Merge remote-tracking branch 'origin/dev' into feature/2257-router-routes-cannot-be-represented-in-config-file

This commit is contained in:
Czar Echavez
2024-02-28 15:09:23 +00:00
11 changed files with 351 additions and 18 deletions

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@@ -8,6 +8,7 @@ from gymnasium.core import ObsType
from primaite import getLogger
from primaite.game.agent.utils import access_from_nested_dict, NOT_PRESENT_IN_STATE
from primaite.simulator.network.nmne import CAPTURE_NMNE
_LOGGER = getLogger(__name__)
@@ -346,7 +347,14 @@ class FolderObservation(AbstractObservation):
class NicObservation(AbstractObservation):
"""Observation of a Network Interface Card (NIC) in the network."""
default_observation: spaces.Space = {"nic_status": 0}
@property
def default_observation(self) -> Dict:
"""The default NIC observation dict."""
data = {"nic_status": 0}
if CAPTURE_NMNE:
data.update({"nmne": {"inbound": 0, "outbound": 0}})
return data
def __init__(self, where: Optional[Tuple[str]] = None) -> None:
"""Initialise NIC observation.
@@ -360,6 +368,29 @@ class NicObservation(AbstractObservation):
super().__init__()
self.where: Optional[Tuple[str]] = where
def _categorise_mne_count(self, nmne_count: int) -> int:
"""
Categorise the number of Malicious Network Events (NMNEs) into discrete bins.
This helps in classifying the severity or volume of MNEs into manageable levels for the agent.
Bins are defined as follows:
- 0: No MNEs detected (0 events).
- 1: Low number of MNEs (1-5 events).
- 2: Moderate number of MNEs (6-10 events).
- 3: High number of MNEs (more than 10 events).
:param nmne_count: Number of MNEs detected.
:return: Bin number corresponding to the number of MNEs. Returns 0, 1, 2, or 3 based on the detected MNE count.
"""
if nmne_count > 10:
return 3
elif nmne_count > 5:
return 2
elif nmne_count > 0:
return 1
return 0
def observe(self, state: Dict) -> Dict:
"""Generate observation based on the current state of the simulation.
@@ -371,15 +402,31 @@ class NicObservation(AbstractObservation):
if self.where is None:
return self.default_observation
nic_state = access_from_nested_dict(state, self.where)
if nic_state is NOT_PRESENT_IN_STATE:
return self.default_observation
else:
return {"nic_status": 1 if nic_state["enabled"] else 2}
obs_dict = {"nic_status": 1 if nic_state["enabled"] else 2}
if CAPTURE_NMNE:
obs_dict.update({"nmne": {}})
direction_dict = nic_state["nmne"].get("direction", {})
inbound_keywords = direction_dict.get("inbound", {}).get("keywords", {})
inbound_count = inbound_keywords.get("*", 0)
outbound_keywords = direction_dict.get("outbound", {}).get("keywords", {})
outbound_count = outbound_keywords.get("*", 0)
obs_dict["nmne"]["inbound"] = self._categorise_mne_count(inbound_count)
obs_dict["nmne"]["outbound"] = self._categorise_mne_count(outbound_count)
return obs_dict
@property
def space(self) -> spaces.Space:
"""Gymnasium space object describing the observation space shape."""
return spaces.Dict({"nic_status": spaces.Discrete(3)})
return spaces.Dict(
{
"nic_status": spaces.Discrete(3),
"nmne": spaces.Dict({"inbound": spaces.Discrete(6), "outbound": spaces.Discrete(6)}),
}
)
@classmethod
def from_config(cls, config: Dict, game: "PrimaiteGame", parent_where: Optional[List[str]]) -> "NicObservation":

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@@ -18,6 +18,7 @@ from primaite.simulator.network.hardware.nodes.host.server import Server
from primaite.simulator.network.hardware.nodes.network.firewall import Firewall
from primaite.simulator.network.hardware.nodes.network.router import Router
from primaite.simulator.network.hardware.nodes.network.switch import Switch
from primaite.simulator.network.nmne import set_nmne_config
from primaite.simulator.network.transmission.transport_layer import Port
from primaite.simulator.sim_container import Simulation
from primaite.simulator.system.applications.database_client import DatabaseClient
@@ -443,4 +444,7 @@ class PrimaiteGame:
game.simulation.set_original_state()
# Set the NMNE capture config
set_nmne_config(cfg["simulation"]["network"].get("nmne_config", {}))
return game