rule will prevent all ST_PROJ_* hosts from accessing the database (`ST-DATA-PRV-SRV-DB`).|\n",
"|`ST-INTRA-PRV-RT-CR`| Blocks all `HTTP` traffic that arrives at the`ST-INTRA-PRV-RT-CR` router. This rule will prevent all SOME_TECH hosts from accessing the webserver (`ST-DMZ-PUB-SRV-WEB`)|\n",
"|`REM-PUB-RT-DR`| Blocks all `DNS` traffic that arrives at the `REM-PUB-RT-DR` router. This rule prevents any remote site works from accessing the DNS Server (`ISP-PUB-SRV-DNS`).|"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"while env.episode_counter < 5:\n",
" env.reset()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"run_green_and_red_pol(128)\n",
"print_agent_actions_except_do_nothing(\"attacker\")\n",
"obs, reward, term, trunc, info = env.step(0); # one more step so we can capture the value of `obs`"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The agent selected to add ACL rules that will prevent green pattern of life by blocking a variety of different traffic. This has a negative impact on reward. Let's view the ACL list on the affected router."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"env.game.simulation.network.get_node_by_hostname(\"ST-INTRA-PRV-RT-DR-1\").acl.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"env.game.simulation.network.get_node_by_hostname(\"ST-INTRA-PRV-RT-CR\").acl.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"env.game.simulation.network.get_node_by_hostname(\"REM-PUB-RT-DR\").acl.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can see that at indices 1-5, there are ACL rules that block all traffic. The blue agent can see this rule in the `ROUTERS` part of the observation space.\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"obs['NODES']['ROUTER0']['ACL'][1]"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"obs['NODES']['ROUTER1']['ACL'][1]"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"obs['NODES']['ROUTER2']['ACL'][1]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Preventing TAP003 attack\n",
"\n",
"The blue agent can prevent the red agent from adding ACL rules. TAP003 relies on connecting to the router via SSH, and sending remote ACL_ADDRULE requests. The blue agent can prevent this by pre-emptively changing the admin password on the affected routers or by blocking SSH traffic between the red agent's starting node and the target routers."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"env.reset()\n",
"obs, reward, term, trunc, info = env.step(0)\n",
"old = obs\n",
"for i in range(128): \n",
" obs, reward, term, trunc, info = env.step(0)\n",
" new = obs\n",
"\n",
"diff = DeepDiff(old,new)\n",
"print(f\"Step {env.game.step_counter}\") # it's the next step now because the step counter is incremented after the step\n",
"for d,v in diff.get('values_changed', {}).items():\n",
" print(f\"{d}: {v['old_value']} -> {v['new_value']}\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"By printing the reward of each individual agent, we will see what green agents are affected the most. Of course, these green rewards count towards the blue reward so ultimately the blue agent should learn to remove the ACL rule."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"finish_episode_and_print_reward()\n",
"\n",
"for ag in env.game.agents.values():\n",
" print(ag.config.ref, ag.reward_function.total_reward)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The most effective option that the blue agent has against TAP003 is to prevent the red agent from ever adding the ACLs in the first place through blocking the SSH connection."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"env.reset()\n",
"env.step(51) # SSH Blocking ACL on ST-INRA-PRV-RT-R1\n",
"finish_episode_and_print_reward()\n",
"\n",
"for ag in env.game.agents.values():\n",
" print(ag.config.ref, ag.reward_function.total_reward)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Additionally, another option the blue agent can take is to change the passwords of the different target routers that TAP003 will attack through the `NODE_ACCOUNTS_CHANGE_PASSWORD` action."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"env.reset()\n",
"env.step(50) # NODE_ACCOUNTS_CHANGE_PASSWORD | st-intra-prv-rt-cr\n",
"env.step(52) # NODE_ACCOUNTS_CHANGE_PASSWORD | st-intra-prv-rt-dr-1\n",
"env.step(54) # NODE_ACCOUNTS_CHANGE_PASSWORD | rem-pub-rt-dr\n",
"finish_episode_and_print_reward()\n",
"\n",
"for ag in env.game.agents.values():\n",
" print(ag.config.ref, ag.reward_function.total_reward)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Lastly, the blue agent can remedy the impacts of TAP003 through removing the malicious ACLs that TAP003 adds."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"env.reset()\n",
"\n",
"# Allow TAP003 to add it's malicious rules\n",
"for _ in range(45):\n",
" env.step(0)\n",
"\n",
"env.game.simulation.network.get_node_by_hostname(\"ST-INTRA-PRV-RT-CR\").acl.show()\n",
"env.game.simulation.network.get_node_by_hostname(\"ST-INTRA-PRV-RT-DR-1\").acl.show()\n",
"env.game.simulation.network.get_node_by_hostname(\"REM-PUB-RT-DR\").acl.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"env.step(44) # ROUTER_ACL_REMOVERULE | st-intra-prv-rt-cr\n",
"env.step(53) # ROUTER_ACL_REMOVERULE | st-intra-prv-rt-dr-1\n",
"env.step(55) # ROUTER_ACL_REMOVERULE | rem-pub-rt-dr"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"env.game.simulation.network.get_node_by_hostname(\"ST-INTRA-PRV-RT-CR\").acl.show()\n",
"env.game.simulation.network.get_node_by_hostname(\"ST-INTRA-PRV-RT-DR-1\").acl.show()\n",
"env.game.simulation.network.get_node_by_hostname(\"REM-PUB-RT-DR\").acl.show()\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"finish_episode_and_print_reward()\n",
"\n",
"for ag in env.game.agents.values():\n",
" print(ag.config.ref, ag.reward_function.total_reward)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": ".venv",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.10.12"
}
},
"nbformat": 4,
"nbformat_minor": 2
}

