Initial commit of v1.0.0. Updated the .gitignore for the standard Python gitignore. Added Azure DevOps release pipeline for proper artifact release from the start.

.azure/.pypirc

@@ -0,0 +1,6 @@
+[distutils]
+Index-servers =
+  PrimAITE
+
+[PrimAITE]
+Repository = https://pkgs.dev.azure.com/ma-dev-uk/PrimAITE/_packaging/PrimAITE/pypi/upload/

.azure/artifact-release-pipeline.yaml

@@ -0,0 +1,37 @@
+trigger:
+- main
+
+pool:
+  vmImage: ubuntu-latest
+strategy:
+  matrix:
+
+      python.version: '3.10'
+
+steps:
+- task: UsePythonVersion@0
+  inputs:
+    versionSpec: '$(python.version)'
+  displayName: 'Use Python $(python.version)'
+
+- script: |
+    python -m pip install --upgrade pip
+    pip install build
+    pip install wheel
+    pip install twine
+    pip install keyring
+    pip install artifacts-keyring
+  displayName: 'Install build dependencies'
+
+- script: |
+    python setup.py sdist bdist_wheel
+  displayName: 'Build PrimAITE sdist and wheel'
+
+- task: TwineAuthenticate@1
+  displayName: 'Twine Authenticate'
+  inputs:
+    artifactFeed: PrimAITE/PrimAITE
+
+- script: |
+    python -m twine upload --verbose -r PrimAITE --config-file  $(PYPIRC_PATH) dist/*
+  displayName: 'Artifact Upload'

.gitignore

@@ -0,0 +1,143 @@
+# PrimAITE Package
+PRIMAITE/outputs
+PRIMAITE/outputs/*
+TestResults
+
+# Byte-compiled / optimized / DLL files
+__pycache__/
+*.py[cod]
+*$py.class
+
+# C extensions
+*.so
+
+# Distribution / packaging
+.Python
+build/
+develop-eggs/
+dist/
+downloads/
+eggs/
+.eggs/
+lib/
+lib64/
+parts/
+sdist/
+var/
+wheels/
+share/python-wheels/
+*.egg-info/
+.installed.cfg
+*.egg
+MANIFEST
+
+# PyInstaller
+#  Usually these files are written by a python script from a template
+#  before PyInstaller builds the exe, so as to inject date/other infos into it.
+*.manifest
+*.spec
+
+# Installer logs
+pip-log.txt
+pip-delete-this-directory.txt
+
+# Unit test / coverage reports
+htmlcov/
+.tox/
+.nox/
+.coverage
+.coverage.*
+.cache
+nosetests.xml
+coverage.xml
+*.cover
+*.py,cover
+.hypothesis/
+.pytest_cache/
+cover/
+
+# Translations
+*.mo
+*.pot
+
+# Django stuff:
+*.log
+local_settings.py
+db.sqlite3
+db.sqlite3-journal
+
+# Flask stuff:
+instance/
+.webassets-cache
+
+# Scrapy stuff:
+.scrapy
+
+# Sphinx documentation
+docs/_build/
+
+# PyBuilder
+.pybuilder/
+target/
+
+# Jupyter Notebook
+.ipynb_checkpoints
+
+# IPython
+profile_default/
+ipython_config.py
+
+# pyenv
+#   For a library or package, you might want to ignore these files since the code is
+#   intended to run in multiple environments; otherwise, check them in:
+# .python-version
+
+# pipenv
+#   According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
+#   However, in case of collaboration, if having platform-specific dependencies or dependencies
+#   having no cross-platform support, pipenv may install dependencies that don't work, or not
+#   install all needed dependencies.
+#Pipfile.lock
+
+# PEP 582; used by e.g. github.com/David-OConnor/pyflow
+__pypackages__/
+
+# Celery stuff
+celerybeat-schedule
+celerybeat.pid
+
+# SageMath parsed files
+*.sage.py
+
+# Environments
+.env
+.venv
+env/
+venv/
+ENV/
+env.bak/
+venv.bak/
+
+# Spyder project settings
+.spyderproject
+.spyproject
+
+# Rope project settings
+.ropeproject
+
+# mkdocs documentation
+/site
+
+# mypy
+.mypy_cache/
+.dmypy.json
+dmypy.json
+
+# Pyre type checker
+.pyre/
+
+# pytype static type analyzer
+.pytype/
+
+# Cython debug symbols
+cython_debug/

PRIMAITE/Main.py

@@ -0,0 +1,261 @@
+# Crown Copyright (C) Dstl 2022. DEFCON 703. Shared in confidence.
+"""
+PRIMAITE - main (harness) module
+
+Coding Standards: PEP 8
+"""
+
+from sys import exc_info
+import time
+import yaml
+import os.path
+import logging
+from datetime import datetime
+
+from environment.primaite import PRIMAITE
+from transactions.transactions_to_file import write_transaction_to_file
+from common.config_values_main import config_values_main
+
+from stable_baselines3 import PPO
+from stable_baselines3.ppo import MlpPolicy as PPOMlp
+from stable_baselines3 import A2C
+from stable_baselines3.common.env_checker import check_env
+from stable_baselines3.common.evaluation import evaluate_policy
+
+################################# FUNCTIONS ######################################
+
+def run_generic():
+    """
+    Run against a generic agent
+    """
+
+    for episode in range(0, config_values.num_episodes):
+        for step in range(0, config_values.num_steps):
+
+            # Send the observation space to the agent to get an action
+            # TEMP - random action for now
+            # action = env.blue_agent_action(obs)
+            action = env.action_space.sample()
+
+            # Run the simulation step on the live environment
+            obs, reward, done, info = env.step(action)
+
+            # Break if done is True
+            if done:
+                break
+
+            # Introduce a delay between steps
+            time.sleep(config_values.time_delay / 1000)
+
+        # Reset the environment at the end of the episode
+        env.reset()
+
+    env.close()
+
+
+def run_stable_baselines3_ppo():
+    """
+    Run against a stable_baselines3 PPO agent
+    """ 
+
+    #if check_env(env, warn=TRUE):
+    #    print("Environment is NOT OpenAI Gym Compliant")
+    #else:
+    #    print("Environment is OpenAI Gym Compliant")
+
+    agent = PPO(PPOMlp, env, verbose=0, n_steps=config_values.num_steps)
+
+    for episode in range(0, config_values.num_episodes):
+
+        agent.learn(total_timesteps=1)      
+
+    env.close()
+
+    save_agent(agent)
+
+def run_stable_baselines3_a2c():
+    """
+    Run against a stable_baselines3 A2C agent
+    """
+
+    #if check_env(env, warn=TRUE):
+    #    print("Environment is NOT OpenAI Gym Compliant")
+    #else:
+    #    print("Environment is OpenAI Gym Compliant")
+
+    agent = A2C("MlpPolicy", env, verbose=0, n_steps=config_values.num_steps)
+
+    for episode in range(0, config_values.num_episodes):
+
+        agent.learn(total_timesteps=1)      
+
+    env.close()
+
+    save_agent(agent)
+
+def save_agent(_agent):
+    """
+    Persist an agent (only works for stable baselines3 agents at present)
+    """
+
+    now = datetime.now() # current date and time
+    time = now.strftime("%Y%m%d_%H%M%S")
+
+    try:
+        path = 'outputs/agents/'
+        is_dir = os.path.isdir(path)
+        if not is_dir:
+            os.makedirs(path)
+        filename = "outputs/agents/agent_saved_" + time
+        _agent.save(filename)
+        logging.info("Trained agent saved as " + filename)
+    except Exception as e:
+        logging.error("Could not save agent")
+        logging.error("Exception occured", exc_info=True)
+
+def configure_logging():
+    """
+    Configures logging
+    """
+
+    try:
+        now = datetime.now() # current date and time
+        time = now.strftime("%Y%m%d_%H%M%S")
+        filename = "logs/app_" + time + ".log"
+        path = 'logs/'
+        is_dir = os.path.isdir(path)
+        if not is_dir:
+            os.makedirs(path)
+        logging.basicConfig(filename=filename, filemode='w', format='%(asctime)s - %(levelname)s - %(message)s', datefmt='%d-%b-%y %H:%M:%S', level=logging.INFO)
+    except:
+        print("ERROR: Could not start logging")
+
+def load_config_values():
+    """
+    Loads the config values from the main config file into a config object
+    """
+
+    try:
+        # Generic
+        config_values.agent_identifier = config_data['agentIdentifier']           
+        config_values.num_episodes = int(config_data['numEpisodes'])                                
+        config_values.time_delay = int(config_data['timeDelay'])                  
+        config_values.config_filename_use_case = config_data['configFilename']    
+        # Environment
+        config_values.observation_space_high_value = int(config_data['observationSpaceHighValue'])
+        # Reward values
+        # Generic
+        config_values.all_ok = int(config_data['allOk']) 
+        # Node Operating State
+        config_values.off_should_be_on = int(config_data['offShouldBeOn'])
+        config_values.off_should_be_resetting = int(config_data['offShouldBeResetting'])
+        config_values.on_should_be_off = int(config_data['onShouldBeOff'])
+        config_values.on_should_be_resetting = int(config_data['onShouldBeResetting'])
+        config_values.resetting_should_be_on = int(config_data['resettingShouldBeOn'])
+        config_values.resetting_should_be_off = int(config_data['resettingShouldBeOff']) 
+        # Node O/S or Service State
+        config_values.good_should_be_patching = int(config_data['goodShouldBePatching'])
+        config_values.good_should_be_compromised = int(config_data['goodShouldBeCompromised'])
+        config_values.good_should_be_overwhelmed = int(config_data['goodShouldBeOverwhelmed'])
+        config_values.patching_should_be_good = int(config_data['patchingShouldBeGood'])
+        config_values.patching_should_be_compromised = int(config_data['patchingShouldBeCompromised'])
+        config_values.patching_should_be_overwhelmed = int(config_data['patchingShouldBeOverwhelmed'])
+        config_values.compromised_should_be_good = int(config_data['compromisedShouldBeGood'])
+        config_values.compromised_should_be_patching = int(config_data['compromisedShouldBePatching'])
+        config_values.compromised_should_be_overwhelmed = int(config_data['compromisedShouldBeOverwhelmed'])
+        config_values.compromised = int(config_data['compromised'])     
+        config_values.overwhelmed_should_be_good = int(config_data['overwhelmedShouldBeGood'])
+        config_values.overwhelmed_should_be_patching = int(config_data['overwhelmedShouldBePatching'])
+        config_values.overwhelmed_should_be_compromised = int(config_data['overwhelmedShouldBeCompromised'])
+        config_values.overwhelmed = int(config_data['overwhelmed'])
+        # IER status
+        config_values.red_ier_running = int(config_data['redIerRunning'])
+        config_values.green_ier_blocked = int(config_data['greenIerBlocked'])
+        # Patching / Reset durations
+        config_values.os_patching_duration = int(config_data['osPatchingDuration'])                         
+        config_values.node_reset_duration = int(config_data['nodeResetDuration'])                           
+        config_values.service_patching_duration = int(config_data['servicePatchingDuration'])   
+        
+        logging.info("Training agent: " + config_values.agent_identifier)
+        logging.info("Training environment config: " + config_values.config_filename_use_case)
+        logging.info("Training cycle has " + str(config_values.num_episodes) + " episodes")
+
+    except Exception as e:
+        logging.error("Could not save load config data")
+        logging.error("Exception occured", exc_info=True)
+
+
+################################# MAIN PROCESS ############################################
+
+# Starting point
+
+# Welcome message
+print("Welcome to the Primary-level AI Training Environment (PrimAITE)")
+
+# Configure logging
+configure_logging()
+
+# Open the main config file
+try:
+    config_file_main = open("config/config_main.yaml", "r")
+    config_data = yaml.safe_load(config_file_main)
+    # Create a config class
+    config_values = config_values_main()
+    # Load in config data
+    load_config_values()
+except Exception as e:
+    logging.error("Could not load main config")
+    logging.error("Exception occured", exc_info=True)
+
+# Create a list of transactions
+# A transaction is an object holding the: 
+# - episode # 
+# - step # 
+# - initial observation space
+# - action
+# - reward
+# - new observation space  
+transaction_list = []
+
+# Create the PRIMAITE environment
+try:
+    env = PRIMAITE(config_values, transaction_list)
+    logging.info("PrimAITE environment created")
+except Exception as e:
+    logging.error("Could not create PrimAITE environment")
+    logging.error("Exception occured", exc_info=True)
+
+# Get the number of steps (which is stored in the child config file)
+config_values.num_steps = env.episode_steps
+
+print("Starting training...")
+logging.info("Training started...")
+
+# Run environment against an agent
+if config_values.agent_identifier == "GENERIC":
+    run_generic()
+elif config_values.agent_identifier == "STABLE_BASELINES3_PPO":
+    run_stable_baselines3_ppo()
+elif config_values.agent_identifier == "STABLE_BASELINES3_A2C":
+    run_stable_baselines3_a2c()
+
+print("Finished training")
+logging.info("Training complete")
+
+print("Saving transaction logs...")
+logging.info("Saving transaction logs...")
+
+write_transaction_to_file(transaction_list)
+
+config_file_main.close
+
+print("Finished")
+logging.info("Finished")
+
+
+
+
+
+
+
+

PRIMAITE/acl/__init__.py

@@ -0,0 +1 @@
+# Crown Copyright (C) Dstl 2022. DEFCON 703. Shared in confidence.

PRIMAITE/acl/access_control_list.py

@@ -0,0 +1,134 @@
+# Crown Copyright (C) Dstl 2022. DEFCON 703. Shared in confidence.
+"""
+A class that implements the access control list implementation for the network
+"""
+
+from acl.acl_rule import ACLRule
+
+class AccessControlList():
+    """
+    Access Control List class
+    """
+
+    def __init__(self):
+        """
+        Init
+        """
+
+        self.acl = {}       # A dictionary of ACL Rules
+    
+    def check_address_match(self, _rule, _source_ip_address, _dest_ip_address):
+        """
+        Checks for IP address matches
+
+        Args:
+            _rule: The rule being checked
+            _source_ip_address: the source IP address to compare
+            _dest_ip_address: the destination IP address to compare
+
+        Returns:
+             True if match; False otherwise.
+        """
+
+        if ((_rule.get_source_ip() == _source_ip_address and _rule.get_dest_ip() == _dest_ip_address) or
+            (_rule.get_source_ip() == "ANY" and _rule.get_dest_ip() == _dest_ip_address) or
+            (_rule.get_source_ip() == _source_ip_address and _rule.get_dest_ip() == "ANY") or
+            (_rule.get_source_ip() == "ANY" and _rule.get_dest_ip() == "ANY")):
+            return True
+        else:
+            return False
+
+    def is_blocked(self, _source_ip_address, _dest_ip_address, _protocol, _port):
+        """
+        Checks for rules that block a protocol / port
+
+        Args:
+            _source_ip_address: the source IP address to check
+            _dest_ip_address: the destination IP address to check
+            _protocol: the protocol to check
+            _port: the port to check
+
+        Returns:
+             Indicates block if all conditions are satisfied.
+        """
+        
+        for rule_key, rule_value in self.acl.items():
+            if self.check_address_match(rule_value, _source_ip_address, _dest_ip_address):
+                if ((rule_value.get_protocol() == _protocol or rule_value.get_protocol() == "ANY") and
+                    (str(rule_value.get_port()) == str(_port) or rule_value.get_port() == "ANY")):
+                    # There's a matching rule. Get the permission
+                    if rule_value.get_permission() == "DENY":
+                        return True
+                    elif rule_value.get_permission() == "ALLOW":
+                        return False
+
+        # If there has been no rule to allow the IER through, it will return a blocked signal by default
+        return True
+
+    def add_rule(self, _permission, _source_ip, _dest_ip, _protocol, _port):
+        """
+        Adds a new rule
+
+        Args:
+            _permission: the permission value (e.g. "ALLOW" or "DENY")
+            _source_ip: the source IP address
+            _dest_ip: the destination IP address
+            _protocol: the protocol
+            _port: the port
+        """
+
+        new_rule = ACLRule(_permission, _source_ip, _dest_ip, _protocol, str(_port))
+        hash_value = hash(new_rule)
+        self.acl[hash_value] = new_rule
+
+    def remove_rule(self, _permission, _source_ip, _dest_ip, _protocol, _port):
+        """
+        Removes a rule
+
+        Args:
+            _permission: the permission value (e.g. "ALLOW" or "DENY")
+            _source_ip: the source IP address
+            _dest_ip: the destination IP address
+            _protocol: the protocol
+            _port: the port
+        """
+
+        rule = ACLRule(_permission, _source_ip, _dest_ip, _protocol, str(_port))
+        hash_value = hash(rule)
+        # There will not always be something 'popable' since the agent will be trying random things
+        try:
+            self.acl.pop(hash_value)
+        except:
+            return
+
+    def remove_all_rules(self):
+        """
+        Removes all rules
+        """
+
+        self.acl.clear()
+
+    def get_dictionary_hash(self, _permission, _source_ip, _dest_ip, _protocol, _port):
+        """
+        Produces a hash value for a rule
+
+        Args:
+            _permission: the permission value (e.g. "ALLOW" or "DENY")
+            _source_ip: the source IP address
+            _dest_ip: the destination IP address
+            _protocol: the protocol
+            _port: the port
+
+        Returns:
+             Hash value based on rule parameters.
+        """
+
+        rule = ACLRule(_permission, _source_ip, _dest_ip, _protocol, str(_port))
+        hash_value = hash(rule)
+        return hash_value
+
+
+
+
+
+

PRIMAITE/acl/acl_rule.py

@@ -0,0 +1,88 @@
+# Crown Copyright (C) Dstl 2022. DEFCON 703. Shared in confidence.
+"""
+A class that implements an access control list rule
+"""
+
+class ACLRule():
+    """
+    Access Control List Rule class
+    """
+
+    def __init__(self, _permission, _source_ip, _dest_ip, _protocol, _port):
+        """
+        Init
+
+        Args:
+            _permission: The permission (ALLOW or DENY)
+            _source_ip: The source IP address
+            _dest_ip: The destination IP address
+            _protocol: The rule protocol
+            _port: The rule port
+        """
+
+        self.permission = _permission
+        self.source_ip = _source_ip
+        self.dest_ip = _dest_ip
+        self.protocol = _protocol
+        self.port = _port
+
+    def __hash__(self):
+        """
+        Override the hash function
+
+        Returns:
+             Returns hash of core parameters.
+        """
+
+        return hash((self.permission, self.source_ip, self.dest_ip, self.protocol, self.port))
+
+    def get_permission(self):
+        """
+        Gets the permission attribute
+
+        Returns:
+             Returns permission attribute
+        """
+
+        return self.permission
+
+    def get_source_ip(self):
+        """
+        Gets the source IP address attribute
+
+        Returns:
+             Returns source IP address attribute
+        """
+
+        return self.source_ip
+
+    def get_dest_ip(self):
+        """
+        Gets the desintation IP address attribute
+
+        Returns:
+             Returns destination IP address attribute
+        """
+
+        return self.dest_ip
+
+    def get_protocol(self):
+        """
+        Gets the protocol attribute
+
+        Returns:
+             Returns protocol attribute
+        """
+        return self.protocol
+
+    def get_port(self):
+        """
+        Gets the port attribute
+
+        Returns:
+             Returns port attribute
+        """
+
+        return self.port
+        
+

PRIMAITE/common/__init__.py

@@ -0,0 +1,2 @@
+
+# Crown Copyright (C) Dstl 2022. DEFCON 703. Shared in confidence.

PRIMAITE/common/config_values_main.py

@@ -0,0 +1,59 @@
+# Crown Copyright (C) Dstl 2022. DEFCON 703. Shared in confidence.
+"""
+The config class
+"""
+
+class config_values_main(object):
+    """
+    Class to hold main config values
+    """
+
+    def __init__(self):
+        """
+        Init
+        """
+
+        # Generic
+        self.agent_identifier = ""                  # the agent in use
+        self.num_episodes = 0                       # number of episodes to train over
+        self.num_steps = 0                          # number of steps in an episode
+        self.time_delay = 0                         # delay between steps (ms) - applies to generic agents only
+        self.config_filename_use_case = ""          # the filename for the Use Case config file
+
+        # Environment
+        self.observation_space_high_value = 0       # The high value for the observation space
+
+        # Reward values
+        # Generic
+        self.all_ok = 0 
+        # Node Operating State
+        self.off_should_be_on = 0
+        self.off_should_be_resetting = 0
+        self.on_should_be_off = 0
+        self.on_should_be_resetting = 0
+        self.resetting_should_be_on = 0
+        self.resetting_should_be_off = 0 
+        # Node O/S or Service State
+        self.good_should_be_patching = 0
+        self.good_should_be_compromised = 0
+        self.good_should_be_overwhelmed = 0
+        self.patching_should_be_good = 0
+        self.patching_should_be_compromised = 0
+        self.patching_should_be_overwhelmed = 0
+        self.compromised_should_be_good = 0
+        self.compromised_should_be_patching = 0
+        self.compromised_should_be_overwhelmed = 0
+        self.compromised = 0     
+        self.overwhelmed_should_be_good = 0
+        self.overwhelmed_should_be_patching = 0
+        self.overwhelmed_should_be_compromised = 0
+        self.overwhelmed = 0
+        # IER status
+        self.red_ier_running = 0
+        self.green_ier_blocked = 0
+
+        # Patching / Reset
+        self.os_patching_duration = 0                         # The time taken to patch the OS
+        self.node_reset_duration = 0                          # The time taken to reset a node (hardware)
+        self.service_patching_duration = 0                    # The time taken to patch a service
+

PRIMAITE/common/enums.py

@@ -0,0 +1,84 @@
+# Crown Copyright (C) Dstl 2022. DEFCON 703. Shared in confidence.
+"""
+Enumerations for APE
+"""
+
+from enum import Enum
+
+class TYPE(Enum):
+    """
+    Node type enumeration
+    """
+
+    CCTV = 1
+    SWITCH = 2
+    COMPUTER = 3
+    LINK = 4
+    MONITOR = 5
+    PRINTER = 6
+    LOP = 7
+    RTU = 8
+    ACTUATOR = 9
+    SERVER = 10
+
+class PRIORITY(Enum):
+    """
+    Node priority enumeration
+    """
+
+    P1 = 1
+    P2 = 2
+    P3 = 3
+    P4 = 4
+    P5 = 5
+
+class HARDWARE_STATE(Enum):
+    """
+    Node hardware state enumeration
+    """
+
+    ON = 1
+    OFF = 2
+    RESETTING = 3
+
+class SOFTWARE_STATE(Enum):
+    """
+    O/S or Service state enumeration
+    """
+
+    GOOD = 1
+    PATCHING = 2
+    COMPROMISED = 3
+    OVERWHELMED = 4
+
+class NODE_POL_TYPE(Enum):
+    """
+    Node Pattern of Life type enumeration
+    """
+
+    OPERATING = 1
+    OS = 2
+    SERVICE = 3
+
+class PROTOCOL(Enum):
+    """
+    Service protocol enumeration
+    """
+
+    LDAP = 0
+    FTP = 1
+    HTTPS = 2
+    SMTP = 3
+    RTP = 4
+    IPP = 5
+    TCP = 6
+    NONE = 7
+
+class ACTION_TYPE(Enum):
+    """
+    Action type enumeration
+    """
+
+    NODE = 0
+    ACL = 1
+

PRIMAITE/common/protocol.py

@@ -0,0 +1,59 @@
+# Crown Copyright (C) Dstl 2022. DEFCON 703. Shared in confidence.
+"""
+The protocol class
+"""
+
+class Protocol(object):
+    """
+    Protocol class
+    """
+
+    def __init__(self, _name):
+        """
+        Init
+
+        Args:
+            _name: The protocol name
+        """
+
+        self.name = _name
+        self.load = 0       # bps
+
+    def get_name(self):
+        """
+        Gets the protocol name
+
+        Returns:
+             The protocol name
+        """
+
+        return self.name
+
+    def get_load(self):
+        """
+        Gets the protocol load
+
+        Returns:
+             The protocol load (bps)
+        """
+
+        return self.load
+
+    def add_load(self, _load):
+        """
+        Adds load to the protocol
+
+        Args:
+            _load: The load to add
+        """
+
+        self.load += _load
+
+    def clear_load(self):
+        """
+        Clears the load on this protocol
+        """
+
+        self.load = 0
+
+

PRIMAITE/common/service.py

@@ -0,0 +1,100 @@
+# Crown Copyright (C) Dstl 2022. DEFCON 703. Shared in confidence.
+"""
+The Service class
+"""
+
+from common.enums import SOFTWARE_STATE
+
+class Service(object):
+    """
+    Service class
+    """
+
+    def __init__(self, _name, _port, _state):
+        """
+        Init
+
+        Args:
+            _name: The service name
+            _port: The service port
+            _state: The service state
+        """
+
+        self.name = _name
+        self.port = _port
+        self.state = _state
+        self.patching_count = 0
+
+    def set_name(self, _name):
+        """
+        Sets the service name
+
+        Args:
+            _name: The service name
+        """
+
+        self.name = _name
+
+    def get_name(self):
+        """
+        Gets the service name
+
+        Returns:
+             The service name
+        """
+
+        return self.name
+
+    def set_port(self, _port):
+        """
+        Sets the service port
+
+        Args:
+            _port: The service port
+        """
+
+        self.port = _port
+
+    def get_port(self):
+        """
+        Gets the service port
+
+        Returns:
+             The service port
+        """
+
+        return self.port
+
+    def set_state(self, _state):
+        """
+        Sets the service state
+
+        Args:
+            _state: The service state
+        """
+
+        self.state = _state
+
+    def get_state(self):
+        """
+        Gets the service state
+
+        Returns:
+             The service state
+        """
+
+        return self.state
+
+    def reduce_patching_count(self):
+        """
+        Reduces the patching count for the service
+        """
+
+        self.patching_count -= 1
+        if self.patching_count <= 0:
+            self.patching_count = 0
+            self.state = SOFTWARE_STATE.GOOD
+
+
+
+

PRIMAITE/config/config_2_DDOS_BASIC.yaml

@@ -0,0 +1,335 @@
+- itemType: ACTIONS
+  type: ACL
+- itemType: STEPS
+  steps: 128
+- itemType: PORTS
+  portsList:
+  - port: '80'
+- itemType: SERVICES
+  serviceList:
+  - name: TCP
+- itemType: NODE
+  id: '1'
+  name: PC1
+  baseType: SERVICE
+  nodeType: COMPUTER
+  priority: P5
+  hardwareState: 'ON'
+  ipAddress: 192.168.10.11
+  softwareState: GOOD
+  services:
+  - name: TCP
+    port: '80'
+    state: GOOD
+- itemType: NODE
+  id: '2'
+  name: PC2
+  baseType: SERVICE
+  nodeType: COMPUTER
+  priority: P5
+  hardwareState: 'ON'
+  ipAddress: 192.168.10.12
+  softwareState: GOOD
+  services:
+  - name: TCP
+    port: '80'
+    state: GOOD
+- itemType: NODE
+  id: '3'
+  name: PC3
+  baseType: SERVICE
+  nodeType: COMPUTER
+  priority: P5
+  hardwareState: 'ON'
+  ipAddress: 192.168.10.13
+  softwareState: GOOD
+  services:
+  - name: TCP
+    port: '80'
+    state: GOOD
+- itemType: NODE
+  id: '4'
+  name: PC4
+  baseType: SERVICE
+  nodeType: COMPUTER
+  priority: P5
+  hardwareState: 'ON'
+  ipAddress: 192.168.20.14
+  softwareState: GOOD
+  services:
+  - name: TCP
+    port: '80'
+    state: GOOD
+- itemType: NODE
+  id: '5'
+  name: SWITCH1
+  baseType: ACTIVE
+  nodeType: SWITCH
+  priority: P2
+  hardwareState: 'ON'
+  ipAddress: 192.168.1.2
+  softwareState: GOOD
+- itemType: NODE
+  id: '6'
+  name: IDS
+  baseType: SERVICE
+  nodeType: SERVER
+  priority: P5
+  hardwareState: 'ON'
+  ipAddress: 192.168.1.4
+  softwareState: GOOD
+  services:
+  - name: TCP
+    port: '80'
+    state: GOOD
+- itemType: NODE
+  id: '7'
+  name: SWITCH2
+  baseType: ACTIVE
+  nodeType: SWITCH
+  priority: P2
+  hardwareState: 'ON'
+  ipAddress: 192.168.1.3
+  softwareState: GOOD
+- itemType: NODE
+  id: '8'
+  name: LOP1
+  baseType: SERVICE
+  nodeType: LOP
+  priority: P5
+  hardwareState: 'ON'
+  ipAddress: 192.168.1.12
+  softwareState: GOOD
+  services:
+  - name: TCP
+    port: '80'
+    state: GOOD
+- itemType: NODE
+  id: '9'
+  name: SERVER1
+  baseType: SERVICE
+  nodeType: SERVER
+  priority: P5
+  hardwareState: 'ON'
+  ipAddress: 192.168.10.14
+  softwareState: GOOD
+  services:
+  - name: TCP
+    port: '80'
+    state: GOOD
+- itemType: NODE
+  id: '10'
+  name: SERVER2
+  baseType: SERVICE
+  nodeType: SERVER
+  priority: P5
+  hardwareState: 'ON'
+  ipAddress: 192.168.20.15
+  softwareState: GOOD
+  services:
+  - name: TCP
+    port: '80'
+    state: GOOD
+- itemType: LINK
+  id: '11'
+  name: link1
+  bandwidth: 1000000000
+  source: '1'
+  destination: '5'
+- itemType: LINK
+  id: '12'
+  name: link2
+  bandwidth: 1000000000
+  source: '2'
+  destination: '5'
+- itemType: LINK
+  id: '13'
+  name: link3
+  bandwidth: 1000000000
+  source: '3'
+  destination: '5'
+- itemType: LINK
+  id: '14'
+  name: link4
+  bandwidth: 1000000000
+  source: '4'
+  destination: '5'
+- itemType: LINK
+  id: '15'
+  name: link5
+  bandwidth: 1000000000
+  source: '5'
+  destination: '6'
+- itemType: LINK
+  id: '16'
+  name: link6
+  bandwidth: 1000000000
+  source: '5'
+  destination: '8'
+- itemType: LINK
+  id: '17'
+  name: link7
+  bandwidth: 1000000000
+  source: '6'
+  destination: '7'
+- itemType: LINK
+  id: '18'
+  name: link8
+  bandwidth: 1000000000
+  source: '8'
+  destination: '7'
+- itemType: LINK
+  id: '19'
+  name: link9
+  bandwidth: 1000000000
+  source: '7'
+  destination: '9'
+- itemType: LINK
+  id: '20'
+  name: link10
+  bandwidth: 1000000000
+  source: '7'
+  destination: '10'
+- itemType: GREEN_IER
+  id: '21'
+  startStep: 1
+  endStep: 128
+  load: 100000
+  protocol: TCP
+  port: '80'
+  source: '1'
+  destination: '9'
+  missionCriticality: 2
+- itemType: GREEN_IER
+  id: '22'
+  startStep: 1
+  endStep: 128
+  load: 100000
+  protocol: TCP
+  port: '80'
+  source: '2'
+  destination: '9'
+  missionCriticality: 2
+- itemType: GREEN_IER
+  id: '23'
+  startStep: 1
+  endStep: 128
+  load: 100000
+  protocol: TCP
+  port: '80'
+  source: '9'
+  destination: '3'
+  missionCriticality: 5
+- itemType: GREEN_IER
+  id: '24'
+  startStep: 1
+  endStep: 128
+  load: 100000
+  protocol: TCP
+  port: '80'
+  source: '4'
+  destination: '10'
+  missionCriticality: 2
+- itemType: ACL_RULE
+  id: '25'
+  permission: ALLOW
+  source: 192.168.10.11
+  destination: 192.168.10.14
+  protocol: TCP
+  port: 80
+- itemType: ACL_RULE
+  id: '26'
+  permission: ALLOW
+  source: 192.168.10.12
+  destination: 192.168.10.14
+  protocol: TCP
+  port: 80
+- itemType: ACL_RULE
+  id: '27'
+  permission: ALLOW
+  source: 192.168.10.13
+  destination: 192.168.10.14
+  protocol: TCP
+  port: 80
+- itemType: ACL_RULE
+  id: '28'
+  permission: ALLOW
+  source: 192.168.20.14
+  destination: 192.168.20.15
+  protocol: TCP
+  port: 80
+- itemType: ACL_RULE
+  id: '29'
+  permission: DENY
+  source: 192.168.10.11
+  destination: 192.168.20.15
+  protocol: TCP
+  port: 80
+- itemType: ACL_RULE
+  id: '30'
+  permission: DENY
+  source: 192.168.10.12
+  destination: 192.168.20.15
+  protocol: TCP
+  port: 80
+- itemType: ACL_RULE
+  id: '31'
+  permission: DENY
+  source: 192.168.10.13
+  destination: 192.168.20.15
+  protocol: TCP
+  port: 80
+- itemType: ACL_RULE
+  id: '32'
+  permission: DENY
+  source: 192.168.20.14
+  destination: 192.168.10.14
+  protocol: TCP
+  port: 80
+- itemType: RED_POL
+  id: '33'
+  startStep: 20
+  endStep: 20
+  node: '1'
+  type: SERVICE
+  protocol: TCP
+  state: COMPROMISED
+  isEntryNode: true
+- itemType: RED_POL
+  id: '34'
+  startStep: 20
+  endStep: 20
+  node: '2'
+  type: SERVICE
+  protocol: TCP
+  state: COMPROMISED
+  isEntryNode: true
+- itemType: RED_IER
+  id: '35'
+  startStep: 30
+  endStep: 128
+  load: 440000000
+  protocol: TCP
+  port: '80'
+  source: '1'
+  destination: '9'
+  missionCriticality: 0
+- itemType: RED_IER
+  id: '36'
+  startStep: 30
+  endStep: 128
+  load: 440000000
+  protocol: TCP
+  port: '80'
+  source: '2'
+  destination: '9'
+  missionCriticality: 0
+- itemType: RED_POL
+  id: '37'
+  startStep: 30
+  endStep: 30
+  node: '9'
+  type: SERVICE
+  protocol: TCP
+  state: OVERWHELMED
+  isEntryNode: false

PRIMAITE/config/config_main.yaml

@@ -0,0 +1,52 @@
+# Main Config File
+
+# Generic config values
+# Choose one of these (dependent on Agent being trained)
+# "STABLE_BASELINES3_PPO"
+# "STABLE_BASELINES3_A2C"
+# "GENERIC"
+agentIdentifier: STABLE_BASELINES3_PPO
+# Maximum number of episodes to run per training session
+numEpisodes: 10
+# Time delay between steps (for generic agents)
+timeDelay: 10
+# Filename of the scenario / laydown
+configFilename: config_2_DDOS_BASIC.yaml
+
+# Environment config values
+# The high value for the observation space
+observationSpaceHighValue: 1000000000                   
+
+# Reward values
+# Generic
+allOk: 0 
+# Node Operating State
+offShouldBeOn: -10
+offShouldBeResetting: -5
+onShouldBeOff: -2
+onShouldBeResetting: -5
+resettingShouldBeOn: -5
+resettingShouldBeOff: -2 
+# Node O/S or Service State
+goodShouldBePatching: 2
+goodShouldBeCompromised: 5
+goodShouldBeOverwhelmed: 5
+patchingShouldBeGood: -5
+patchingShouldBeCompromised: 2
+patchingShouldBeOverwhelmed: 2
+compromisedShouldBeGood: -20
+compromisedShouldBePatching: -20
+compromisedShouldBeOverwhelmed: -20
+compromised: -20     
+overwhelmedShouldBeGood: -20
+overwhelmedShouldBePatching: -20
+overwhelmedShouldBeCompromised: -20
+overwhelmed: -20
+# IER status
+redIerRunning: -5
+greenIerBlocked: -10
+
+# Patching / Reset durations
+osPatchingDuration: 5                         # The time taken to patch the OS
+nodeResetDuration: 5                          # The time taken to reset a node (hardware)
+servicePatchingDuration: 5                    # The time taken to patch a service

PRIMAITE/docs/Makefile

@@ -0,0 +1,20 @@
+# Minimal makefile for Sphinx documentation
+#
+
+# You can set these variables from the command line, and also
+# from the environment for the first two.
+SPHINXOPTS    ?=
+SPHINXBUILD   ?= sphinx-build
+SOURCEDIR     = source
+BUILDDIR      = build
+
+# Put it first so that "make" without argument is like "make help".
+help:
+	@$(SPHINXBUILD) -M help "$(SOURCEDIR)" "$(BUILDDIR)" $(SPHINXOPTS) $(O)
+
+.PHONY: help Makefile
+
+# Catch-all target: route all unknown targets to Sphinx using the new
+# "make mode" option.  $(O) is meant as a shortcut for $(SPHINXOPTS).
+%: Makefile
+	@$(SPHINXBUILD) -M $@ "$(SOURCEDIR)" "$(BUILDDIR)" $(SPHINXOPTS) $(O)

PRIMAITE/docs/make.bat

@@ -0,0 +1,35 @@
+@ECHO OFF
+
+pushd %~dp0
+
+REM Command file for Sphinx documentation
+
+if "%SPHINXBUILD%" == "" (
+	set SPHINXBUILD=sphinx-build
+)
+set SOURCEDIR=source
+set BUILDDIR=build
+
+%SPHINXBUILD% >NUL 2>NUL
+if errorlevel 9009 (
+	echo.
+	echo.The 'sphinx-build' command was not found. Make sure you have Sphinx
+	echo.installed, then set the SPHINXBUILD environment variable to point
+	echo.to the full path of the 'sphinx-build' executable. Alternatively you
+	echo.may add the Sphinx directory to PATH.
+	echo.
+	echo.If you don't have Sphinx installed, grab it from
+	echo.https://www.sphinx-doc.org/
+	exit /b 1
+)
+
+if "%1" == "" goto help
+
+%SPHINXBUILD% -M %1 %SOURCEDIR% %BUILDDIR% %SPHINXOPTS% %O%
+goto end
+
+:help
+%SPHINXBUILD% -M help %SOURCEDIR% %BUILDDIR% %SPHINXOPTS% %O%
+
+:end
+popd