File diff suppressed because it is too large Load Diff

Binary file not shown.

After

Width:  |  Height:  |  Size: 1.4 MiB

Binary file not shown.

After

Width:  |  Height:  |  Size: 159 KiB

Binary file not shown.

After

Width:  |  Height:  |  Size: 609 KiB

File diff suppressed because one or more lines are too long

After

Width:  |  Height:  |  Size: 383 KiB

Binary file not shown.

After

Width:  |  Height:  |  Size: 1.0 MiB

Binary file not shown.

After

Width:  |  Height:  |  Size: 1.1 MiB

Binary file not shown.

After

Width:  |  Height:  |  Size: 1.0 MiB

Binary file not shown.

After

Width:  |  Height:  |  Size: 1.3 MiB

Binary file not shown.

After

Width:  |  Height:  |  Size: 1.1 MiB

Binary file not shown.

After

Width:  |  Height:  |  Size: 1.0 MiB

Binary file not shown.

After

Width:  |  Height:  |  Size: 1.3 MiB

Binary file not shown.

After

Width:  |  Height:  |  Size: 1.2 MiB

Binary file not shown.

After

Width:  |  Height:  |  Size: 1.2 MiB

Binary file not shown.

After

Width:  |  Height:  |  Size: 70 KiB

Binary file not shown.

After

Width:  |  Height:  |  Size: 1.3 MiB

Binary file not shown.