PRIMAITE/docs/source/about.rst

@@ -0,0 +1,308 @@
+.. _about:
+
+About PrimAITE
+==============
+
+Features
+********
+
+PrimAITE provides the following features:
+
+* A flexible network / system laydown based on the Python networkx framework​
+* Nodes and links (edges) host Python classes in order to present attributes and methods (and hence, a more representative model of a platform / system)​
+* A ‘green agent’ Information Exchange Requirement (IER) function allows the representation of traffic (protocols and loading) on any / all links. Application of IERs is based on the status of node operating systems and services​
+* A ‘green agent’ node Pattern-of-Life (PoL) function allows the representation of core behaviours on nodes (e.g. Operating state, Operating System state, Service state)​
+* An Access Control List (ACL) function, mimicking the behaviour of a network firewall, is applied across the model, following standard ACL rule format (e.g. DENY/ALLOW, source IP, destination IP, protocol and port). Application of IERs adheres to any ACL restrictions​
+* Presents an OpenAI Gym interface to the environment, allowing integration with any OpenAI Gym compliant defensive agents ​
+* Red agent activity based on ‘red’ IERs and ‘red’ PoL
+* Defined reward function for use with RL agents (based on nodes status, and green / red IER success)​
+* Fully configurable (network / system laydown, IERs, node PoL, ACL, episode step period, episode max steps) and repeatable to suit the training requirements of agents. Therefore, not bound to a representation of any particular platform, system or technology​
+* Full capture of discrete metrics relating to agent training (full system state, agent actions taken, average reward)​
+* Networkx provides laydown visualisation capability ​
+
+Architecture - Nodes and Links
+******************************
+
+**Nodes**
+
+An inheritance model has been adopted in order to model nodes. All nodes have the following base attributes (Class: Node):​
+
+* ID​
+* Name
+* Type (e.g. computer, switch, RTU - enumeration)​
+* Priority (P1, P2, P3, P4 or P5 - enumeration)​
+* Operating State (ON, OFF, RESETTING - enumeration)​
+
+Active Nodes also have the following attributes (Class: Active Node):​
+
+* IP Address​
+* Operating System State (GOOD, PATCHING, COMPROMISED - enumeration)​
+
+Service Nodes also have the following attributes (Class: Service Node)​:
+
+* List of Services (where service is composed of service name and port). There is no theoretical limit on the number of services that can be modelled. Services and protocols are currently intrinsically linked (i.e. a service is an application on a node transmitting traffic of this protocol type)​
+* Service state (GOOD, PATCHING, COMPROMISED, OVERWHELMED - enumeration)
+
+Passive Nodes are currently not used (but may be employed for non IP-based components such as machinery actuators in future releases).
+
+**Links**
+
+Links are modelled both as network edges (networkx) and as Python classes, in order to extend their functionality​. Links include the following attributes:​
+
+* ID​
+* Name
+* Bandwidth (bits/s)​
+* Source node ID
+* Destination node ID
+* Protocol list (containing the loading of protocols currently running on the link)
+
+When the simulation runs, IERs are applied to the links in order to model traffic loading, individually assigned to each protocol. This allows green (background) and red agent behaviour to be modelled, and defensive agents to identify suspicious traffic patterns at a protocol / traffic loading level of fidelity.
+
+Information Exchange Requirements (IERs)
+****************************************
+
+PrimAITE adopts the concept of Information Exchange Requirements (IERs) to model both green agent (background) and red agent (adversary) behaviour. IERs are used to initiate modelling of traffic loading on the network, and have the following attributes:​
+
+* ID​
+* Start step (i.e. which step in the training episode should the IER start)​
+* End step​ (i.e. which step in the training episode should the IER end)
+* Source node ID
+* Destination node ID​
+* Load (bits/s)​
+* Protocol​
+* Port​
+* Running status (i.e. on / off)
+
+The application of green agent IERs between a source and destination follows a number of rules. Specifically:​
+
+1. Does the current simulation time step fall between IER start and end step​
+2. Is the source node operational (both physically and at an O/S level), and is the service (protocol / port) associated with the IER (a) present on this node, and (b) in an operational state (i.e. not PATCHING)​
+3. Is the destination node operational (both physically and at an O/S level), and is the service (protocol / port) associated with the IER (a) present on this node, and (b) in an operational state (i.e. not PATCHING)​
+4. Are there any Access Control List rules in place that prevent the application of this IER​
+5. Are all switches in the (OSPF) path between source and destination operational (both physically and at an O/S level)​
+
+For red agent IERs, the application of IERs between a source and destination follows a number of subtly different rules. Specifically:​
+
+1. Does the current simulation time step fall between IER start and end step​
+2. Is the source node operational, and is the service (protocol / port) associated with the IER (a) present on that node and (b) already in a compromised state​
+3. Is the destination node operational, and is the service (protocol / port) associated with the IER present on that node​
+4. Are there any Access Control List rules in place that prevent the application of this IER​
+5. Are all switches in the (OSPF) path between source and destination operational (both physically and at an O/S level)
+
+Assuming the rules pass, the IER is applied to all relevant links (based on use of OSPF) between source and destination.
+
+Node Pattern-of-Life
+********************
+
+Every node can be impacted (i.e. have a status change applied to it) by either green agent pattern-of-life or red agent pattern-of-life. This is distinct from IERs, and allows for attacks (and defence) to be modelled purely within the confines of a node.
+
+The status changes that can be made to a node are as follows:
+
+* All Nodes:
+
+   * Operating State:
+
+      * ON
+      * OFF
+      * RESETTING - when a status of resetting is entered, the node will automatically exit this state after a number of steps (as defined by the nodeResetDuration configuration item) after which it returns to an ON state 
+
+* Active Nodes and Service Nodes:
+
+   * Operating System State:
+
+      * GOOD
+      * PATCHING - when a status of patching is entered, the node will automatically exit this state after a number of steps (as defined by the osPatchingDuration configuration item) after which it returns to a GOOD state
+      * COMPROMISED
+
+* Service Nodes only:
+
+   * Service State (for any associated service):
+
+      * GOOD
+      * PATCHING - when a status of patching is entered, the service will automatically exit this state after a number of steps (as defined by the servicePatchingDuration configuration item) after which it returns to a GOOD state
+      * COMPROMISED
+      * OVERWHELMED
+
+Access Control List modelling
+*****************************
+
+An Access Control List (ACL) is modelled to provide the means to manage traffic flows in the system. This will allow defensive agents the means to turn on / off rules, or potentially create new rules, to counter an attack​.
+
+The ACL follows a standard network firewall format. For example:
+
+.. list-table:: ACL example
+   :widths: 25 25 25 25 25
+   :header-rows: 1
+
+   * - Permission
+     - Source IP
+     - Dest IP
+     - Protocol
+     - Port
+   * - DENY
+     - 192.168.1.2
+     - 192.168.1.3
+     - HTTPS
+     - 443
+   * - ALLOW
+     - 192.168.1.4
+     - ANY
+     - SMTP
+     - 25
+   * - DENY
+     - ANY
+     - 192.168.1.5
+     - ANY
+     - ANY
+
+All ACL rules are considered when applying an IER. Logic follows the order of rules, so a DENY or ALLOW for the same parameters will override an earlier entry.
+
+Observation Spaces
+******************
+
+The OpenAI Gym observation space provides the status of all nodes and links across the whole system:​
+
+* Nodes (in terms of operating state, operating system state, and services state) ​
+* Links (in terms of current loading for each service/protocol)
+
+An example observation space is provided below:
+
+.. list-table:: Observation Space example
+   :widths: 25 25 25 25 25 25
+   :header-rows: 1
+
+   * - 
+     - ID
+     - Operating State
+     - O/S State
+     - Service / Protocol A
+     - Service / Protocol B
+   * - Node A
+     - 1
+     - 1
+     - 1
+     - 1
+     - 1
+   * - Node B
+     - 2
+     - 1
+     - 3
+     - 1
+     - 1
+   * - Node C
+     - 3
+     - 2
+     - 1
+     - 3
+     - 2
+   * - Link 1
+     - 5
+     - 1
+     - 1
+     - 0
+     - 10000
+   * - Link 2
+     - 6
+     - 1
+     - 1
+     - 0
+     - 10000
+   * - Link 3
+     - 7
+     - 1
+     - 1
+     - 0
+     - 0
+
+The observation space is a 6 x 5 Box type (OpenAI Gym Space) in this example. This is made up from the node and link information detailed below.
+
+For the nodes, the following values are represented:
+
+ * ID
+ * Operating State:
+
+    * 1 = ON
+    * 2 = OFF
+    * 3 = RESETTING
+
+ * O/S State:
+
+    * 1 = GOOD
+    * 2 = PATCHING
+    * 3 = COMPROMISED
+
+ * Service State:
+
+    * 1 = GOOD
+    * 2 = PATCHING
+    * 3 = COMPROMISED
+    * 4 = OVERWHELMED
+
+(Note that each service available in the network is provided as a column, although not all nodes may utilise all services)
+
+For the links, the following statuses are represented:
+
+ * ID
+ * Operating State = N/A
+ * O/S State = N/A
+ * Protocol = loading in bits/s
+
+Action Spaces
+**************
+
+The action space available to the blue agent comes in two types:
+
+ 1. Node-based
+ 2. Access Control List
+
+The choice of action space used during a training session is determined in the config_[name].yaml file.
+
+**Node-Based**
+
+The agent is able to influence the status of nodes by switching them off, resetting, or patching operating systems and services. In this instance, the action space is an OpenAI Gym multidiscrete type, as follows:
+
+ * [0, num nodes] - Node ID (0 = nothing, node ID)
+ * [0, 3] - What property it's acting on (0 = nothing, 1 = state, 2 = O/S state, 3 = service state)
+ * [0, 3] - Action on property (0 = nothing, 1 = on, 2 = off, 3 = reset / patch)
+ * [0, num services] - Resolves to service ID (0 = nothing, resolves to service)
+
+**Access Control List**
+
+The blue agent is able to influence the configuration of the Access Control List rule set (which implements a system-wide firewall). In this instance, the action space is an OpenAI multidiscrete type, as follows:
+
+
+ * [0, 2] - Action (0 = do nothing, 1 = create rule, 2 = delete rule)
+ * [0, 1] - Permission (0 = DENY, 1 = ALLOW)
+ * [0, num nodes] - Source IP (0 = any, then 1 -> x resolving to IP addresses)
+ * [0, num nodes] - Dest IP (0 = any, then 1 -> x resolving to IP addresses)
+ * [0, num services] - Protocol (0 = any, then 1 -> x resolving to protocol)
+ * [0, num ports] - Port (0 = any, then 1 -> x resolving to port)
+
+Rewards
+*******
+
+A reward value is presented back to the blue agent on the conclusion of every step. The reward value is calculated via two methods which combine to give the total value:
+
+ 1. Node and service status
+ 2. IER status
+
+**Node and service status**
+
+On every step, the status of each node is compared against both a reference environment (simulating the situation if the red and blue agents had not impacted the environment) 
+and the before and after state of the environment. If the comparison against the reference environment shows no difference, then the score provided is "AllOK". If there is a 
+difference with respect to the reference environment, the before and after states are compared, and a score determined. See :ref:`config` for details of reward values.
+
+**IER status**
+
+On every step, the full IER set is examined to determine whether green and red agent IERs are being permitted to run. Any red agent IERs running incur a penalty; any green agent
+IERs not permitted to run also incur a penalty. See :ref:`config` for details of reward values.
+
+Future Enhancements
+*******************
+
+The PrimAITE project has an ambition to include the following enhancements in future releases:
+
+* Integration with a suitable standardised framework to allow multi-agent integration
+* Integration with external threat emulation tools, either using off-line data, or integrating at runtime
+* Provision of data such that agents can construct alternative observation spaces (as an alternative to the default PrimAITE observation space)
+* Introduction of a testing phase (post training) to evaluate the effectiveness of the training

PRIMAITE/docs/source/conf.py

@@ -0,0 +1,28 @@
+# Configuration file for the Sphinx documentation builder.
+#
+# For the full list of built-in configuration values, see the documentation:
+# https://www.sphinx-doc.org/en/master/usage/configuration.html
+
+# -- Project information -----------------------------------------------------
+# https://www.sphinx-doc.org/en/master/usage/configuration.html#project-information
+
+project = 'PrimAITE'
+copyright = '2022, jashort'
+author = 'jashort'
+release = '0.1.0'
+
+# -- General configuration ---------------------------------------------------
+# https://www.sphinx-doc.org/en/master/usage/configuration.html#general-configuration
+
+extensions = ['sphinx_rtd_theme']
+
+templates_path = ['_templates']
+exclude_patterns = []
+
+
+
+# -- Options for HTML output -------------------------------------------------
+# https://www.sphinx-doc.org/en/master/usage/configuration.html#options-for-html-output
+
+html_theme = 'sphinx_rtd_theme'
+html_static_path = ['_static']

PRIMAITE/docs/source/config.rst

@@ -0,0 +1,261 @@
+.. _config:
+
+The Config Files Explained
+==========================
+
+PrimAITE uses two configuration files for its operation:
+
+* config_main.yaml - used to define the top-level settings of the PrimAITE environment, and the training session that is to be run.
+* config_[name].yaml - used to define the low-level settings of a training session, including the network laydown, green / red agent information exchange requirements (IERSs), Access Control Rules, Action Space type, and the number of steps in each episode.
+
+config_main.yaml:
+*****************
+
+The config_main.yaml file consists of the following attributes:
+
+**Generic Config Values**
+
+* **agentIdentifier** [enum]
+
+   This identifies the agent to use for the training session. Select from one of the following:
+
+   * GENERIC - Where a user developed agent is to be used
+   * STABLE_BASELINES3_PPO - Use a SB3 PPO agent
+   * STABLE_BASELINES3_A2C - use a SB3 A2C agent
+
+* **numEpisodes** [int]
+
+   This defines the number of episodes that the agent will train over. Each episode consists of a number of steps (with step number defined in the config_[name].yaml file)
+
+* **timeDelay** [int]
+
+   The time delay (in milliseconds) to take between each step when training a GENERIC agent
+
+* **configFilename** [filename]
+
+   The name of the config_[name].yaml file to use for this training session
+
+* **observationSpaceHighValue** [int]
+
+   The high value to use for values in the observation space. This is set to 1000000000 by default, and should not need changing in most cases
+
+**Reward-Based Config Values**
+
+* **Generic [allOk]** [int]
+
+   The score to give when the current situation (for a given component) is no different from that expected in the baseline (i.e. as though no blue or red agent actions had been undertaken)
+
+* **Node Operating State [offShouldBeOn]** [int]
+
+   The score to give when the node should be on, but is off
+
+* **Node Operating State [offShouldBeResetting]** [int]
+
+   The score to give when the node should be resetting, but is off
+
+* **Node Operating State [onShouldBeOff]** [int]
+    
+   The score to give when the node should be off, but is on
+
+* **Node Operating State [onShouldBeResetting]** [int]
+    
+   The score to give when the node should be resetting, but is on
+
+* **Node Operating State [resettingShouldBeOn]** [int]
+    
+   The score to give when the node should be on, but is resetting
+
+* **Node Operating State [resettingShouldBeOff]** [int]
+    
+   The score to give when the node should be off, but is resetting
+
+* **Node Operating System or Service State [goodShouldBePatching]** [int]
+    
+   The score to give when the state should be patching, but is good
+
+* **Node Operating System or Service State [goodShouldBeCompromised]** [int]
+    
+   The score to give when the state should be compromised, but is good
+
+* **Node Operating System or Service State [goodShouldBeOverwhelmed]** [int]
+    
+   The score to give when the state should be overwhelmed, but is good
+
+* **Node Operating System or Service State [patchingShouldBeGood]** [int]
+    
+   The score to give when the state should be good, but is patching
+
+* **Node Operating System or Service State [patchingShouldBeCompromised]** [int]
+    
+   The score to give when the state should be compromised, but is patching
+
+* **Node Operating System or Service State [patchingShouldBeOverwhelmed]** [int]
+    
+   The score to give when the state should be overwhelmed, but is patching
+
+* **Node Operating System or Service State [compromisedShouldBeGood]** [int]
+    
+   The score to give when the state should be good, but is compromised
+
+* **Node Operating System or Service State [compromisedShouldBePatching]** [int]
+    
+   The score to give when the state should be patching, but is compromised
+
+* **Node Operating System or Service State [compromisedShouldBeOverwhelmed]** [int]
+    
+   The score to give when the state should be overwhelmed, but is compromised
+
+* **Node Operating System or Service State [compromised]** [int]
+    
+   The score to give when the state is compromised
+
+* **Node Operating System or Service State [overwhelmedShouldBeGood]** [int]
+    
+   The score to give when the state should be good, but is overwhelmed
+
+* **Node Operating System or Service State [overwhelmedShouldBePatching]** [int]
+    
+   The score to give when the state should be patching, but is overwhelmed
+
+* **Node Operating System or Service State [overwhelmedShouldBeCompromised]** [int]
+    
+   The score to give when the state should be compromised, but is overwhelmed
+
+* **Node Operating System or Service State [overwhelmed]** [int]
+    
+   The score to give when the state is overwhelmed
+
+* **IER Status [redIerRunning]** [int]
+    
+   The score to give when a red agent IER is permitted to run
+
+* **IER Status [greenIerBlocked]** [int]
+    
+   The score to give when a green agent IER is prevented from running
+
+**Patching / Reset Durations**
+
+* **osPatchingDuration** [int]
+
+   The number of steps to take when patching an Operating System
+
+* **nodeResetDuration** [int]
+   
+   The number of steps to take when resetting a node's operating state
+
+* **servicePatchingDuration** [int]
+   
+   The number of steps to take when patching a service
+
+config_[name].yaml:
+*******************
+
+The config_[name].yaml file consists of the following attributes:
+
+* **itemType: ACTIONS** [enum]
+   
+   Determines whether a NODE or ACL action space format is adopted for the training session
+
+* **itemType: STEPS** [int]
+    
+   Determines the number of steps to run in each episode of the training session
+
+* **itemType: PORTS** [int]
+   
+   Provides a list of ports modelled in this training session
+
+* **itemType: SERVICES** [freetext]
+   
+   Provides a list of services modelled in this training session
+
+* **itemType: NODE**
+    
+   Defines a node included in the system laydown being simulated. It should consist of the following attributes:
+
+     * **id** [int]: Unique ID for this YAML item
+     * **name** [freetext]: Human-readable name of the component
+     * **baseType** [enum]: Relates to the base type of the node. Can be SERVICE, ACTIVE or PASSIVE. PASSIVE nodes do not have an operating system or services. ACTIVE nodes have an operating system, but no services. SERVICE nodes have both an operating system and one or more services
+     * **nodeType** [enum]: Relates to the component type. Can be one of CCTV, SWITCH, COMPUTER, LINK, MONITOR, PRINTER, LOP, RTU, ACTUATOR or SERVER
+     * **priority** [enum]: Provides a priority for each node. Can be one of P1, P2, P3, P4 or P5 (which P1 being the highest)
+     * **hardwareState** [enum]: The initial hardware state of the node. Can be one of ON, OFF or RESETTING
+     * **ipAddress** [IP address]: The IP address of the component in format xxx.xxx.xxx.xxx
+     * **softwareState** [enum]: The intial state of the node operating system. Can be GOOD, PATCHING or COMPROMISED
+     * **services**: For each service associated with the node:
+
+        * **name** [freetext]: Free-text name of the service, but must match one of the services defined for the system in the services list
+        * **port** [int]: Integer value of the port related to this service, but must match one of the ports defined for the system in the ports list
+        * **state** [enum]: The initial state of the service. Can be one of GOOD, PATCHING, COMPROMISED or OVERWHELMED
+     
+* **itemType: LINK**
+   
+   Defines a link included in the system laydown being simulated. It should consist of the following attributes:
+
+     * **id** [int]: Unique ID for this YAML item
+     * **name** [freetext]: Human-readable name of the component
+     * **bandwidth** [int]: The bandwidth (in bits/s) of the link
+     * **source** [int]: The ID of the source node
+     * **destination** [int]: The ID of the destination node
+
+* **itemType: GREEN_IER**
+
+   Defines a green agent Information Exchange Requirement (IER). It should consist of:
+
+     * **id** [int]: Unique ID for this YAML item
+     * **startStep** [int]: The start step (in the episode) for this IER to begin
+     * **endStep** [int]: The end step (in the episode) for this IER to finish
+     * **load** [int]: The load (in bits/s) for this IER to apply to links
+     * **protocol** [freetext]: The protocol to apply to the links. This must match a value in the services list
+     * **port** [int]: The port that the protocol is running on. This must match a value in the ports list
+     * **source** [int]: The ID of the source node
+     * **destination** [int]: The ID of the destination node
+     * **missionCriticality** [enum]: The mission criticality of this IER (with 5 being highest, 1 lowest)
+
+* **itemType: RED_IER**
+    
+   Defines a red agent Information Exchange Requirement (IER). It should consist of:
+
+     * **id** [int]: Unique ID for this YAML item
+     * **startStep** [int]: The start step (in the episode) for this IER to begin
+     * **endStep** [int]: The end step (in the episode) for this IER to finish
+     * **load** [int]: The load (in bits/s) for this IER to apply to links
+     * **protocol** [freetext]: The protocol to apply to the links. This must match a value in the services list
+     * **port** [int]: The port that the protocol is running on. This must match a value in the ports list
+     * **source** [int]: The ID of the source node
+     * **destination** [int]: The ID of the destination node
+     * **missionCriticality** [enum]: Not currently used. Default to 0
+
+* **itemType: GREEN_POL**
+     
+    Defines a green agent pattern-of-life instruction. It should consist of:
+
+      * **id** [int]: Unique ID for this YAML item
+      * **startStep** [int]: The start step (in the episode) for this PoL to begin
+      * **endStep** [int]: Not currently used. Default to same as start step
+      * **node** [int]: The ID of the node to apply the PoL to
+      * **type** [enum]: The type of PoL to apply. Can be one of OPERATING, OS or SERVICE
+      * **protocol** [freetext]: The protocol to be affected if SERVICE type is chosen. Must match a value in the services list
+      * **state** [enuum]: The state to apply to the node (which represents the PoL change). Can be one of ON, OFF or RESETTING (for node state) or GOOD, PATCHING or COMPROMISED (for operating system state) or GOOD, PATCHING, COMPROMISED or OVERWHELMED (for service state)
+
+* **itemType: RED_POL**
+     
+    Defines a red agent pattern-of-life instruction. It should consist of:
+
+      * **id** [int]: Unique ID for this YAML item
+      * **startStep** [int]: The start step (in the episode) for this PoL to begin
+      * **endStep** [int]: Not currently used. Default to same as start step
+      * **node** [int]: The ID of the node to apply the PoL to
+      * **type** [enum]: The type of PoL to apply. Can be one of OPERATING, OS or SERVICE
+      * **protocol** [freetext]: The protocol to be affected if SERVICE type is chosen. Must match a value in the services list
+      * **state** [enum]: The state to apply to the node (which represents the PoL change). Can be one of ON, OFF or RESETTING (for node state) or GOOD, PATCHING or COMPROMISED (for operating system state) or GOOD, PATCHING, COMPROMISED or OVERWHELMED (for service state)
+      * **isEntryNode** [bool]: Defines whether the node affected is an entry node to the system
+
+* **itemType: ACL_RULE**
+     
+    Defines an initial Access Control List (ACL) rule. It should consist of:
+
+      * **id** [int]: Unique ID for this YAML item
+      * **permission** [enum]: Defines either an allow or deny rule. Value must be either DENY or ALLOW
+      * **source** [IP address]: Defines the source IP address for the rule in xxx.xxx.xxx.xxx format
+      * **destination** [IP address]: Defines the destination IP address for the rule in xxx.xxx.xxx.xxx format
+      * **protocol** [freetext]: Defines the protocol for the rule. Must match a value in the services list
+      * **port** [int]: Defines the port for the rule. Must match a value in the ports list