After

Width:  |  Height:  |  Size: 61 KiB

View File

@@ -26,14 +26,26 @@ except ModuleNotFoundError:
_LOGGER.debug("Torch not available for importing")
def set_random_seed(seed: int) -> Union[None, int]:
def set_random_seed(seed: int, generate_seed_value: bool) -> Union[None, int]:
"""
Set random number generators.
If seed is None or -1 and generate_seed_value is True randomly generate a
seed value.
If seed is > -1 and generate_seed_value is True ignore the latter and use
the provide seed value.
:param seed: int
:param generate_seed_value: bool
:return: None or the int representing the seed used.
"""
if seed is None or seed == -1:
return None
if generate_seed_value:
rng = np.random.default_rng()
# 2**32-1 is highest value for python RNG seed.
seed = int(rng.integers(low=0, high=2**32 - 1))
else:
return None
elif seed < -1:
raise ValueError("Invalid random number seed")
# Seed python RNG
@@ -50,6 +62,13 @@ def set_random_seed(seed: int) -> Union[None, int]:
return seed
def log_seed_value(seed: int):
"""Log the selected seed value to file."""
path = SIM_OUTPUT.path / "seed.log"
with open(path, "w") as file:
file.write(f"Seed value = {seed}")
class PrimaiteGymEnv(gymnasium.Env):
"""
Thin wrapper env to provide agents with a gymnasium API.
@@ -65,7 +84,8 @@ class PrimaiteGymEnv(gymnasium.Env):
"""Object that returns a config corresponding to the current episode."""
self.seed = self.episode_scheduler(0).get("game", {}).get("seed")
"""Get RNG seed from config file. NB: Must be before game instantiation."""
self.seed = set_random_seed(self.seed)
self.generate_seed_value = self.episode_scheduler(0).get("game", {}).get("generate_seed_value")
self.seed = set_random_seed(self.seed, self.generate_seed_value)
self.io = PrimaiteIO.from_config(self.episode_scheduler(0).get("io_settings", {}))
"""Handles IO for the environment. This produces sys logs, agent logs, etc."""
self.game: PrimaiteGame = PrimaiteGame.from_config(self.episode_scheduler(0))
@@ -79,6 +99,8 @@ class PrimaiteGymEnv(gymnasium.Env):
_LOGGER.info(f"PrimaiteGymEnv RNG seed = {self.seed}")
log_seed_value(self.seed)
def action_masks(self) -> np.ndarray:
"""
Return the action mask for the agent.
@@ -146,7 +168,7 @@ class PrimaiteGymEnv(gymnasium.Env):
f"avg. reward: {self.agent.reward_function.total_reward}"
)
if seed is not None:
set_random_seed(seed)
set_random_seed(seed, self.generate_seed_value)
self.total_reward_per_episode[self.episode_counter] = self.agent.reward_function.total_reward
if self.io.settings.save_agent_actions:

View File

@@ -864,7 +864,21 @@ class UserManager(Service, discriminator="user-manager"):
"""
rm = super()._init_request_manager()
# todo add doc about requeest schemas
# todo add doc about request schemas
rm.add_request(
"add_user",
RequestType(
func=lambda request, context: RequestResponse.from_bool(
self.add_user(username=request[0], password=request[1], is_admin=request[2])
)
),
)
rm.add_request(
"disable_user",
RequestType(
func=lambda request, context: RequestResponse.from_bool(self.disable_user(username=request[0]))
),
)
rm.add_request(
"change_password",
RequestType(
@@ -1572,7 +1586,7 @@ class Node(SimComponent, ABC):
operating_state: Any = None
users: Any = None # Temporary to appease "extra=forbid"
users: List[Dict] = [] # Temporary to appease "extra=forbid"
config: ConfigSchema = Field(default_factory=lambda: Node.ConfigSchema())
"""Configuration items within Node"""
@@ -1638,6 +1652,8 @@ class Node(SimComponent, ABC):
self._install_system_software()
self.session_manager.node = self
self.session_manager.software_manager = self.software_manager
for user in self.config.users:
self.user_manager.add_user(**user, bypass_can_perform_action=True)
@property
def user_manager(self) -> Optional[UserManager]:
@@ -1769,7 +1785,7 @@ class Node(SimComponent, ABC):
"""
application_name = request[0]
if self.software_manager.software.get(application_name):
self.sys_log.warning(f"Can't install {application_name}. It's already installed.")
self.sys_log.info(f"Can't install {application_name}. It's already installed.")
return RequestResponse(status="success", data={"reason": "already installed"})
application_class = Application._registry[application_name]
self.software_manager.install(application_class)

View File

@@ -2,11 +2,12 @@
from __future__ import annotations
from ipaddress import IPv4Address
from typing import Any, ClassVar, Dict, Literal, Optional
from typing import Any, ClassVar, Dict, List, Literal, Optional
from pydantic import Field
from primaite import getLogger
from primaite.simulator.file_system.file_type import FileType
from primaite.simulator.network.hardware.base import (
IPWiredNetworkInterface,
Link,
@@ -313,7 +314,7 @@ class HostNode(Node, discriminator="host-node"):
"""
SYSTEM_SOFTWARE: ClassVar[Dict] = {
"HostARP": HostARP,
"host-arp": HostARP,
"icmp": ICMP,
"dns-client": DNSClient,
"ntp-client": NTPClient,
@@ -339,7 +340,7 @@ class HostNode(Node, discriminator="host-node"):
ip_address: IPV4Address
services: Any = None # temporarily unset to appease extra="forbid"
applications: Any = None # temporarily unset to appease extra="forbid"
folders: Any = None # temporarily unset to appease extra="forbid"
folders: List[Dict] = {} # temporarily unset to appease extra="forbid"
network_interfaces: Any = None # temporarily unset to appease extra="forbid"
config: ConfigSchema = Field(default_factory=lambda: HostNode.ConfigSchema())
@@ -348,6 +349,18 @@ class HostNode(Node, discriminator="host-node"):
super().__init__(**kwargs)
self.connect_nic(NIC(ip_address=kwargs["config"].ip_address, subnet_mask=kwargs["config"].subnet_mask))
for folder in self.config.folders:
# handle empty foler defined by just a string
self.file_system.create_folder(folder["folder_name"])
for file in folder.get("files", []):
self.file_system.create_file(
folder_name=folder["folder_name"],
file_name=file["file_name"],
size=file.get("size", 0),
file_type=FileType[file.get("type", "UNKNOWN").upper()],
)
@property
def nmap(self) -> Optional[NMAP]:
"""

View File

@@ -49,7 +49,7 @@ class Firewall(Router, discriminator="firewall"):
Example:
>>> from primaite.simulator.network.transmission.network_layer import IPProtocol
>>> from primaite.simulator.network.transmission.transport_layer import Port
>>> from primaite.utils.validation.port import Port
>>> firewall = Firewall(hostname="Firewall1")
>>> firewall.configure_internal_port(ip_address="192.168.1.1", subnet_mask="255.255.255.0")
>>> firewall.configure_external_port(ip_address="10.0.0.1", subnet_mask="255.255.255.0")

View File

@@ -467,6 +467,7 @@ class AccessControlList(SimComponent):
"""Check if a packet with the given properties is permitted through the ACL."""
permitted = False
rule: ACLRule = None
for _rule in self._acl:
if not _rule:
continue
@@ -1215,9 +1216,9 @@ class Router(NetworkNode, discriminator="router"):
config: ConfigSchema = Field(default_factory=lambda: Router.ConfigSchema())
SYSTEM_SOFTWARE: ClassVar[Dict] = {
"UserSessionManager": UserSessionManager,
"UserManager": UserManager,
"Terminal": Terminal,
"user-session-manager": UserSessionManager,
"user-manager": UserManager,
"terminal": Terminal,
}
network_interfaces: Dict[str, RouterInterface] = {}
@@ -1385,6 +1386,12 @@ class Router(NetworkNode, discriminator="router"):
return False
def subject_to_acl(self, frame: Frame) -> bool:
"""Check that frame is subject to ACL rules."""
if frame.ip.protocol == "udp" and frame.is_arp:
return False
return True
def receive_frame(self, frame: Frame, from_network_interface: RouterInterface):
"""
Processes an incoming frame received on one of the router's interfaces.
@@ -1398,8 +1405,12 @@ class Router(NetworkNode, discriminator="router"):
if self.operating_state != NodeOperatingState.ON:
return
# Check if it's permitted
permitted, rule = self.acl.is_permitted(frame)
if self.subject_to_acl(frame=frame):
# Check if it's permitted
permitted, rule = self.acl.is_permitted(frame)
else:
permitted = True
rule = None
if not permitted:
at_port = self._get_port_of_nic(from_network_interface)