PRIMAITE/docs/source/dependencies.rst

@@ -0,0 +1,26 @@
+.. _dependencies:
+
+PrimAITE Dependencies
+=====================
+
+PrimAITE is built with the following versions of dependencies:
+
+* Python 3.10.9
+* PyYAML 6.0
+* numpy 1.23.5
+* networkx 2.8.8
+* gym 0.21.0
+* matplotlib 3.6.2 
+* stable_baselines_3 1.6.2
+
+The latest release of PrimAITE has been tested against the following versions of dependencies:
+
+* Python 3.10.9
+* PyYAML 6.0
+* numpy 1.23.5
+* networkx 2.8.8
+* gym 0.21.0
+* matplotlib 3.6.2 
+* stable_baselines_3 1.6.2
+
+

PRIMAITE/docs/source/index.rst

@@ -0,0 +1,42 @@
+.. PrimAITE documentation master file, created by
+   sphinx-quickstart on Thu Dec  8 09:51:18 2022.
+   You can adapt this file completely to your liking, but it should at least
+   contain the root `toctree` directive.
+
+Welcome to PrimAITE's documentation
+====================================
+
+What is PrimAITE?
+------------------------
+
+PrimAITE (Primary-level AI Training Environment) is a simulation environment for training AI under the ARCD programme​. It incorporates the functionality required of a Primary-level environment, as specified in the Dstl ARCD Training Environment Matrix document:​
+
+* The ability to model a relevant platform / system context; 
+* The ability to model key characteristics of a platform / system by representing connections, IP addresses, ports, traffic loading, operating systems, services and processes; 
+* Operates at machine-speed to enable fast training cycles. 
+
+PrimAITE aims to evolve into an ARCD environment that could be used as the follow-on from Reception level approaches (e.g. YAWNING TITAN), and help bridge the Sim-to-Real gap into Secondary level environments (e.g. IMAGINARY YAK)​.
+
+This is similar to the approach taken by FVEY international partners (e.g. AUS CyBORG, US NSA FARLAND and CAN CyGil). These environments are referenced by the Dstl ARCD Agent Training Environments Knowledge Transfer document (TR141342)​.
+
+What is PrimAITE built with
+--------------------------------------
+
+* `OpenAI's Gym <https://gym.openai.com/>`_ is used as the basis for AI blue agent interaction with the PrimAITE environment
+* `Networkx <https://github.com/networkx/networkx>`_ is used as the underlying data structure used for the PrimAITE environment
+* `Stable Baselines 3 <https://github.com/DLR-RM/stable-baselines3>`_ is used as a default source of RL algorithms (although PrimAITE is not limited to SB3 agents)
+
+Where next?
+------------
+
+The best place to start is :ref:`about`
+
+.. toctree::
+   :maxdepth: 8
+   :caption: Contents:
+
+   about
+   dependencies
+   config
+   training
+   results

PRIMAITE/docs/source/results.rst

@@ -0,0 +1,42 @@
+.. _results:
+
+Results, Output and Logging from PrimAITE
+=========================================
+
+PrimAITE produces four types of data:
+
+* Outputs - Results
+* Outputs - Diagrams
+* Outputs - Saved agents
+* Logging
+
+Outputs can be found in the *[Install Directory]\\PRIMAITE\\PRIMAITE\\outputs* directory
+
+Logging can be found in the *[Install Directory]\\PRIMAITE\\PRIMAITE\\logs* directory
+
+**Outputs - Results**
+
+PrimAITE automatically creates two sets of results from each training session, and stores them in the *Results* folder:
+
+* Average reward per episode - a csv file listing the average reward for each episode of the training session. This provides an indication of the change, over a training session, of the reward value
+* All transactions - a csv file listing the following values for every step of every episode:
+
+	* Timestamp
+	* Episode number
+	* Step number
+	* Initial observation space (before red and blue agent actions have been taken). Individual elements of the observation space are presented in the format OSI_X_Y
+	* Resulting observation space (after the red and blue agent actions have been taken) Individual elements of the observation space are presented in the format OSN_X_Y
+	* Reward value
+	* Action space (as presented by the blue agent on this step). Individual elements of the action space are presented in the format AS_X
+
+**Outputs - Diagrams**
+
+For each training run, PrimAITE automatically creates a visual of the system / network laydown configuration, and stores it in the *Diagrams* folder.
+
+**Outputs - Saved agents**
+
+For each training run, assuming the agent being trained implements the *save()* function and this function is called by the code, PrimAITE automatically saves the agent state and stores it in the *agents* folder.
+
+**Logging**
+
+PrimAITE also provides output logs (for diagnosis) using the Python Logging package. These can be found in the *[Install Directory]\\PRIMAITE\\PRIMAITE\\logs* directory

PRIMAITE/docs/source/training.rst

@@ -0,0 +1,88 @@
+.. _training:
+
+Running a PrimAITE Training Session
+===================================
+
+A PrimAITE training session will usually be associated with a "Training Use Case Profile". This document will present:
+
+* The Use Case name, default number of steps in a training episode and default number of episodes in a training session. The number of steps and episodes can be modified in the configuration files
+* The system laydown being modelled
+* The objectives of the session (steady-state), the red agent and the blue agent (in a defensive role)
+* The green agent pattern-of-life profile
+* The red agent attack profile
+* The observation space definition
+* The action space definition
+* Agent integration guidance
+* Initial Access Control List settings (if applicable)
+* The reward function definition
+
+**Integrating a user defined blue agent**
+
+Integrating a blue agent with PrimAITE requires some modification of the code within the main.py file. The main.py file consists of a number of functions, each of which will invoke training for a particular agent. These are:
+
+* Generic (run_generic)
+* Stable Baselines 3 PPO (run_stable_baselines3_ppo)
+* Stable Baselines 3 A2C (run_stable_baselines3_a2c)
+
+The selection of which agent type to use is made via the config_main.yaml file. In order to train a user generated agent, 
+the run_generic function should be selected, and should be modified (typically) to be:
+
+.. code:: python
+
+    agent = MyAgent(environment, max_steps)​
+    for episode in range(0, num_episodes):​
+        agent.learn()      ​
+    env.close()​
+    save_agent(agent)
+
+Where:
+
+* *MyAgent* is the user created agent
+* *environment* is the PrimAITE environment
+* *max_steps* is the number of steps in an episode, as defined in the config_[name].yaml file
+* *num_episodes* is the number of episodes in the training session, as defined in the config_main.yaml file
+* the *.learn()* function should be defined in the user created agent
+* the *env.close()* function is defined within PrimAITE
+* the *save_agent()* assumes that a *save()* function has been defined in the user created agent. If not, this line can be ommitted (although it is encouraged, since it will allow the agent to be saved and ported)
+
+The code below provides a suggested format for the learn() function within the user created agent.
+It's important to include the *self.environment.reset()* call within the episode loop in order that the 
+environment is reset between episodes. Note that the example below should not be considered exhaustive.
+
+.. code:: python
+
+    def learn(self) :​
+
+    # pre-reqs​​
+
+    # reset the environment​
+    self.environment.reset()​
+    done = False​
+    
+    for step in range(max_steps):​
+        # calculate the action​
+        action = ...
+
+        ​# execute the environment step​
+        new_state, reward, done, info = self.environment.step(action)​
+
+        # algorithm updates​
+        ...
+
+        # update to our new state​
+        state = new_state​
+
+        # if done, finish episode​
+        if done == True:​
+            break
+
+**Running the training session**
+ 
+In order to execute a training session, carry out the following steps:
+
+1. Navigate to "[Install directory]\\PRIMAITE\\PRIMAITE\\” 
+2. Start a console window (type “CMD” in path window, or start a console window first and navigate to “[Install Directory]\\PRIMAITE\\PRIMAITE\\”) 
+3. Type “python main.py” 
+4. Training will start with an output indicating the current episode, and average reward value for the episode 
+
+ 

PRIMAITE/environment/__init__.py

@@ -0,0 +1,2 @@
+
+# Crown Copyright (C) Dstl 2022. DEFCON 703. Shared in confidence.

PRIMAITE/environment/primaite.py

@@ -0,0 +1,989 @@
+# Crown Copyright (C) Dstl 2022. DEFCON 703. Shared in confidence.
+"""
+Main environment module containing the PRIMmary AI Training Evironment (PRIMAITE) class
+"""
+
+import numpy as np
+import networkx as nx
+import copy
+import csv
+import yaml
+import os.path
+import logging
+
+from gym import Env, spaces
+from matplotlib import pyplot as plt
+from datetime import datetime
+
+from common.enums import *
+from links.link import Link
+from pol.ier import IER
+from nodes.node_state_instruction import NodeStateInstruction
+from pol.green_pol import apply_iers, apply_node_pol
+from pol.red_agent_pol import apply_red_agent_iers, apply_red_agent_node_pol
+from nodes.active_node import ActiveNode
+from nodes.passive_node import PassiveNode
+from nodes.service_node import ServiceNode
+from common.service import Service
+from acl.access_control_list import AccessControlList
+from environment.reward import calculate_reward_function
+from transactions.transaction import Transaction
+
+class PRIMAITE(Env):
+    """
+    PRIMmary AI Training Evironment (PRIMAITE) class
+    """
+
+    # Observation / Action Space contants
+    OBSERVATION_SPACE_FIXED_PARAMETERS = 3
+    ACTION_SPACE_NODE_PROPERTY_VALUES = 4
+    ACTION_SPACE_NODE_ACTION_VALUES = 4
+    ACTION_SPACE_ACL_ACTION_VALUES = 3
+    ACTION_SPACE_ACL_PERMISSION_VALUES = 2
+
+    OBSERVATION_SPACE_HIGH_VALUE = 1000000      # Highest value within an observation space
+
+    def __init__(self, _config_values, _transaction_list):
+        """
+        Init
+
+        Args:
+            _episode_steps: The number of steps for the episode
+            _config_filename: The name of config file
+            _transaction_list: The list of transactions to populate
+            _agent_identifier: Identifier for the agent
+        """
+
+        super(PRIMAITE, self).__init__()
+
+        # Take a copy of the config values
+        self.config_values = _config_values
+
+        # Number of steps in an episode
+        self.episode_steps = 0
+
+        # Transaction list
+        self.transaction_list = _transaction_list
+
+        # The agent in use
+        self.agent_identifier = self.config_values.agent_identifier
+
+        # Create a dictionary to hold all the nodes
+        self.nodes = {}
+
+        # Create a dictionary to hold a reference set of nodes
+        self.nodes_reference = {}
+
+        # Create a dictionary to hold all the links
+        self.links = {}
+
+        # Create a dictionary to hold a reference set of links
+        self.links_reference = {}
+
+        # Create a dictionary to hold all the green IERs (this will come from an external source)
+        self.green_iers = {}
+
+        # Create a dictionary to hold all the node PoLs (this will come from an external source)
+        self.node_pol = {}
+
+        # Create a dictionary to hold all the red agent IERs (this will come from an external source)
+        self.red_iers = {}
+
+        # Create a dictionary to hold all the red agent node PoLs (this will come from an external source)
+        self.red_node_pol = {}
+
+        # Create the Access Control List
+        self.acl = AccessControlList()
+
+        # Create a list of services (enums)
+        self.services_list = []
+
+        # Create a list of ports
+        self.ports_list = []
+
+        # Create graph (network)
+        self.network = nx.MultiGraph()
+
+        # Create a graph (network) reference
+        self.network_reference = nx.MultiGraph()
+
+        # Create step count
+        self.step_count = 0
+
+        # Create step info dictionary
+        self.step_info = {}
+
+        # Total reward
+        self.total_reward = 0
+
+        # Average reward
+        self.average_reward = 0
+
+        # Episode count
+        self.episode_count = 0
+
+        # Number of nodes - gets a value by examining the nodes dictionary after it's been populated
+        self.num_nodes = 0
+
+        # Number of links - gets a value by examining the links dictionary after it's been populated
+        self.num_links = 0
+
+        # Number of services - gets a value when config is loaded
+        self.num_services = 0
+
+        # Number of ports - gets a value when config is loaded
+        self.num_ports = 0
+
+        # The action type
+        self.action_type = 0
+
+        # Open the config file and build the environment laydown
+        try:
+            self.config_file = open("config/" + self.config_values.config_filename_use_case, "r")
+            self.config_data = yaml.safe_load(self.config_file)
+            self.load_config()
+        except Exception as e:
+            logging.error("Could not load the environment configuration")
+            logging.error("Exception occured", exc_info=True)
+
+        # Store the node objects as node attributes
+        # (This is so we can access them as objects)
+        for node in self.network:
+            self.network.nodes[node]["self"] = node
+
+        for node in self.network_reference:
+            self.network_reference.nodes[node]["self"] = node
+
+        self.num_nodes = len(self.nodes)
+        self.num_links = len(self.links)
+
+        # Visualise in PNG
+        try:
+            plt.tight_layout()
+            nx.draw_networkx(self.network, with_labels=True)
+            now = datetime.now() # current date and time
+            time = now.strftime("%Y%m%d_%H%M%S")
+
+            path = 'outputs/diagrams'
+            is_dir = os.path.isdir(path)
+            if not is_dir:
+                os.makedirs(path)
+            filename = "outputs/diagrams/network_" + time + ".png"
+            plt.savefig(filename, format="PNG")
+            plt.clf()
+        except Exception as a:
+            logging.error("Could not save network diagram")
+            logging.error("Exception occured", exc_info=True)
+            print("Could not save network diagram")
+
+        # Define Observation Space
+        # x = number of nodes and links (i.e. items)
+        # y = number of parameters to be sent
+        # For each item, we send:
+        # - [For Nodes]              |      [For Links]
+        # - node ID                  |      link ID
+        # - operating state          |      N/A
+        # - operating system state   |      N/A
+        # - service A state          |      service A loading
+        # - service B state          |      service B loading
+        # - service C state          |      service C loading
+        # - service D state          |      service D loading
+        # - service E state          |      service E loading
+        # - service F state          |      service F loading
+        # - service G state          |      service G loading
+
+        # Calculate the number of items that need to be included in the observation space
+        num_items = self.num_links + self.num_nodes
+        # Set the number of observation parameters, being # of services plus id, operating sytem system and O/S state (i.e. 3)
+        self.num_observation_parameters = self.num_services + self.OBSERVATION_SPACE_FIXED_PARAMETERS
+        # Define the observation shape
+        self.observation_shape = (num_items, self.num_observation_parameters)
+        self.observation_space = spaces.Box(low=0, 
+                                            high=self.config_values.observation_space_high_value,
+                                            shape=self.observation_shape,
+                                            dtype=np.int64)
+
+        # This is the observation that is sent back via the rest and step functions
+        self.env_obs = np.zeros(self.observation_shape, dtype=np.int64)
+
+        # Define Action Space - depends on action space type (Node or ACL)
+        if self.action_type == ACTION_TYPE.NODE:
+            logging.info("Action space type NODE selected")
+            # Terms (for node action space):
+            # [0, num nodes] - node ID (0 = nothing, node ID)
+            # [0, 3] - what property it's acting on (0 = nothing, state, o/s state, service state)
+            # [0, 3] - action on property (0 = nothing, On, Off, Reset / Patch)
+            # [0, num services] - resolves to service ID (0 = nothing, resolves to service)
+            self.action_space = spaces.MultiDiscrete([self.num_nodes, self.ACTION_SPACE_NODE_PROPERTY_VALUES, self.ACTION_SPACE_NODE_ACTION_VALUES, self.num_services])
+        else:
+            logging.info("Action space type ACL selected")
+            # Terms (for ACL action space):
+            # [0, 2] - Action (0 = do nothing, 1 = create rule, 2 = delete rule)
+            # [0, 1] - Permission (0 = DENY, 1 = ALLOW)
+            # [0, num nodes] - Source IP (0 = any, then 1 -> x resolving to IP addresses)
+            # [0, num nodes] - Dest IP (0 = any, then 1 -> x resolving to IP addresses)
+            # [0, num services] - Protocol (0 = any, then 1 -> x resolving to protocol)
+            # [0, num ports] - Port (0 = any, then 1 -> x resolving to port)
+            self.action_space = spaces.MultiDiscrete([self.ACTION_SPACE_ACL_ACTION_VALUES, self.ACTION_SPACE_ACL_PERMISSION_VALUES, self.num_nodes + 1, self.num_nodes + 1, self.num_services + 1, self.num_ports + 1])
+
+        # Set up a csv to store the results of the training
+        try:
+            now = datetime.now() # current date and time
+            time = now.strftime("%Y%m%d_%H%M%S")
+            header = ['Episode', 'Average Reward']
+
+            # Check whether the output/rerults folder exists (doesn't exist by default install)
+            path = 'outputs/results/'
+            is_dir = os.path.isdir(path)
+            if not is_dir:
+                os.makedirs(path)
+            filename = "outputs/results/average_reward_per_episode_" + time + ".csv"
+            self.csv_file = open(filename, 'w', encoding='UTF8', newline='')
+            self.csv_writer = csv.writer(self.csv_file)
+            self.csv_writer.writerow(header)
+        except Exception as e:
+            logging.error("Could not create csv file to hold average reward per episode")
+            logging.error("Exception occured", exc_info=True)
+
+    def reset(self):
+        """
+        AI Gym Reset function
+
+        Returns:
+             Environment observation space (reset)
+        """
+
+        csv_data = self.episode_count, self.average_reward
+        self.csv_writer.writerow(csv_data)
+
+        self.episode_count += 1
+        
+        # Don't need to reset links, as they are cleared and recalculated every step
+        
+        # Clear the ACL
+        self.init_acl()
+
+        # Reset the node statuses and recreate the ACL from config
+        # Does this for both live and reference nodes
+        self.reset_environment()
+
+        # Reset counters and totals
+        self.total_reward = 0
+        self.step_count = 0
+        self.average_reward = 0
+
+        # Update observations space and return
+        self.update_environent_obs()
+        return self.env_obs
+
+    def step(self, action):
+        """
+        AI Gym Step function
+
+        Args:
+            action: Action space from agent
+
+        Returns:
+             env_obs: Observation space
+             reward: Reward value for this step
+             done: Indicates episode is complete if True
+             step_info: Additional information relating to this step
+        """
+
+        if self.step_count == 0:
+            print("Episode: " + str(self.episode_count) + " running")
+
+        # TEMP
+        done = False
+
+        self.step_count += 1
+        #print("Episode step: " + str(self.stepCount))           
+          
+        # Need to clear traffic on all links first
+        for link_key, link_value in self.links.items():
+            link_value.clear_traffic()
+
+        # Create a Transaction (metric) object for this step
+        transaction = Transaction(datetime.now(), self.agent_identifier, self.episode_count, self.step_count)
+        # Load the initial observation space into the transaction
+        transaction.set_obs_space_pre(copy.deepcopy(self.env_obs))
+        # Load the action space into the transaction
+        transaction.set_action_space(copy.deepcopy(action))
+
+        # 1. Perform any time-based activities (e.g. a component moving from patching to good)
+        self.apply_time_based_updates()
+
+        # 2. Apply PoL
+        apply_node_pol(self.nodes, self.node_pol, self.step_count)                                  # Node PoL
+        apply_iers(self.network, self.nodes, self.links, self.green_iers, self.acl, self.step_count)     # Network PoL  
+        # Take snapshots of nodes and links
+        self.nodes_post_pol = copy.deepcopy(self.nodes)
+        self.links_post_pol = copy.deepcopy(self.links) 
+        # Reference
+        apply_node_pol(self.nodes_reference, self.node_pol, self.step_count)                                                       # Node PoL
+        apply_iers(self.network_reference, self.nodes_reference, self.links_reference, self.green_iers, self.acl, self.step_count)      # Network PoL  
+
+        # 3. Implement Red Action      
+        apply_red_agent_iers(self.network, self.nodes, self.links, self.red_iers, self.acl, self.step_count)
+        apply_red_agent_node_pol(self.nodes, self.red_iers, self.red_node_pol, self.step_count)
+        # Take snapshots of nodes and links
+        self.nodes_post_red = copy.deepcopy(self.nodes)
+        self.links_post_red = copy.deepcopy(self.links)  
+
+        # 4. Implement Blue Action
+        self.interpret_action_and_apply(action)
+
+        # 5. Reapply normal and Red agent IER PoL, as we need to see what effect the blue agent action has had (if any) on link status
+        # Need to clear traffic on all links first
+        for link_key, link_value in self.links.items():
+            link_value.clear_traffic()
+        apply_iers(self.network, self.nodes, self.links, self.green_iers, self.acl, self.step_count)
+        apply_red_agent_iers(self.network, self.nodes, self.links, self.red_iers, self.acl, self.step_count)
+        # Take snapshots of nodes and links
+        self.nodes_post_blue = copy.deepcopy(self.nodes)
+        self.links_post_blue = copy.deepcopy(self.links) 
+
+        # 6. Calculate reward signal (for RL)
+        reward = calculate_reward_function(self.nodes_post_pol, self.nodes_post_blue, self.nodes_reference, self.green_iers, self.red_iers, self.step_count, self.config_values)
+        #print("Step reward: " + str(reward))  
+        self.total_reward += reward
+        if self.step_count == self.episode_steps:
+            self.average_reward = self.total_reward / self.step_count
+            print("Average reward: " + str(self.average_reward)) 
+        # Load the reward into the transaction
+        transaction.set_reward(reward)
+        
+        # 7. Output Verbose
+        #self.output_link_status()
+
+        # 8. Update env_obs
+        self.update_environent_obs()
+        # Load the new observation space into the transaction
+        transaction.set_obs_space_post(copy.deepcopy(self.env_obs))
+
+        # 9. Add the transaction to the list of transactions
+        self.transaction_list.append(copy.deepcopy(transaction))
+
+        # Return
+        return self.env_obs, reward, done, self.step_info
+
+    def __close__(self):
+        """
+        Override close function
+        """
+
+        self.csv_file.close()
+        self.config_file.close()
+
+    def init_acl(self):
+        """
+        Initialise the Access Control List
+        """
+
+        self.acl.remove_all_rules()     
+    
+    def output_link_status(self):
+        """
+        Output the link status of all links to the console
+        """
+
+        for link_key, link_value in self.links.items():
+            print("Link ID: " + link_value.get_id())
+            for protocol in link_value.get_protocol_list():
+                print("    Protocol: " + protocol.get_name().name + ", Load: " + str(protocol.get_load()))
+
+    def interpret_action_and_apply(self, _action):
+        """
+        Applies agent actions to the nodes and Access Control List
+
+        Args:
+            _action: The action space from the agent
+        """
+
+        # At the moment, actions are only affecting nodes
+        if self.action_type == ACTION_TYPE.NODE:
+            self.apply_actions_to_nodes(_action)
+        else:
+            self.apply_actions_to_acl(_action)
+
+    def apply_actions_to_nodes(self, _action):
+        """
+        Applies agent actions to the nodes
+
+        Args:
+            _action: The action space from the agent
+        """
+
+        node_id = _action[0]
+        node_property = _action[1]
+        property_action = _action[2]
+        service_index = _action[3]
+
+        # Check that the action is requesting a valid node
+        try:
+            node = self.nodes[str(node_id)]
+        except:
+            return
+
+        if node_property == 0:
+            # This is the do nothing action
+            return
+        elif node_property == 1:
+            # This is an action on the node Operating State
+            if property_action == 0:
+                # Do nothing
+                return
+            elif property_action == 1:
+                # Turn on (only applicable if it's OFF, not if it's patching)
+                if node.get_state() == HARDWARE_STATE.OFF:
+                    node.turn_on()
+            elif property_action == 2:
+                # Turn off
+                node.turn_off()
+            elif property_action == 3:
+                # Reset (only applicable if it's ON)
+                if node.get_state() == HARDWARE_STATE.ON:
+                    node.reset()
+            else:
+                return
+        elif node_property == 2:
+            if isinstance(node, ActiveNode) or isinstance(node, ServiceNode):
+                # This is an action on the node Operating System State
+                if property_action == 0:
+                    # Do nothing
+                    return
+                elif property_action == 1:
+                    # Patch (valid action if it's good or compromised)
+                    node.set_os_state(SOFTWARE_STATE.PATCHING)
+            else:
+                # Node is not of Active or Service Type
+                return
+        elif node_property == 3:
+            # This is an action on a node Service State
+            if isinstance(node, ServiceNode):
+                # This is an action on a node Service State
+                if property_action == 0:
+                    # Do nothing
+                    return
+                elif property_action == 1:
+                    # Patch (valid action if it's good or compromised)
+                    node.set_service_state(self.services_list[service_index], SOFTWARE_STATE.PATCHING)
+            else:
+                # Node is not of Service Type
+                return
+        else:
+            return
+
+    def apply_actions_to_acl(self, _action):
+        """
+        Applies agent actions to the Access Control List [TO DO]
+
+        Args:
+            _action: The action space from the agent
+        """
+
+        action_decision = _action[0]
+        action_permission = _action[1]
+        action_source_ip = _action[2]
+        action_destination_ip = _action[3]
+        action_protocol = _action[4]
+        action_port = _action[5]
+
+        if action_decision == 0:
+            # It's decided to do nothing
+            return
+        else:  
+            # It's decided to create a new ACL rule or remove an existing rule
+            # Permission value
+            if action_permission == 0:
+                acl_rule_permission = "DENY"
+            else:
+                acl_rule_permission = "ALLOW"
+            # Source IP value
+            if action_source_ip == 0:
+                acl_rule_source = "ANY"
+            else:
+                node = list(self.nodes.values())[action_source_ip - 1]
+                if isinstance(node, ServiceNode) or isinstance(node, ActiveNode):
+                    acl_rule_source = node.get_ip_address()
+                else:
+                    return
+            # Destination IP value
+            if action_destination_ip == 0:
+                acl_rule_destination = "ANY"
+            else:
+                node = list(self.nodes.values())[action_destination_ip - 1]
+                if isinstance(node, ServiceNode) or isinstance(node, ActiveNode):
+                    acl_rule_destination = node.get_ip_address()
+                else:
+                    return
+            # Protocol value
+            if action_protocol == 0:
+                acl_rule_protocol = "ANY"
+            else:
+                acl_rule_protocol = self.services_list[action_protocol - 1]
+            # Port value
+            if action_port == 0:
+                acl_rule_port = "ANY"
+            else:
+                acl_rule_port = self.ports_list[action_port - 1]
+
+            # Now add or remove
+            if action_decision == 1:
+                # Add the rule
+                self.acl.add_rule(acl_rule_permission, acl_rule_source, acl_rule_destination, acl_rule_protocol, acl_rule_port)
+            elif action_decision == 2:
+                # Remove the rule
+                self.acl.remove_rule(acl_rule_permission, acl_rule_source, acl_rule_destination, acl_rule_protocol, acl_rule_port)
+            else:
+                return
+
+    def apply_time_based_updates(self):
+        """
+        Updates anything that needs to count down and then change state (e.g. reset / patching status)
+        """
+        
+        for node_key, node in self.nodes.items():
+            if node.get_state() == HARDWARE_STATE.RESETTING:
+                node.update_resetting_status()
+            else:
+                pass
+            if isinstance(node, ActiveNode) or isinstance(node, ServiceNode):
+                if node.get_os_state() == SOFTWARE_STATE.PATCHING:
+                    node.update_os_patching_status()
+                else:
+                    pass
+            else:
+                pass
+            if isinstance(node, ServiceNode):
+                node.update_services_patching_status()
+            else:
+                pass
+
+        for node_key, node in self.nodes_reference.items():
+            if node.get_state() == HARDWARE_STATE.RESETTING:
+                node.update_resetting_status()
+            else:
+                pass
+            if isinstance(node, ActiveNode) or isinstance(node, ServiceNode):
+                if node.get_os_state() == SOFTWARE_STATE.PATCHING:
+                    node.update_os_patching_status()
+                else:
+                    pass
+            else:
+                pass
+            if isinstance(node, ServiceNode):
+                node.update_services_patching_status()
+            else:
+                pass
+
+    def update_environent_obs(self):
+        """
+        # Updates the observation space based on the node and link status
+        """  
+        
+        item_index = 0
+
+        # Do nodes first
+        for node_key, node in self.nodes.items():
+            self.env_obs[item_index][0] = int(node.get_id())
+            self.env_obs[item_index][1] = node.get_state().value
+            if isinstance(node, ActiveNode) or isinstance(node, ServiceNode):
+                self.env_obs[item_index][2] = node.get_os_state().value
+            else:
+                self.env_obs[item_index][2] = 0
+            service_index = 3
+            if isinstance(node, ServiceNode):              
+                for service in self.services_list:
+                    if node.has_service(service):
+                        self.env_obs[item_index][service_index] = node.get_service_state(service).value
+                    else:
+                        self.env_obs[item_index][service_index] = 0
+                    service_index += 1
+            else:
+                # Not a service node
+                for service in self.services_list:
+                    self.env_obs[item_index][service_index] = 0
+                    service_index += 1
+            item_index += 1
+
+        # Now do links
+        for link_key, link in self.links.items():
+            self.env_obs[item_index][0] = int(link.get_id())
+            self.env_obs[item_index][1] = 0
+            self.env_obs[item_index][2] = 0
+            protocol_list = link.get_protocol_list()
+            protocol_index = 0
+            for protocol in protocol_list:
+                self.env_obs[item_index][protocol_index + 3] = protocol.get_load()
+                protocol_index += 1
+            item_index += 1
+
+    def load_config(self):
+        """
+        # Loads config data in order to build the environment configuration
+        """ 
+
+        for item in self.config_data:
+            if item["itemType"] == "NODE":
+                # Create a node
+                self.create_node(item)
+            elif item["itemType"] == "LINK":
+                # Create a link
+                self.create_link(item)              
+            elif item["itemType"] == "GREEN_IER":
+                # Create a Green IER
+                self.create_green_ier(item)
+            elif item["itemType"] == "GREEN_POL":
+                # Create a Green PoL
+                self.create_green_pol(item)
+            elif item["itemType"] == "RED_IER":
+                # Create a Red IER
+                self.create_red_ier(item)
+            elif item["itemType"] == "RED_POL":
+                # Create a Red PoL
+                self.create_red_pol(item)
+            elif item["itemType"] == "ACL_RULE":
+                # Create an ACL rule
+                self.create_acl_rule(item)
+            elif item["itemType"] == "SERVICES":
+                # Create the list of services
+                self.create_services_list(item)
+            elif item["itemType"] == "PORTS":
+                # Create the list of ports
+                self.create_ports_list(item)
+            elif item["itemType"] == "ACTIONS":
+                # Get the action information
+                self.get_action_info(item)
+            elif item["itemType"] == "STEPS":
+                # Get the steps information
+                self.get_steps_info(item)
+            else:
+                # Do nothing (bad formatting)
+                pass
+
+        logging.info("Environment configuration loaded")
+        print("Environment configuration loaded")
+
+    def create_node(self, item):
+        """
+        Creates a node from config data
+
+        Args:
+            item: A config data item
+        """
+
+        # All nodes have these parameters
+        node_id = item["id"]
+        node_name = item["name"]
+        node_base_type = item["baseType"]
+        node_type = TYPE[item["nodeType"]]
+        node_priority = PRIORITY[item["priority"]]
+        node_hardware_state = HARDWARE_STATE[item["hardwareState"]]
+
+        if node_base_type == "PASSIVE":
+            node = PassiveNode(node_id, node_name, node_type, node_priority, node_hardware_state, self.config_values)
+        elif node_base_type == "ACTIVE":
+            # Active nodes have IP address and operating system state
+            node_ip_address = item["ipAddress"]
+            node_software_state = SOFTWARE_STATE[item["softwareState"]]
+            node = ActiveNode(node_id, node_name, node_type, node_priority, node_hardware_state, node_ip_address, node_software_state, self.config_values)
+        elif node_base_type == "SERVICE":
+            # Service nodes have IP address, operating system state and list of services
+            node_ip_address = item["ipAddress"]
+            node_software_state = SOFTWARE_STATE[item["softwareState"]]
+            node = ServiceNode(node_id, node_name, node_type, node_priority, node_hardware_state, node_ip_address, node_software_state, self.config_values)
+            node_services = item["services"]
+            for service in node_services:
+                service_protocol = service["name"]
+                service_port = service["port"]
+                service_state = SOFTWARE_STATE[service["state"]]
+                node.add_service(Service(service_protocol, service_port, service_state))
+        else:
+            # Bad formatting
+            pass
+
+        # Copy the node for the reference version
+        node_ref = copy.deepcopy(node)
+
+        # Add node to node dictionary
+        self.nodes[node_id] = node
+
+        # Add reference node to reference node dictionary
+        self.nodes_reference[node_id] = node_ref
+
+        # Add node to network
+        self.network.add_nodes_from([node])
+
+        # Add node to network (reference)
+        self.network_reference.add_nodes_from([node_ref])
+
+    def create_link(self, item):
+        """
+        Creates a link from config data
+
+        Args:
+            item: A config data item
+        """
+
+        link_id = item["id"]
+        link_name = item["name"]
+        link_bandwidth = item["bandwidth"]
+        link_source = item["source"]
+        link_destination = item["destination"]
+
+        source_node = self.nodes[link_source]
+        dest_node = self.nodes[link_destination]
+
+        # Add link to network
+        self.network.add_edge(source_node, dest_node, id=link_name)
+
+        # Add link to link dictionary
+        self.links[link_name] = Link(link_id, link_bandwidth, source_node.get_name(), dest_node.get_name(), self.services_list)
+
+        # Reference
+        source_node_ref = self.nodes_reference[link_source]
+        dest_node_ref = self.nodes_reference[link_destination]
+
+        # Add link to network (reference)
+        self.network_reference.add_edge(source_node_ref, dest_node_ref, id=link_name)
+
+        # Add link to link dictionary (reference)
+        self.links_reference[link_name] = Link(link_id, link_bandwidth, source_node_ref.get_name(), dest_node_ref.get_name(), self.services_list)
+
+    def create_green_ier(self, item):
+        """
+        Creates a green IER from config data
+
+        Args:
+            item: A config data item
+        """
+
+        ier_id = item["id"]
+        ier_start_step = item["startStep"]
+        ier_end_step = item["endStep"]
+        ier_load = item["load"]
+        ier_protocol = item["protocol"]
+        ier_port = item["port"]
+        ier_source = item["source"]
+        ier_destination = item["destination"]
+        ier_mission_criticality = item["missionCriticality"]
+
+        # Create IER and add to green IER dictionary
+        self.green_iers[ier_id] = IER(ier_id, ier_start_step, ier_end_step, ier_load, ier_protocol, ier_port, ier_source, ier_destination, ier_mission_criticality)
+
+    def create_red_ier(self, item):
+        """
+        Creates a red IER from config data
+
+        Args:
+            item: A config data item
+        """
+
+        ier_id = item["id"]
+        ier_start_step = item["startStep"]
+        ier_end_step = item["endStep"]
+        ier_load = item["load"]
+        ier_protocol = item["protocol"]
+        ier_port = item["port"]
+        ier_source = item["source"]
+        ier_destination = item["destination"]
+        ier_mission_criticality = item["missionCriticality"]
+
+        # Create IER and add to red IER dictionary
+        self.red_iers[ier_id] = IER(ier_id, ier_start_step, ier_end_step, ier_load, ier_protocol, ier_port, ier_source, ier_destination, ier_mission_criticality)
+
+    def create_green_pol(self, item):
+        """
+        Creates a green PoL object from config data
+
+        Args:
+            item: A config data item
+        """
+
+        pol_id = item["id"]
+        pol_start_step = item["startStep"]
+        pol_end_step = item["endStep"]
+        pol_node = item["node"]
+        pol_type = NODE_POL_TYPE[item["type"]]
+        pol_protocol = item["protocol"]
+
+        # State depends on whether this is Operating, O/S or Service PoL type
+        if pol_type == NODE_POL_TYPE.OPERATING:
+            pol_state = HARDWARE_STATE[item["state"]]
+        else:
+            pol_state = SOFTWARE_STATE[item["state"]]
+
+        self.node_pol[pol_id] = NodeStateInstruction(pol_id, pol_start_step, pol_end_step, pol_node, pol_type, pol_protocol, pol_state)
+
+    def create_red_pol(self, item):
+        """
+        Creates a red PoL object from config data
+
+        Args:
+            item: A config data item
+        """
+
+        pol_id = item["id"]
+        pol_start_step = item["startStep"]
+        pol_end_step = item["endStep"]
+        pol_node = item["node"]
+        pol_type = NODE_POL_TYPE[item["type"]]
+        pol_protocol = item["protocol"]
+
+        # State depends on whether this is Operating, O/S or Service PoL type
+        if pol_type == NODE_POL_TYPE.OPERATING:
+            pol_state = HARDWARE_STATE[item["state"]]
+        else:
+            pol_state = SOFTWARE_STATE[item["state"]]
+
+        pol_is_entry_node = item["isEntryNode"]
+
+        self.red_node_pol[pol_id] = NodeStateInstruction(pol_id, pol_start_step, pol_end_step, pol_node, pol_type, pol_protocol, pol_state, pol_is_entry_node)
+
+    def create_acl_rule(self, item):
+        """
+        Creates an ACL rule from config data
+
+        Args:
+            item: A config data item
+        """
+
+        acl_rule_permission = item["permission"]
+        acl_rule_source = item["source"]
+        acl_rule_destination = item["destination"]
+        acl_rule_protocol = item["protocol"]
+        acl_rule_port = item["port"]
+
+        self.acl.add_rule(acl_rule_permission, acl_rule_source, acl_rule_destination, acl_rule_protocol, acl_rule_port)
+
+    def create_services_list(self, services):
+        """
+        Creates a list of services (enum) from config data
+
+        Args:
+            item: A config data item representing the services
+        """
+
+        service_list = services["serviceList"]
+
+        for service in service_list:
+            service_name = service["name"]
+            self.services_list.append(service_name)
+
+        # Set the number of services
+        self.num_services = len(self.services_list)
+
+    def create_ports_list(self, ports):
+        """
+        Creates a list of ports from config data
+
+        Args:
+            item: A config data item representing the ports
+        """
+
+        ports_list = ports["portsList"]
+
+        for port in ports_list:
+            port_value = port["port"]
+            self.ports_list.append(port_value)
+
+        # Set the number of ports
+        self.num_ports = len(self.ports_list)
+
+    def get_action_info(self, action_info):
+        """
+        Extracts action_info
+
+        Args:
+            item: A config data item representing action info
+        """
+
+        self.action_type = ACTION_TYPE[action_info["type"]]
+
+
+    def get_steps_info(self, steps_info):
+        """
+        Extracts steps_info
+
+        Args:
+            item: A config data item representing steps info
+        """
+
+        self.episode_steps = int(steps_info["steps"])
+        logging.info("Training episodes have " + str(self.episode_steps) + " steps")
+
+    def reset_environment(self):
+        """
+        # Resets environment using config data config data in order to build the environment configuration
+        """ 
+
+        for item in self.config_data:
+            if item["itemType"] == "NODE":
+                # Reset a node's state (normal and reference)
+                self.reset_node(item)           
+            elif item["itemType"] == "ACL_RULE":
+                # Create an ACL rule (these are cleared on reset, so just need to recreate them)
+                self.create_acl_rule(item)
+            else:
+                # Do nothing (bad formatting or not relevant to reset)
+                pass
+
+
+        # Reset the IER status so they are not running initially
+        # Green IERs
+        for ier_key, ier_value in self.green_iers.items():
+            ier_value.set_is_running(False)
+        # Red IERs
+        for ier_key, ier_value in self.red_iers.items():
+            ier_value.set_is_running(False)
+
+    def reset_node(self, item):
+        """
+        Resets the statuses of a node
+
+        Args:
+            item: A config data item
+        """
+
+        # All nodes have these parameters
+        node_id = item["id"]
+        node_base_type = item["baseType"]
+        node_hardware_state = HARDWARE_STATE[item["hardwareState"]]
+
+        node = self.nodes[node_id]
+        node_ref = self.nodes_reference[node_id]
+
+        # Reset the hardware state (common for all node types)
+        node.set_state(node_hardware_state)
+        node_ref.set_state(node_hardware_state)
+
+        if node_base_type == "ACTIVE":
+            # Active nodes have operating system state
+            node_software_state = SOFTWARE_STATE[item["softwareState"]]
+            node.set_os_state(node_software_state)
+            node_ref.set_os_state(node_software_state)
+        elif node_base_type == "SERVICE":
+            # Service nodes have operating system state and list of services
+            node_software_state = SOFTWARE_STATE[item["softwareState"]]
+            node.set_os_state(node_software_state)
+            node_ref.set_os_state(node_software_state)
+            # Update service states
+            node_services = item["services"]
+            for service in node_services:
+                service_protocol = service["name"]
+                service_state = SOFTWARE_STATE[service["state"]]
+                # Update node service state
+                node.set_service_state(service_protocol, service_state)
+                # Update reference node service state
+                node_ref.set_service_state(service_protocol, service_state)
+        else:
+            # Bad formatting
+            pass
+
+
+
+
+
+
+