View File

@@ -163,7 +163,7 @@ class Frame(BaseModel):
"""
Checks if the Frame is an ARP (Address Resolution Protocol) packet.
This is determined by checking if the destination port of the TCP header is equal to the ARP port.
This is determined by checking if the destination and source port of the UDP header is equal to the ARP port.
:return: True if the Frame is an ARP packet, otherwise False.
"""

View File

@@ -55,7 +55,7 @@ class ARP(Service, discriminator="arp"):
:param markdown: If True, format the output as Markdown. Otherwise, use plain text.
"""
table = PrettyTable(["IP Address", "MAC Address", "Via"])
table = PrettyTable(["IP Address", "MAC Address", "Via", "Port"])
if markdown:
table.set_style(MARKDOWN)
table.align = "l"
@@ -66,6 +66,7 @@ class ARP(Service, discriminator="arp"):
str(ip),
arp.mac_address,
self.software_manager.node.network_interfaces[arp.network_interface_uuid].mac_address,
self.software_manager.node.network_interfaces[arp.network_interface_uuid].port_num,
]
)
print(table)

View File

@@ -142,12 +142,20 @@ class Terminal(Service, discriminator="terminal"):
_client_connection_requests: Dict[str, Optional[Union[str, TerminalClientConnection]]] = {}
"""Dictionary of connect requests made to remote nodes."""
_last_response: Optional[RequestResponse] = None
"""Last response received from RequestManager, for returning remote RequestResponse."""
def __init__(self, **kwargs):
kwargs["name"] = "terminal"
kwargs["port"] = PORT_LOOKUP["SSH"]
kwargs["protocol"] = PROTOCOL_LOOKUP["TCP"]
super().__init__(**kwargs)
@property
def last_response(self) -> Optional[RequestResponse]:
"""Public version of _last_response attribute."""
return self._last_response
def describe_state(self) -> Dict:
"""
Produce a dictionary describing the current state of this object.
@@ -186,7 +194,7 @@ class Terminal(Service, discriminator="terminal"):
return RequestResponse(status="failure", data={})
rm.add_request(
"node-session-remote-login",
"node_session_remote_login",
request_type=RequestType(func=_remote_login),
)
@@ -209,28 +217,45 @@ class Terminal(Service, discriminator="terminal"):
command: str = request[1]["command"]
remote_connection = self._get_connection_from_ip(ip_address=ip_address)
if remote_connection:
outcome = remote_connection.execute(command)
if outcome:
return RequestResponse(
status="success",
data={},
)
else:
return RequestResponse(
status="failure",
data={},
)
remote_connection.execute(command)
return self.last_response if not None else RequestResponse(status="failure", data={})
return RequestResponse(
status="failure",
data={"reason": "Failed to execute command."},
)
rm.add_request(
"send_remote_command",
request_type=RequestType(func=remote_execute_request),
)
def local_execute_request(request: RequestFormat, context: Dict) -> RequestResponse:
"""Executes a command using a local terminal session."""
command: str = request[2]["command"]
local_connection = self._process_local_login(username=request[0], password=request[1])
if local_connection:
outcome = local_connection.execute(command)
if outcome:
return RequestResponse(
status="success",
data={"reason": outcome},
)
return RequestResponse(
status="success",
data={"reason": "Local Terminal failed to resolve command. Potentially invalid credentials?"},
)
rm.add_request(
"send_local_command",
request_type=RequestType(func=local_execute_request),
)
return rm
def execute(self, command: List[Any]) -> Optional[RequestResponse]:
"""Execute a passed ssh command via the request manager."""
return self.parent.apply_request(command)
self._last_response = self.parent.apply_request(command)
return self._last_response
def _get_connection_from_ip(self, ip_address: IPv4Address) -> Optional[RemoteTerminalConnection]:
"""Find Remote Terminal Connection from a given IP."""
@@ -409,6 +434,8 @@ class Terminal(Service, discriminator="terminal"):
"""
source_ip = kwargs["frame"].ip.src_ip_address
self.sys_log.info(f"{self.name}: Received payload: {payload}. Source: {source_ip}")
self._last_response = None # Clear last response
if isinstance(payload, SSHPacket):
if payload.transport_message == SSHTransportMessage.SSH_MSG_USERAUTH_REQUEST:
# validate & add connection
@@ -457,6 +484,9 @@ class Terminal(Service, discriminator="terminal"):
session_id=session_id,
source_ip=source_ip,
)
self._last_response: RequestResponse = RequestResponse(
status="success", data={"reason": "Login Successful"}
)
elif payload.transport_message == SSHTransportMessage.SSH_MSG_SERVICE_REQUEST:
# Requesting a command to be executed
@@ -468,12 +498,32 @@ class Terminal(Service, discriminator="terminal"):
payload.connection_uuid
)
remote_session.last_active_step = self.software_manager.node.user_session_manager.current_timestep
self.execute(command)
self._last_response: RequestResponse = self.execute(command)
if self._last_response.status == "success":
transport_message = SSHTransportMessage.SSH_MSG_SERVICE_SUCCESS
else:
transport_message = SSHTransportMessage.SSH_MSG_SERVICE_FAILED
payload: SSHPacket = SSHPacket(
payload=self._last_response,
transport_message=transport_message,
connection_message=SSHConnectionMessage.SSH_MSG_CHANNEL_DATA,
)
self.software_manager.send_payload_to_session_manager(
payload=payload, dest_port=self.port, session_id=session_id
)
return True
else:
self.sys_log.error(
f"{self.name}: Connection UUID:{payload.connection_uuid} is not valid. Rejecting Command."
)
elif (
payload.transport_message == SSHTransportMessage.SSH_MSG_SERVICE_SUCCESS
or SSHTransportMessage.SSH_MSG_SERVICE_FAILED
):
# Likely receiving command ack from remote.
self._last_response = payload.payload
if isinstance(payload, dict) and payload.get("type"):
if payload["type"] == "disconnect":