PRIMAITE/environment/reward.py

@@ -0,0 +1,224 @@
+# Crown Copyright (C) Dstl 2022. DEFCON 703. Shared in confidence.
+"""
+Implements reward function
+"""
+
+from common.enums import *
+from nodes.active_node import ActiveNode
+from nodes.service_node import ServiceNode
+
+def calculate_reward_function(initial_nodes, final_nodes, reference_nodes, green_iers, red_iers, step_count, config_values):
+    """
+    Compares the states of the initial and final nodes/links to get a reward
+
+    Args:
+        initial_nodes: The nodes before red and blue agents take effect
+        final_nodes: The nodes after red and blue agents take effect
+        reference_nodes: The nodes if there had been no red or blue effect
+        green_iers: The green IERs (should be running)
+        red_iers: Should be stopeed (ideally) by the blue agent
+        step_count: current step
+    """
+
+    reward_value = 0
+
+    # For each node, compare operating state, o/s operating state, service states
+    for node_key, final_node in final_nodes.items():
+        initial_node = initial_nodes[node_key]
+        reference_node = reference_nodes[node_key]
+            
+        # Operating State
+        reward_value += score_node_operating_state(final_node, initial_node, reference_node, config_values)
+
+        # Operating System State
+        if (isinstance(final_node, ActiveNode) or isinstance(final_node, ServiceNode)):
+            reward_value += score_node_os_state(final_node, initial_node, reference_node, config_values)
+
+        # Service State
+        if (isinstance(final_node, ServiceNode)):
+            reward_value += score_node_service_state(final_node, initial_node, reference_node, config_values)
+ 
+    # Go through each red IER - penalise if it is running
+    for ier_key, ier_value in red_iers.items():
+        start_step = ier_value.get_start_step()
+        stop_step = ier_value.get_end_step()
+        if step_count >= start_step and step_count <= stop_step:
+            if ier_value.get_is_running():
+                reward_value += config_values.red_ier_running
+
+    # Go through each green IER - penalise if it's not running (weighted)
+    for ier_key, ier_value in green_iers.items():
+        start_step = ier_value.get_start_step()
+        stop_step = ier_value.get_end_step()
+        if step_count >= start_step and step_count <= stop_step:
+            if not ier_value.get_is_running():
+                reward_value += config_values.green_ier_blocked * ier_value.get_mission_criticality()
+
+    return reward_value
+
+
+def score_node_operating_state(final_node, initial_node, reference_node, config_values):
+    """
+    Calculates score relating to the operating state of a node
+
+    Args:
+        final_node: The node after red and blue agents take effect
+        initial_node: The node before red and blue agents take effect
+        reference_node: The node if there had been no red or blue effect
+    """
+    
+    score = 0    
+    final_node_operating_state = final_node.get_state()
+    initial_node_operating_state = initial_node.get_state()
+    reference_node_operating_state = reference_node.get_state()
+
+    if final_node_operating_state == reference_node_operating_state:
+        # All is well - we're no different from the reference situation
+        score += config_values.all_ok
+    else:     
+        # We're different from the reference situation
+        # Need to compare initial and final state of node (i.e. after red and blue actions)
+        if initial_node_operating_state == HARDWARE_STATE.ON:
+            if final_node_operating_state == HARDWARE_STATE.OFF:
+                score += config_values.off_should_be_on
+            elif final_node_operating_state == HARDWARE_STATE.RESETTING:
+                score += config_values.resetting_should_be_on
+            else:
+                pass
+        elif initial_node_operating_state == HARDWARE_STATE.OFF:
+            if final_node_operating_state == HARDWARE_STATE.ON:
+                score += config_values.on_should_be_off
+            elif final_node_operating_state == HARDWARE_STATE.RESETTING:
+                score += config_values.resetting_should_be_off  
+            else:
+                pass
+        elif initial_node_operating_state == HARDWARE_STATE.RESETTING:
+            if final_node_operating_state == HARDWARE_STATE.ON:
+                score += config_values.on_should_be_resetting
+            elif final_node_operating_state == HARDWARE_STATE.OFF:
+                score += config_values.off_should_be_resetting
+            else:
+                pass
+        else:
+            pass
+
+    return score
+
+def score_node_os_state(final_node, initial_node, reference_node, config_values):
+    """
+    Calculates score relating to the operating system state of a node
+
+    Args:
+        final_node: The node after red and blue agents take effect
+        initial_node: The node before red and blue agents take effect
+        reference_node: The node if there had been no red or blue effect
+    """
+
+    score = 0    
+    final_node_os_state = final_node.get_os_state()
+    initial_node_os_state = initial_node.get_os_state()
+    reference_node_os_state = reference_node.get_os_state()
+
+    if final_node_os_state == reference_node_os_state:
+        # All is well - we're no different from the reference situation
+        score += config_values.all_ok
+    else:  
+        # We're different from the reference situation
+        # Need to compare initial and final state of node (i.e. after red and blue actions)
+        if initial_node_os_state == SOFTWARE_STATE.GOOD:
+            if final_node_os_state == SOFTWARE_STATE.PATCHING:
+                score += config_values.patching_should_be_good
+            elif final_node_os_state == SOFTWARE_STATE.COMPROMISED:
+                score += config_values.compromised_should_be_good
+            else:
+                pass
+        elif initial_node_os_state == SOFTWARE_STATE.PATCHING:
+            if final_node_os_state == SOFTWARE_STATE.GOOD:
+                score += config_values.good_should_be_patching
+            elif final_node_os_state == SOFTWARE_STATE.COMPROMISED:
+                score += config_values.compromised_should_be_patching  
+            else:
+                pass              
+        elif initial_node_os_state == SOFTWARE_STATE.COMPROMISED:
+            if final_node_os_state == SOFTWARE_STATE.GOOD:
+                score += config_values.good_should_be_compromised
+            elif final_node_os_state == SOFTWARE_STATE.PATCHING:
+                score += config_values.patching_should_be_compromised
+            elif final_node_os_state == SOFTWARE_STATE.COMPROMISED:
+                score += config_values.compromised 
+            else:
+                pass
+        else:
+            pass
+
+    return score
+
+def score_node_service_state(final_node, initial_node, reference_node, config_values):
+    """
+    Calculates score relating to the service state(s) of a node
+
+    Args:
+        final_node: The node after red and blue agents take effect
+        initial_node: The node before red and blue agents take effect
+        reference_node: The node if there had been no red or blue effect
+    """
+
+    score = 0    
+    final_node_services = final_node.get_services()
+    initial_node_services = initial_node.get_services()
+    reference_node_services = reference_node.get_services()
+    
+    for service_key, final_service in final_node_services.items():
+        reference_service = reference_node_services[service_key]
+        initial_service = initial_node_services[service_key]
+
+        if final_service.get_state() == reference_service.get_state():
+            # All is well - we're no different from the reference situation
+            score += config_values.all_ok
+        else:
+            # We're different from the reference situation
+            # Need to compare initial and final state of node (i.e. after red and blue actions)
+            if initial_service.get_state() == SOFTWARE_STATE.GOOD:
+                if final_service.get_state() == SOFTWARE_STATE.PATCHING:
+                    score += config_values.patching_should_be_good
+                elif final_service.get_state() == SOFTWARE_STATE.COMPROMISED:
+                    score += config_values.compromised_should_be_good
+                elif final_service.get_state() == SOFTWARE_STATE.OVERWHELMED:
+                    score += config_values.overwhelmed_should_be_good
+                else:
+                    pass
+            elif initial_service.get_state() == SOFTWARE_STATE.PATCHING:
+                if final_service.get_state() == SOFTWARE_STATE.GOOD:
+                    score += config_values.good_should_be_patching
+                elif final_service.get_state() == SOFTWARE_STATE.COMPROMISED:
+                    score += config_values.compromised_should_be_patching    
+                elif final_service.get_state() == SOFTWARE_STATE.OVERWHELMED:
+                    score += config_values.overwhelmed_should_be_patching 
+                else:
+                    pass
+            elif initial_service.get_state() == SOFTWARE_STATE.COMPROMISED:
+                if final_service.get_state() == SOFTWARE_STATE.GOOD:
+                    score += config_values.good_should_be_compromised
+                elif final_service.get_state() == SOFTWARE_STATE.PATCHING:
+                    score += config_values.patching_should_be_compromised
+                elif final_service.get_state() == SOFTWARE_STATE.COMPROMISED:
+                    score += config_values.compromised 
+                elif final_service.get_state() == SOFTWARE_STATE.OVERWHELMED:
+                    score += config_values.overwhelmed_should_be_compromised 
+                else:
+                    pass
+            elif initial_service.get_state() == SOFTWARE_STATE.OVERWHELMED:
+                if final_service.get_state() == SOFTWARE_STATE.GOOD:
+                    score += config_values.good_should_be_overwhelmed
+                elif final_service.get_state() == SOFTWARE_STATE.PATCHING:
+                    score += config_values.patching_should_be_overwhelmed
+                elif final_service.get_state() == SOFTWARE_STATE.COMPROMISED:
+                    score += config_values.compromised_should_be_overwhelmed 
+                elif final_service.get_state() == SOFTWARE_STATE.OVERWHELMED:
+                    score += config_values.overwhelmed 
+                else:
+                    pass
+            else:
+                pass
+
+    return score

PRIMAITE/links/__init__.py

@@ -0,0 +1 @@
+# Crown Copyright (C) Dstl 2022. DEFCON 703. Shared in confidence.

PRIMAITE/links/link.py

@@ -0,0 +1,132 @@
+# Crown Copyright (C) Dstl 2022. DEFCON 703. Shared in confidence.
+"""
+The link class
+"""
+
+from common.protocol import Protocol
+from common.enums import *
+
+class Link(object):
+    """
+    Link class
+    """
+
+    def __init__(self, _id, _bandwidth, _source_node_name, _dest_node_name, _services):
+        """
+        Init
+
+        Args:
+            _id: The IER id
+            _bandwidth: The bandwidth of the link (bps)
+            _source_node_name: The name of the source node
+            _dest_node_name: The name of the destination node
+            _protocols: The protocols to add to the link
+        """
+
+        self.id = _id
+        self.bandwidth = _bandwidth     
+        self.source_node_name = _source_node_name
+        self.dest_node_name = _dest_node_name
+        self.protocol_list = []
+
+        # Add the default protocols
+        for protocol_name in _services:
+            self.add_protocol(protocol_name)
+
+    def add_protocol(self, _protocol):
+        """
+        Adds a new protocol to the list of protocols on this link
+
+        Args:
+            _protocol: The protocol to be added (enum)
+        """
+
+        self.protocol_list.append(Protocol(_protocol))
+
+    def get_id(self):
+        """
+        Gets link ID
+
+        Returns:
+             Link ID
+        """
+
+        return self.id
+
+    def get_source_node_name(self):
+        """
+        Gets source node name
+
+        Returns:
+             Source node name
+        """
+
+        return self.source_node_name
+
+    def get_dest_node_name(self):
+        """
+        Gets destination node name
+
+        Returns:
+             Destination node name
+        """
+
+        return self.dest_node_name
+
+    def get_bandwidth(self):
+        """
+        Gets bandwidth of link
+
+        Returns:
+             Link bandwidth (bps)
+        """
+
+        return self.bandwidth
+
+    def get_protocol_list(self):
+        """
+        Gets list of protocols on this link
+
+        Returns:
+             List of protocols on this link
+        """
+
+        return self.protocol_list
+
+    def get_current_load(self):
+        """
+        Gets current total load on this link
+
+        Returns:
+             Total load on this link (bps)
+        """
+
+        total_load = 0
+        for protocol in self.protocol_list:
+            total_load += protocol.get_load()
+        return total_load
+
+    def add_protocol_load(self, _protocol, _load):
+        """
+        Adds a loading to a protocol on this link
+
+        Args:
+            _protocol: The protocol to load
+            _load: The amount to load (bps)
+        """
+
+        for protocol in self.protocol_list:
+            if protocol.get_name() == _protocol:
+                protocol.add_load(_load)
+            else:
+                pass
+
+    def clear_traffic(self):
+        """
+        Clears all traffic on this link
+        """
+
+        for protocol in self.protocol_list:
+            protocol.clear_load()
+
+

PRIMAITE/nodes/__init__.py

@@ -0,0 +1 @@
+# Crown Copyright (C) Dstl 2022. DEFCON 703. Shared in confidence.

PRIMAITE/nodes/active_node.py

@@ -0,0 +1,95 @@
+# Crown Copyright (C) Dstl 2022. DEFCON 703. Shared in confidence.
+"""
+An Active Node (i.e. not an actuator)
+"""
+
+from nodes.node import Node
+from common.enums import *
+
+class ActiveNode(Node):
+    """
+    Active Node class
+    """
+
+    def __init__(self, _id, _name, _type, _priority, _state, _ip_address, _os_state, _config_values):
+        """
+        Init
+
+        Args:
+            _id: The node ID
+            _name: The node name
+            _type: The node type (enum)
+            _priority: The node priority (enum)
+            _state: The node state (enum)
+            _ip_address: The node IP address
+            _os_state: The node Operating System state
+        """
+
+        super().__init__(_id, _name, _type, _priority, _state, _config_values)
+        self.ip_address = _ip_address
+        self.os_state = _os_state
+        self.patching_count = 0
+
+    def set_ip_address(self, _ip_address):
+        """
+        Sets IP address
+
+        Args:
+            _ip_address: IP address
+        """
+
+        self.ip_address = _ip_address
+
+    def get_ip_address(self):
+        """
+        Gets IP address
+
+        Returns:
+             IP address
+        """
+        return self.ip_address
+
+    def set_os_state(self, _os_state):
+        """
+        Sets operating system state
+
+        Args:
+            _os_state: Operating system state
+        """
+
+        self.os_state = _os_state
+        if _os_state == SOFTWARE_STATE.PATCHING:
+            self.patching_count = self.config_values.os_patching_duration
+
+    def set_os_state_if_not_compromised(self, _os_state):
+        """
+        Sets operating system state if the node is not compromised
+
+        Args:
+            _os_state: Operating system state
+        """
+
+        if self.os_state != SOFTWARE_STATE.COMPROMISED:
+            self.os_state = _os_state
+            if _os_state == SOFTWARE_STATE.PATCHING:
+                self.patching_count = self.config_values.os_patching_duration
+
+    def get_os_state(self):
+        """
+        Gets operating system state
+
+        Returns:
+             Operating system state
+        """
+
+        return self.os_state
+
+    def update_os_patching_status(self):
+        """
+        Updates operating system status based on patching cycle
+        """
+
+        self.patching_count -= 1
+        if self.patching_count <= 0:
+            self.patching_count = 0
+            self.os_state = SOFTWARE_STATE.GOOD

PRIMAITE/nodes/node.py

@@ -0,0 +1,176 @@
+# Crown Copyright (C) Dstl 2022. DEFCON 703. Shared in confidence.
+"""
+The base Node class
+"""
+
+from common.enums import *
+
+class Node:
+    """
+    Node class
+    """
+
+    def __init__(self, _id, _name, _type, _priority, _state, _config_values):
+        """
+        Init
+
+        Args:
+            _id: The node id
+            _name: The name of the node
+            _type: The type of the node
+            _priority: The priority of the node
+            _state: The state of the node
+        """
+
+        self.id = _id
+        self.name = _name
+        self.type = _type
+        self.priority = _priority
+        self.operating_state = _state
+        self.resetting_count = 0    
+        self.config_values = _config_values
+
+    def __repr__(self):
+        """
+        Returns the name of the node
+        """
+
+        return self.name
+
+    def set_id(self, _id):
+        """
+        Sets the node ID
+
+        Args:
+            _id: The node ID
+        """
+
+        self.id = _id
+
+    def get_id(self):
+        """
+        Gets the node ID
+
+        Returns:
+             The node ID
+        """
+
+        return self.id
+
+    def set_name(self, _name):
+        """
+        Sets the node name
+
+        Args:
+            _name: The node name
+        """
+
+        self.name = _name
+
+    def get_name(self):
+        """
+        Gets the node name
+
+        Returns:
+             The node name
+        """
+
+        return self.name
+
+    def set_type(self, _type):
+        """
+        Sets the node type
+
+        Args:
+            _type: The node type
+        """
+
+        self.type = _type
+
+    def get_type(self):
+        """
+        Gets the node type
+
+        Returns:
+             The node type
+        """
+
+        return self.type
+
+    def set_priority(self, _priority):
+        """
+        Sets the node priority
+
+        Args:
+            _priority: The node priority
+        """
+
+        self.priority = _priority
+
+    def get_priority(self):
+        """
+        Gets the node priority
+
+        Returns:
+             The node priority
+        """
+
+        return self.priority
+
+    def set_state(self, _state):
+        """
+        Sets the node state
+
+        Args:
+            _state: The node state
+        """
+
+        self.operating_state = _state
+
+    def get_state(self):
+        """
+        Gets the node operating state
+
+        Returns:
+             The node operating state
+        """
+
+        return self.operating_state
+
+    def turn_on(self):
+        """
+        Sets the node state to ON
+        """
+
+        self.operating_state = HARDWARE_STATE.ON
+
+    def turn_off(self):
+        """
+        Sets the node state to OFF
+        """
+
+        self.operating_state = HARDWARE_STATE.OFF
+
+    def reset(self):
+        """
+        Sets the node state to Resetting and starts the reset count
+        """
+
+        self.operating_state = HARDWARE_STATE.RESETTING
+        self.resetting_count = self.config_values.node_reset_duration
+
+    def update_resetting_status(self):
+        """
+        Updates the resetting count
+        """
+
+        self.resetting_count -= 1
+        if self.resetting_count <= 0:
+            self.resetting_count = 0
+            self.operating_state = HARDWARE_STATE.ON
+
+
+
+
+
+

PRIMAITE/nodes/node_state_instruction.py

@@ -0,0 +1,104 @@
+# Crown Copyright (C) Dstl 2022. DEFCON 703. Shared in confidence.
+"""
+Defines node behaviour for PoL
+"""
+
+class NodeStateInstruction(object):
+    """
+    The Node State Instruction class
+    """
+
+    def __init__(self, _id, _start_step, _end_step, _node_id, _node_pol_type, _service_name, _state, _is_entry_node=False):
+        """
+        Init
+
+        Args:
+            _id: The node state instruction id
+            _start_step: The start step of the instruction
+            _end_step: The end step of the instruction
+            _node_id: The id of the associated node
+            _node_pol_type: The pattern of life type
+            _service_name: The service name
+            _state: The state (node or service)
+            _is_entry_node: Indicator for entry node (default = False)
+        """
+
+        self.id = _id
+        self.start_step = _start_step
+        self.end_step = _end_step
+        self.node_id = _node_id
+        self.node_pol_type = _node_pol_type
+        self.service_name = _service_name # Not used when not a service instruction
+        self.state = _state     
+        self.is_entry_node = _is_entry_node
+
+    def get_start_step(self):
+        """
+        Gets the start step
+
+        Returns:
+             The start step
+        """
+
+        return self.start_step
+
+    def get_end_step(self):
+        """
+        Gets the end step
+
+        Returns:
+             The end step
+        """
+
+        return self.end_step
+
+    def get_node_id(self):
+        """
+        Gets the node ID
+
+        Returns:
+             The node ID
+        """
+
+        return self.node_id
+
+    def get_node_pol_type(self):
+        """
+        Gets the node pattern of life type (enum)
+
+        Returns:
+             The node pattern of life type (enum)
+        """
+
+        return self.node_pol_type
+
+    def get_service_name(self):
+        """
+        Gets the service name
+
+        Returns:
+             The service name
+        """
+
+        return self.service_name
+
+    def get_state(self):
+        """
+        Gets the state (node or service)
+
+        Returns:
+             The state (node or service)
+        """
+
+        return self.state
+
+    def get_is_entry_node(self):
+        """
+        Informs of entry node
+
+        Returns:
+             True if entry node
+        """
+
+        return self.is_entry_node
+        

PRIMAITE/nodes/passive_node.py

@@ -0,0 +1,37 @@
+# Crown Copyright (C) Dstl 2022. DEFCON 703. Shared in confidence.
+"""
+The Passive Node class (i.e. an actuator)
+"""
+
+from nodes.node import Node
+
+class PassiveNode(Node):
+    """
+    The Passive Node class
+    """
+
+    def __init__(self, _id, _name, _type, _priority, _state, _config_values):
+        """
+        Init
+
+        Args:
+            _id: The node id
+            _name: The name of the node
+            _type: The type of the node
+            _priority: The priority of the node
+            _state: The state of the node
+        """
+
+        # Pass through to Super for now
+        super().__init__(_id, _name, _type, _priority, _state, _config_values)
+
+    def get_ip_address(self):
+        """
+        Gets the node IP address
+
+        Returns:
+             The node IP address
+        """
+
+        # No concept of IP address for passive nodes for now
+        return ""

PRIMAITE/nodes/service_node.py

@@ -0,0 +1,161 @@
+# Crown Copyright (C) Dstl 2022. DEFCON 703. Shared in confidence.
+"""
+A Service Node (i.e. not an actuator)
+"""
+
+from nodes.active_node import ActiveNode
+from common.enums import *
+
+class ServiceNode(ActiveNode):
+    """
+    ServiceNode class
+    """
+
+    def __init__(self, _id, _name, _type, _priority, _state, _ip_address, _os_state, _config_values):
+        """
+        Init
+
+        Args:
+            _id: The node id
+            _name: The name of the node
+            _type: The type of the node
+            _priority: The priority of the node
+            _state: The state of the node
+            _ipAddress: The IP address of the node
+            _osState: The operating system state of the node
+        """
+
+        super().__init__(_id, _name, _type, _priority, _state, _ip_address, _os_state, _config_values)
+        self.services = {}
+
+    def add_service(self, _service):
+        """
+        Adds a service to the node
+
+        Args:
+            _service: The service to add
+        """
+
+        self.services[_service.get_name()] = _service
+
+    def get_services(self):
+        """
+        Gets the dictionary of services on this node
+
+        Returns:
+             Dictionary of services on this node
+        """
+
+        return self.services
+
+    def has_service(self, _protocol):
+        """
+        Indicates whether a service is on a node
+
+        Returns:
+             True if service (protocol) is on the node
+        """
+
+        for service_key, service_value in self.services.items():
+            if service_key == _protocol:
+                return True
+            else:
+                pass
+        return False
+
+    def service_running(self, _protocol):
+        """
+        Indicates whether a service is in a running state on the node
+
+        Returns:
+             True if service (protocol) is in a running state on the node
+        """
+
+        for service_key, service_value in self.services.items():
+            if service_key == _protocol:
+                if service_value.get_state() != SOFTWARE_STATE.PATCHING:
+                    return True
+                else:
+                    return False
+            else:
+                pass
+        return False
+
+    def service_is_overwhelmed(self, _protocol):
+        """
+        Indicates whether a service is in an overwhelmed state on the node
+
+        Returns:
+             True if service (protocol) is in an overwhelmed state on the node
+        """
+
+        for service_key, service_value in self.services.items():
+            if service_key == _protocol:
+                if service_value.get_state() == SOFTWARE_STATE.OVERWHELMED:
+                    return True
+                else:
+                    return False
+            else:
+                pass
+        return False
+
+    def set_service_state(self, _protocol, _state):
+        """
+        Sets the state of a service (protocol) on the node
+
+        Args:
+            _protocol: The service (protocol)
+            _state: The state value
+        """
+
+        for service_key, service_value in self.services.items():
+            if service_key == _protocol:
+                # Can't set to compromised if you're in a patching state
+                if (_state == SOFTWARE_STATE.COMPROMISED and service_value.get_state() != SOFTWARE_STATE.PATCHING) or _state != SOFTWARE_STATE.COMPROMISED:
+                    service_value.set_state(_state)
+                else:
+                    # Do nothing
+                    pass
+                if _state == SOFTWARE_STATE.PATCHING:
+                    service_value.patching_count = self.config_values.service_patching_duration
+                else:
+                    # Do nothing
+                    pass
+
+    def set_service_state_if_not_compromised(self, _protocol, _state):
+        """
+        Sets the state of a service (protocol) on the node if the operating state is not "compromised"
+
+        Args:
+            _protocol: The service (protocol)
+            _state: The state value
+        """
+
+        for service_key, service_value in self.services.items():
+            if service_key == _protocol:
+                if service_value.get_state() != SOFTWARE_STATE.COMPROMISED:
+                    service_value.set_state(_state)
+                    if _state == SOFTWARE_STATE.PATCHING:
+                        service_value.patching_count = self.config_values.service_patching_duration
+
+    def get_service_state(self, _protocol):
+        """
+        Gets the state of a service
+
+        Returns:
+             The state of the service
+        """
+
+        for service_key, service_value in self.services.items():
+            if service_key == _protocol:
+                return service_value.get_state()
+
+    def update_services_patching_status(self):
+        """
+        Updates the patching counter for any service that are patching
+        """
+
+        for service_key, service_value in self.services.items():
+            if service_value.get_state() == SOFTWARE_STATE.PATCHING:
+                service_value.reduce_patching_count()
+

PRIMAITE/pol/__init__.py

@@ -0,0 +1 @@
+# Crown Copyright (C) Dstl 2022. DEFCON 703. Shared in confidence.

PRIMAITE/pol/green_pol.py

@@ -0,0 +1,226 @@
+# Crown Copyright (C) Dstl 2022. DEFCON 703. Shared in confidence.
+"""
+Implements Pattern of Life on the network (nodes and links)
+"""
+
+from networkx import shortest_path
+
+from common.enums import *
+from nodes.active_node import ActiveNode
+from nodes.service_node import ServiceNode
+
+_VERBOSE = False
+
+def apply_iers(network, nodes, links, iers, acl, step):
+    """
+    Applies IERs to the links (link pattern of life)
+
+    Args:
+        network: The network modelled in the environment
+        nodes: The nodes within the environment
+        links: The links within the environment
+        iers: The IERs to apply to the links
+        acl: The Access Control List
+        step: The step number
+    """
+
+    if _VERBOSE:
+        print("Applying IERs")
+
+    # Go through each IER and check the conditions for it being applied
+    # If everything is in place, apply the IER protocol load to the relevant links
+    for ier_key, ier_value in iers.items():
+        start_step = ier_value.get_start_step()
+        stop_step = ier_value.get_end_step()
+        protocol = ier_value.get_protocol()
+        port = ier_value.get_port()
+        load = ier_value.get_load()
+        source_node_id = ier_value.get_source_node_id()
+        dest_node_id = ier_value.get_dest_node_id()
+
+        # Need to set the running status to false first for all IERs 
+        ier_value.set_is_running(False)
+
+        source_valid = True
+        dest_valid = True
+        acl_block = False
+
+        if step >= start_step and step <= stop_step:
+            # continue --------------------------           
+                
+            # Get the source and destination node for this link
+            source_node = nodes[source_node_id]
+            dest_node = nodes[dest_node_id]
+
+            # 1. Check the source node situation
+            if source_node.get_type() == TYPE.SWITCH:
+                # It's a switch
+                if source_node.get_state() == HARDWARE_STATE.ON and source_node.get_os_state() != SOFTWARE_STATE.PATCHING:
+                    source_valid = True
+                else:
+                    # IER no longer valid
+                    source_valid = False
+            elif source_node.get_type() == TYPE.ACTUATOR:
+                # It's an actuator
+                # TO DO
+                pass
+            else:
+                # It's not a switch or an actuator (so active node)
+                if source_node.get_state() == HARDWARE_STATE.ON and source_node.get_os_state() != SOFTWARE_STATE.PATCHING:
+                    if source_node.has_service(protocol):
+                        if source_node.service_running(protocol) and not source_node.service_is_overwhelmed(protocol):
+                            source_valid = True
+                        else:
+                            source_valid = False
+                    else:
+                        # Do nothing - IER is not valid on this node
+                        # (This shouldn't happen if the IER has been written correctly)
+                        source_valid = False
+                else:
+                    # Do nothing - IER no longer valid
+                    source_valid = False
+
+
+            # 2. Check the dest node situation
+            if dest_node.get_type() == TYPE.SWITCH:
+                # It's a switch
+                if dest_node.get_state() == HARDWARE_STATE.ON and dest_node.get_os_state() != SOFTWARE_STATE.PATCHING:
+                    dest_valid = True
+                else:
+                    # IER no longer valid
+                    dest_valid = False
+            elif dest_node.get_type() == TYPE.ACTUATOR:
+                # It's an actuator
+                pass
+            else:
+                # It's not a switch or an actuator (so active node)
+                if dest_node.get_state() == HARDWARE_STATE.ON and dest_node.get_os_state() != SOFTWARE_STATE.PATCHING:
+                    if dest_node.has_service(protocol):
+                        if dest_node.service_running(protocol) and not dest_node.service_is_overwhelmed(protocol):
+                            dest_valid = True
+                        else:
+                            dest_valid = False
+                    else:
+                        # Do nothing - IER is not valid on this node
+                        # (This shouldn't happen if the IER has been written correctly)
+                        dest_valid = False
+                else:
+                    # Do nothing - IER no longer valid
+                    dest_valid = False
+
+            # 3. Check that the ACL doesn't block it
+            acl_block = acl.is_blocked(source_node.get_ip_address(), dest_node.get_ip_address(), protocol, port)
+            if acl_block:
+                if _VERBOSE:
+                    print("ACL block on source: " + source_node.get_ip_address() + ", dest: " + dest_node.get_ip_address() + ", protocol: " + protocol + ", port: " + port)
+            else:
+                if _VERBOSE:
+                    print("No ACL block")
+
+            # Check whether both the source and destination are valid, and there's no ACL block
+            if source_valid and dest_valid and not acl_block:
+                # Load up the link(s) with the traffic
+
+                if _VERBOSE:
+                    print("Source, Dest and ACL valid")
+
+                # Get the shortest path (i.e. nodes) between source and destination
+                path_node_list = shortest_path(network, source_node, dest_node)
+                path_node_list_length = len(path_node_list)
+                path_valid = True
+
+                # We might have a switch in the path, so check all nodes are operational
+                for node in path_node_list:
+                    if node.get_state() != HARDWARE_STATE.ON or node.get_os_state() == SOFTWARE_STATE.PATCHING:
+                        path_valid = False
+                
+                if path_valid:
+                    if _VERBOSE:
+                        print("Applying IER to link(s)")
+                    count = 0
+                    link_capacity_exceeded = False
+                    
+                    # Check that the link capacity is not exceeded by the new load
+                    while count < path_node_list_length - 1:
+                        # Get the link between the next two nodes
+                        edge_dict = network.get_edge_data(path_node_list[count], path_node_list[count+1])
+                        link_id = edge_dict[0].get('id')
+                        link = links[link_id]
+                        # Check whether the new load exceeds the bandwidth
+                        if (link.get_current_load() + load) > link.get_bandwidth():
+                            link_capacity_exceeded = True
+                            if _VERBOSE:
+                                print("Link capacity exceeded")
+                            pass
+                        count+=1
+
+                    # Check whether the link capacity for any links on this path have been exceeded
+                    if link_capacity_exceeded == False:
+                        # Now apply the new loads to the links
+                        count = 0
+                        while count < path_node_list_length - 1:
+                            # Get the link between the next two nodes
+                            edge_dict = network.get_edge_data(path_node_list[count], path_node_list[count+1])
+                            link_id = edge_dict[0].get('id')
+                            link = links[link_id]
+                            # Add the load from this IER
+                            link.add_protocol_load(protocol, load)
+                            count+=1
+                        # This IER is now valid, so set it to running
+                        ier_value.set_is_running(True)               
+                else:
+                    # One of the nodes is not operational
+                    if _VERBOSE:
+                        print("Path not valid - one or more nodes not operational")
+                    pass
+                
+            else:
+                if _VERBOSE:
+                    print("Source, Dest or ACL were not valid")
+                pass
+            # ------------------------------------
+        else:
+            # Do nothing - IER no longer valid
+            pass
+
+def apply_node_pol(nodes, node_pol, step):
+    """
+    Applies node pattern of life
+
+    Args:
+        nodes: The nodes within the environment
+        node_pol: The node pattern of life to apply
+        step: The step number
+    """
+
+    if _VERBOSE:
+        print("Applying Node PoL")
+    
+    for key, node_instruction in node_pol.items():
+        start_step = node_instruction.get_start_step()
+        stop_step = node_instruction.get_end_step()
+        node_id = node_instruction.get_node_id()
+        node_pol_type = node_instruction.get_node_pol_type()
+        service_name = node_instruction.get_service_name()
+        state = node_instruction.get_state()
+
+        if step >= start_step and step <= stop_step:
+            # continue -------------------------- 
+            node = nodes[node_id]
+
+            if node_pol_type == NODE_POL_TYPE.OPERATING:
+                # Change operating state
+                node.set_state(state)
+            elif node_pol_type == NODE_POL_TYPE.OS:
+                # Change OS state
+                # Don't allow PoL to fix something that is compromised. Only the Blue agent can do this
+                if isinstance(node, ActiveNode) or isinstance(node, ServiceNode):
+                    node.set_os_state_if_not_compromised(state)
+            else:
+                # Change a service state
+                # Don't allow PoL to fix something that is compromised. Only the Blue agent can do this
+                if isinstance(node, ServiceNode):
+                    node.set_service_state_if_not_compromised(service_name, state)
+        else:
+            # PoL is not valid in this time step
+            pass

PRIMAITE/pol/ier.py

@@ -0,0 +1,147 @@
+# Crown Copyright (C) Dstl 2022. DEFCON 703. Shared in confidence.
+"""
+Information Exchange Requirements for APE
+Used to represent an information flow from source to destination
+"""
+
+class IER(object):
+    """
+    Information Exchange Requirement class
+    """
+
+    def __init__(self, _id, _start_step, _end_step, _load, _protocol, _port, _source_node_id, _dest_node_id, _mission_criticality, _running=False):
+        """
+        Init
+
+        Args:
+            _id: The IER id
+            _start_step: The step when this IER should start
+            _end_step: The step when this IER should end
+            _load: The load this IER should put on a link (bps)
+            _protocol: The protocol of this IER
+            _port: The port this IER runs on
+            _source_node_id: The source node ID
+            _dest_node_id: The destination node ID
+            _mission_criticality: Criticality of this IER to the mission (0 none, 5 mission critical)
+            _running: Indicates whether the IER is currently running
+        """
+
+        self.id = _id
+        self.start_step = _start_step
+        self.end_step = _end_step
+        self.source_node_id = _source_node_id
+        self.dest_node_id = _dest_node_id
+        self.load = _load       
+        self.protocol = _protocol
+        self.port = _port
+        self.mission_criticality = _mission_criticality
+        self.running = _running
+
+    def get_id(self):
+        """
+        Gets IER ID
+
+        Returns:
+             IER ID
+        """
+
+        return self.id
+
+    def get_start_step(self):
+        """
+        Gets IER start step
+
+        Returns:
+             IER start step
+        """
+
+        return self.start_step
+
+    def get_end_step(self):
+        """
+        Gets IER end step
+
+        Returns:
+             IER end step
+        """
+
+        return self.end_step
+
+    def get_load(self):
+        """
+        Gets IER load
+
+        Returns:
+             IER load
+        """
+
+        return self.load
+
+    def get_protocol(self):
+        """
+        Gets IER protocol
+
+        Returns:
+             IER protocol
+        """
+
+        return self.protocol
+
+    def get_port(self):
+        """
+        Gets IER port
+
+        Returns:
+             IER port
+        """
+
+        return self.port
+
+    def get_source_node_id(self):
+        """
+        Gets IER source node ID
+
+        Returns:
+             IER source node ID
+        """
+
+        return self.source_node_id
+
+    def get_dest_node_id(self):
+        """
+        Gets IER destination node ID
+
+        Returns:
+             IER destination node ID
+        """
+
+        return self.dest_node_id
+
+    def get_is_running(self):
+        """
+        Informs whether the IER is currently running
+
+        Returns:
+             True if running
+        """
+
+        return self.running
+
+    def set_is_running(self, _value):
+        """
+        Sets the running state of the IER
+
+        Args:
+             _value: running status
+        """
+        self.running = _value
+
+    def get_mission_criticality(self):
+        """
+        Gets the IER mission criticality (used in the reward function)
+
+        Returns:
+             Mission criticality value (0 lowest to 5 highest)
+        """
+
+        return self.mission_criticality