View File

@@ -117,37 +117,44 @@ class WebServer(Service, discriminator="web-server"):
:type: payload: HttpRequestPacket
"""
response = HttpResponsePacket(status_code=HttpStatusCode.NOT_FOUND, payload=payload)
try:
parsed_url = urlparse(payload.request_url)
path = parsed_url.path.strip("/")
if len(path) < 1:
parsed_url = urlparse(payload.request_url)
path = parsed_url.path.strip("/") if parsed_url and parsed_url.path else ""
if len(path) < 1:
# query succeeded
response.status_code = HttpStatusCode.OK
if path.startswith("users"):
# get data from DatabaseServer
# get all users
if not self._establish_db_connection():
# unable to create a db connection
response.status_code = HttpStatusCode.INTERNAL_SERVER_ERROR
return response
if self.db_connection.query("SELECT"):
# query succeeded
self.set_health_state(SoftwareHealthState.GOOD)
response.status_code = HttpStatusCode.OK
else:
self.set_health_state(SoftwareHealthState.COMPROMISED)
return response
if path.startswith("users"):
# get data from DatabaseServer
# get all users
if not self.db_connection:
self._establish_db_connection()
if self.db_connection.query("SELECT"):
# query succeeded
self.set_health_state(SoftwareHealthState.GOOD)
response.status_code = HttpStatusCode.OK
else:
self.set_health_state(SoftwareHealthState.COMPROMISED)
return response
except Exception: # TODO: refactor this. Likely to cause silent bugs. (ADO ticket #2345 )
# something went wrong on the server
response.status_code = HttpStatusCode.INTERNAL_SERVER_ERROR
return response
def _establish_db_connection(self) -> None:
def _establish_db_connection(self) -> bool:
"""Establish a connection to db."""
# if active db connection, return true
if self.db_connection:
return True
# otherwise, try to create db connection
db_client = self.software_manager.software.get("database-client")
if db_client is None:
return False # database client not installed
self.db_connection: DatabaseClientConnection = db_client.get_new_connection()
return self.db_connection is not None
def send(
self,