PRIMAITE/pol/red_agent_pol.py

@@ -0,0 +1,272 @@
+# Crown Copyright (C) Dstl 2022. DEFCON 703. Shared in confidence.
+"""
+Implements Pattern of Life on the network (nodes and links) resulting from the red agent attack
+"""
+
+from networkx import shortest_path
+
+from common.enums import *
+from nodes.active_node import ActiveNode
+from nodes.service_node import ServiceNode
+
+_VERBOSE = False
+
+def apply_red_agent_iers(network, nodes, links, iers, acl, step):
+    """
+    Applies IERs to the links (link pattern of life) resulting from red agent attack
+
+    Args:
+        network: The network modelled in the environment
+        nodes: The nodes within the environment
+        links: The links within the environment
+        iers: The red agent IERs to apply to the links
+        acl: The Access Control List
+        step: The step number
+    """
+
+    # Go through each IER and check the conditions for it being applied
+    # If everything is in place, apply the IER protocol load to the relevant links
+    for ier_key, ier_value in iers.items():
+        start_step = ier_value.get_start_step()
+        stop_step = ier_value.get_end_step()
+        protocol = ier_value.get_protocol()
+        port = ier_value.get_port()
+        load = ier_value.get_load()
+        source_node_id = ier_value.get_source_node_id()
+        dest_node_id = ier_value.get_dest_node_id()
+
+        # Need to set the running status to false first for all IERs 
+        ier_value.set_is_running(False)
+
+        source_valid = True
+        dest_valid = True
+        acl_block = False
+
+        if step >= start_step and step <= stop_step:
+            # continue --------------------------           
+                
+            # Get the source and destination node for this link
+            source_node = nodes[source_node_id]
+            dest_node = nodes[dest_node_id]
+
+            # 1. Check the source node situation
+            if source_node.get_type() == TYPE.SWITCH:
+                # It's a switch
+                if source_node.get_state() == HARDWARE_STATE.ON:
+                    source_valid = True
+                else:
+                    # IER no longer valid
+                    source_valid = False
+            elif source_node.get_type() == TYPE.ACTUATOR:
+                # It's an actuator
+                # TO DO
+                pass
+            else:
+                # It's not a switch or an actuator (so active node)
+                if source_node.get_state() == HARDWARE_STATE.ON:
+                    if source_node.has_service(protocol):
+                        # Red agents IERs can only be valid if the source service is in a compromised state
+                        if source_node.get_service_state(protocol) == SOFTWARE_STATE.COMPROMISED:
+                            source_valid = True
+                        else:
+                            source_valid = False
+                    else:
+                        # Do nothing - IER is not valid on this node
+                        # (This shouldn't happen if the IER has been written correctly)
+                        source_valid = False
+                else:
+                    # Do nothing - IER no longer valid
+                    source_valid = False
+
+
+            # 2. Check the dest node situation
+            if dest_node.get_type() == TYPE.SWITCH:
+                # It's a switch
+                if dest_node.get_state() == HARDWARE_STATE.ON:
+                    dest_valid = True
+                else:
+                    # IER no longer valid
+                    dest_valid = False
+            elif dest_node.get_type() == TYPE.ACTUATOR:
+                # It's an actuator
+                pass
+            else:
+                # It's not a switch or an actuator (so active node)
+                if dest_node.get_state() == HARDWARE_STATE.ON:
+                    if dest_node.has_service(protocol):
+                        # We don't care what state the destination service is in for an IER
+                        dest_valid = True
+                    else:
+                        # Do nothing - IER is not valid on this node
+                        # (This shouldn't happen if the IER has been written correctly)
+                        dest_valid = False
+                else:
+                    # Do nothing - IER no longer valid
+                    dest_valid = False
+
+            # 3. Check that the ACL doesn't block it
+            acl_block = acl.is_blocked(source_node.get_ip_address(), dest_node.get_ip_address(), protocol, port)
+            if acl_block:
+                if _VERBOSE:
+                    print("ACL block on source: " + source_node.get_ip_address() + ", dest: " + dest_node.get_ip_address() + ", protocol: " + protocol + ", port: " + port)
+            else:
+                if _VERBOSE:
+                    print("No ACL block")
+
+            # Check whether both the source and destination are valid, and there's no ACL block
+            if source_valid and dest_valid and not acl_block:
+                # Load up the link(s) with the traffic
+
+                if _VERBOSE:
+                    print("Source, Dest and ACL valid")
+
+                # Get the shortest path (i.e. nodes) between source and destination
+                path_node_list = shortest_path(network, source_node, dest_node)
+                path_node_list_length = len(path_node_list)
+                path_valid = True
+
+                # We might have a switch in the path, so check all nodes are operational
+                # We're assuming here that red agents can get past switches that are patching
+                for node in path_node_list:
+                    if node.get_state() != HARDWARE_STATE.ON:
+                        path_valid = False
+
+                
+                if path_valid:
+                    if _VERBOSE:
+                        print("Applying IER to link(s)")
+                    count = 0
+                    link_capacity_exceeded = False
+
+                    # Check that the link capacity is not exceeded by the new load
+                    while count < path_node_list_length - 1:
+                        # Get the link between the next two nodes
+                        edge_dict = network.get_edge_data(path_node_list[count], path_node_list[count+1])
+                        link_id = edge_dict[0].get('id')
+                        link = links[link_id]
+                        # Check whether the new load exceeds the bandwidth
+                        if (link.get_current_load() + load) > link.get_bandwidth():
+                            link_capacity_exceeded = True
+                            if _VERBOSE:
+                                print("Link capacity exceeded")
+                            pass
+                        count+=1
+
+                    # Check whether the link capacity for any links on this path have been exceeded
+                    if link_capacity_exceeded == False:
+                        # Now apply the new loads to the links
+                        count = 0
+                        while count < path_node_list_length - 1:
+                            # Get the link between the next two nodes
+                            edge_dict = network.get_edge_data(path_node_list[count], path_node_list[count+1])
+                            link_id = edge_dict[0].get('id')
+                            link = links[link_id]
+                            # Add the load from this IER
+                            link.add_protocol_load(protocol, load)
+                            count+=1
+                        # This IER is now valid, so set it to running
+                        ier_value.set_is_running(True)
+                        if _VERBOSE:
+                            print("Red IER was allowed to run in step " + str(step))
+                else:
+                    # One of the nodes is not operational
+                    if _VERBOSE:
+                        print("Path not valid - one or more nodes not operational")
+                    pass
+                
+            else:
+                if _VERBOSE:
+                    print("Red IER was NOT allowed to run in step " + str(step))
+                    print("Source, Dest or ACL were not valid")
+                pass
+            # ------------------------------------
+        else:
+            # Do nothing - IER no longer valid
+            pass
+
+    pass
+
+def apply_red_agent_node_pol(nodes, iers, node_pol, step):
+    """
+    Applies node pattern of life
+
+    Args:
+        nodes: The nodes within the environment
+        iers: The red agent IERs
+        node_pol: The red agent node pattern of life to apply
+        step: The step number
+    """
+
+    if _VERBOSE:
+        print("Applying Node Red Agent PoL")
+    
+    for key, node_instruction in node_pol.items():
+        start_step = node_instruction.get_start_step()
+        stop_step = node_instruction.get_end_step()
+        node_id = node_instruction.get_node_id()
+        node_pol_type = node_instruction.get_node_pol_type()
+        service_name = node_instruction.get_service_name()
+        state = node_instruction.get_state()
+        is_entry_node = node_instruction.get_is_entry_node()
+
+        if step >= start_step and step <= stop_step:
+            # continue -------------------------- 
+            node = nodes[node_id]
+
+            # for the red agent, either:
+            # 1. the node has to be an entry node, or
+            # 2. there is a red IER relevant to that service entering the node with a running status of True
+            red_ier_incoming = is_red_ier_incoming(node, iers, node_pol_type)
+            if is_entry_node or red_ier_incoming:
+                if node_pol_type == NODE_POL_TYPE.OPERATING:
+                    # Change operating state
+                    node.set_state(state)
+                elif node_pol_type == NODE_POL_TYPE.OS:
+                    # Change OS state
+                    if isinstance(node, ActiveNode) or isinstance(node, ServiceNode):
+                        node.set_os_state(state)
+                else:
+                    # Change a service state
+                    if isinstance(node, ServiceNode):
+                        node.set_service_state(service_name, state)
+            else:
+                if _VERBOSE:
+                    print("Node Red Agent PoL not allowed - not entry node, or running IER not present")
+        else:
+            # PoL is not valid in this time step
+            pass
+
+def is_red_ier_incoming(node, iers, node_pol_type):
+
+    node_id = node.get_id()
+
+    for ier_key, ier_value in iers.items():     
+        if ier_value.get_is_running() and ier_value.get_dest_node_id() == node_id:
+            if node_pol_type == NODE_POL_TYPE.OPERATING or node_pol_type == NODE_POL_TYPE.OS:
+                # It's looking to change operating state or O/S state, so valid 
+                return True
+            elif node_pol_type == NODE_POL_TYPE.SERVICE:
+                # Check if the service is present on the node and running
+                ier_protocol = ier_value.get_protocol()
+                if isinstance(node, ServiceNode):
+                    if node.has_service(ier_protocol):
+                        if node.service_running(ier_protocol):
+                            # Matching service is present and running, so valid
+                            return True
+                        else:
+                            # Service is present, but not running
+                            return False
+                    else:
+                        # Service is not present
+                        return False
+                else:
+                    # Not a service node
+                    return False
+            else:
+                # Shouldn't get here - instruction type is undefined
+                return False
+        else:
+            # The IER destination is not this node, or the IER is not running
+            return False
+            
+

PRIMAITE/tests/test_acl.py

@@ -0,0 +1,105 @@
+
+# Crown Copyright (C) Dstl 2022. DEFCON 703. Shared in confidence.
+"""
+Used to tes the ACL functions
+"""
+
+from acl.acl_rule import ACLRule
+from acl.access_control_list import AccessControlList
+
+def test_acl_address_match_1():
+    """
+    Test that matching IP addresses produce True
+    """
+
+    acl = AccessControlList()
+
+    rule = ACLRule("ALLOW", "192.168.1.1", "192.168.1.2", "TCP", "80")
+
+    assert acl.check_address_match(rule, "192.168.1.1", "192.168.1.2") == True
+
+def test_acl_address_match_2():
+    """
+    Test that mismatching IP addresses produce False
+    """
+
+    acl = AccessControlList()
+
+    rule = ACLRule("ALLOW", "192.168.1.1", "192.168.1.2", "TCP", "80")
+
+    assert acl.check_address_match(rule, "192.168.1.1", "192.168.1.3") == False
+
+def test_acl_address_match_3():
+    """
+    Test the ANY condition for source IP addresses produce True
+    """
+
+    acl = AccessControlList()
+
+    rule = ACLRule("ALLOW", "ANY", "192.168.1.2", "TCP", "80")
+
+    assert acl.check_address_match(rule, "192.168.1.1", "192.168.1.2") == True
+
+def test_acl_address_match_4():
+    """
+    Test the ANY condition for dest IP addresses produce True
+    """
+
+    acl = AccessControlList()
+
+    rule = ACLRule("ALLOW", "192.168.1.1", "ANY", "TCP", "80")
+
+    assert acl.check_address_match(rule, "192.168.1.1", "192.168.1.2") == True
+
+def test_check_acl_block_affirmative():
+    """
+    Test the block function (affirmative)
+    """
+
+    # Create the Access Control List
+    acl = AccessControlList()
+
+    # Create a rule
+    acl_rule_permission = "ALLOW"
+    acl_rule_source = "192.168.1.1"
+    acl_rule_destination = "192.168.1.2"
+    acl_rule_protocol = "TCP"
+    acl_rule_port = "80"
+
+    acl.add_rule(acl_rule_permission, acl_rule_source, acl_rule_destination, acl_rule_protocol, acl_rule_port)
+
+    assert acl.is_blocked("192.168.1.1", "192.168.1.2", "TCP", "80") == False
+
+def test_check_acl_block_negative():
+    """
+    Test the block function (negative)
+    """
+
+    # Create the Access Control List
+    acl = AccessControlList()
+
+    # Create a rule
+    acl_rule_permission = "DENY"
+    acl_rule_source = "192.168.1.1"
+    acl_rule_destination = "192.168.1.2"
+    acl_rule_protocol = "TCP"
+    acl_rule_port = "80"
+
+    acl.add_rule(acl_rule_permission, acl_rule_source, acl_rule_destination, acl_rule_protocol, acl_rule_port)
+
+    assert acl.is_blocked("192.168.1.1", "192.168.1.2", "TCP", "80") == True
+
+def test_rule_hash():
+    """
+    Test the rule hash
+    """
+
+    # Create the Access Control List
+    acl = AccessControlList()
+
+    rule = ACLRule("DENY", "192.168.1.1", "192.168.1.2", "TCP", "80")
+    hash_value_local = hash(rule)
+
+    hash_value_remote = acl.get_dictionary_hash("DENY", "192.168.1.1", "192.168.1.2", "TCP", "80")
+
+    assert hash_value_local == hash_value_remote

PRIMAITE/transactions/__init__.py

@@ -0,0 +1 @@
+# Crown Copyright (C) Dstl 2022. DEFCON 703. Shared in confidence.

PRIMAITE/transactions/transaction.py

@@ -0,0 +1,69 @@
+# Crown Copyright (C) Dstl 2022. DEFCON 703. Shared in confidence.
+"""
+The Transaction class
+"""
+
+class Transaction(object):
+    """
+    Transaction class
+    """
+    def __init__(self, _timestamp, _agent_identifier, _episode_number, _step_number):
+        """
+        Init
+
+        Args:
+            _timestamp: The time this object was created
+            _agent_identifier: An identifier for the agent in use
+            _episode_number: The episode number
+            _step_number: The step number        
+        """
+
+        self.timestamp = _timestamp
+        self.agent_identifier = _agent_identifier
+        self.episode_number = _episode_number
+        self.step_number = _step_number      
+
+    def set_obs_space_pre(self, _obs_space_pre):
+        """
+        Sets the observation space (pre)
+
+        Args:
+            _obs_space_pre: The observation space before any actions are taken
+        """
+
+        self.obs_space_pre = _obs_space_pre
+
+    def set_obs_space_post(self, _obs_space_post):
+        """
+        Sets the observation space (post)
+
+        Args:
+            _obs_space_post: The observation space after any actions are taken
+        """
+
+        self.obs_space_post = _obs_space_post
+
+    def set_reward(self, _reward):
+        """
+        Sets the reward
+
+        Args:
+            _reward: The reward value
+        """
+
+        self.reward = _reward
+
+    def set_action_space(self, _action_space):
+        """
+        Sets the action space
+
+        Args:
+            _action_space: The action space invoked by the agent
+        """
+
+        self.action_space = _action_space
+
+
+
+
+

PRIMAITE/transactions/transactions_to_file.py

@@ -0,0 +1,104 @@
+# Crown Copyright (C) Dstl 2022. DEFCON 703. Shared in confidence.
+"""
+Writes the Transaction log list out to file for evaluation to utilse
+"""
+
+import csv
+import logging
+import os.path
+
+from datetime import datetime
+
+from transactions.transaction import Transaction
+
+def turn_action_space_to_array(_action_space):
+    """
+    Turns action space into a string array so it can be saved to csv
+
+    Args:
+        _action_space: The action space
+    """
+
+    return_array = []
+    for x in range(len(_action_space)):
+        return_array.append(str(_action_space[x]))
+
+    return return_array
+
+def turn_obs_space_to_array(_obs_space, _obs_assets, _obs_features):
+    """
+    Turns observation space into a string array so it can be saved to csv
+
+    Args:
+        _obs_space: The observation space
+        _obs_assets: The number of assets (i.e. nodes or links) in the observation space
+        _obs_features: The number of features associated with the asset
+    """
+
+    return_array = []
+    for x in range(_obs_assets):
+        for y in range(_obs_features):
+            return_array.append(str(_obs_space[x][y]))
+
+    return return_array
+
+def write_transaction_to_file(_transaction_list):
+    """
+    Writes transaction logs to file to support training evaluation
+
+    Args:
+        _transaction_list: The list of transactions from all steps and all episodes
+        _num_episodes: The number of episodes that were conducted
+    """
+
+    # Get the first transaction and use it to determine the makeup of the observation space and action space
+    # Label the obs space fields in csv as "OSI_1_1", "OSN_1_1" and action space as "AS_1"
+    # This will be tied into the PrimAITE Use Case so that they make sense
+    template_transation = _transaction_list[0]
+    action_length = template_transation.action_space.size
+    obs_assets = template_transation.obs_space_post.shape[0]
+    obs_features = template_transation.obs_space_post.shape[1]
+
+    # Create the action space headers array   
+    action_header = []
+    for x in range(action_length):
+        action_header.append('AS_' + str(x))
+
+    # Create the observation space headers array
+    obs_header_initial = []
+    obs_header_new = []
+    for x in range(obs_assets):
+        for y in range(obs_features):
+            obs_header_initial.append('OSI_' + str(x) + '_' + str(y))
+            obs_header_new.append('OSN_' + str(x) + '_' + str(y))
+
+    # Open up a csv file
+    header = ['Timestamp', 'Episode', 'Step', 'Reward']
+    header = header + action_header + obs_header_initial + obs_header_new
+    now = datetime.now() # current date and time
+    time = now.strftime("%Y%m%d_%H%M%S")
+
+    try:
+        path = 'outputs/results/'
+        is_dir = os.path.isdir(path)
+        if not is_dir:
+            os.makedirs(path)
+
+        filename = "outputs/results/all_transactions_" + time + ".csv"
+        csv_file = open(filename, 'w', encoding='UTF8', newline='')
+        csv_writer = csv.writer(csv_file)
+        csv_writer.writerow(header)
+
+        for transaction in _transaction_list:
+            csv_data = [str(transaction.timestamp),  str(transaction.episode_number), str(transaction.step_number), str(transaction.reward)]
+            csv_data = csv_data + turn_action_space_to_array(transaction.action_space) + \
+                turn_obs_space_to_array(transaction.obs_space_pre, obs_assets, obs_features) + \
+                turn_obs_space_to_array(transaction.obs_space_post, obs_assets, obs_features)
+            csv_writer.writerow(csv_data)
+
+        csv_file.close()
+    except Exception as e:
+        logging.error("Could not save the transaction file")
+        logging.error("Exception occured", exc_info=True)
+
+

README.md

@@ -1,20 +1 @@
-# Introduction 
-TODO: Give a short introduction of your project. Let this section explain the objectives or the motivation behind this project. 
-
-# Getting Started
-TODO: Guide users through getting your code up and running on their own system. In this section you can talk about:
-1.	Installation process
-2.	Software dependencies
-3.	Latest releases
-4.	API references
-
-# Build and Test
-TODO: Describe and show how to build your code and run the tests. 
-
-# Contribute
-TODO: Explain how other users and developers can contribute to make your code better. 
-
-If you want to learn more about creating good readme files then refer the following [guidelines](https://docs.microsoft.com/en-us/azure/devops/repos/git/create-a-readme?view=azure-devops). You can also seek inspiration from the below readme files:
-- [ASP.NET Core](https://github.com/aspnet/Home)
-- [Visual Studio Code](https://github.com/Microsoft/vscode)
-- [Chakra Core](https://github.com/Microsoft/ChakraCore)
+# PrimAITE

setup.py

@@ -0,0 +1,27 @@
+# Crown Copyright (C) Dstl 2022. DEFCON 703. Shared in confidence.
+"""
+Setup
+"""
+
+from setuptools import find_packages, setup
+
+setup(
+    name="primaite",
+    maintainer="QinetiQ Training and Simulation Ltd",
+    url="https://github.com/qtsl/PrimAITE",
+    description="A primary-level simulation tool",
+    python_requires=">=3.7",
+    version="1.0.0",
+    install_requires=[
+        "gym==0.21.0",
+        "matplotlib == 3.5.2",
+        "networkx == 2.6.3",
+        "numpy == 1.21.1",
+        "stable_baselines3 == 1.6.0",
+        "pandas == 1.1.5",
+        "pyyaml == 6.0",
+        "typing-extensions == 4.2.0",
+        "torch == 1.12.0"
+    ],
+    packages=find_packages()
+)