PrimAITE/benchmark/config/benchmark_training_config.yaml

# © Crown-owned copyright 2023, Defence Science and Technology Laboratory UK
# Training Config File

# Sets which agent algorithm framework will be used.
# Options are:
# "SB3" (Stable Baselines3)
# "RLLIB" (Ray RLlib)
# "CUSTOM" (Custom Agent)
agent_framework: SB3

# Sets which deep learning framework will be used (by RLlib ONLY).
# Default is TF (Tensorflow).
# Options are:
# "TF" (Tensorflow)
# TF2 (Tensorflow 2.X)
# TORCH (PyTorch)
deep_learning_framework: TF2

# Sets which Agent class will be used.
# Options are:
# "A2C" (Advantage Actor Critic coupled with either SB3 or RLLIB agent_framework)
# "PPO" (Proximal Policy Optimization coupled with either SB3 or RLLIB agent_framework)
# "HARDCODED" (The HardCoded agents coupled with an ACL or NODE action_type)
# "DO_NOTHING" (The DoNothing agents coupled with an ACL or NODE action_type)
# "RANDOM" (primaite.agents.simple.RandomAgent)
# "DUMMY" (primaite.agents.simple.DummyAgent)
agent_identifier: PPO

# Sets whether Red Agent POL and IER is randomised.
# Options are:
# True
# False
random_red_agent: False

# The (integer) seed to be used in random number generation
# Default is None (null)
seed: null

# Set whether the agent will be deterministic instead of stochastic
# Options are:
# True
# False
deterministic: False

# Sets what view of the environment the deterministic hardcoded agent has. The default is BASIC.
# Options are:
# "BASIC" (The current observation space only)
# "FULL" (Full environment view with actions taken and reward feedback)
hard_coded_agent_view: FULL

# Sets How the Action Space is defined:
# "NODE"
# "ACL"
# "ANY" node and acl actions
action_type: NODE

# observation space
observation_space:
  flatten: true
  components:
    - name: NODE_LINK_TABLE
    - name: NODE_STATUSES
    - name: LINK_TRAFFIC_LEVELS

# Number of episodes for training to run per session
num_train_episodes: 10

# Number of time_steps for training per episode
num_train_steps: 256

# Number of episodes for evaluation to run per session
num_eval_episodes: 1

# Number of time_steps for evaluation per episode
num_eval_steps: 256

# Sets how often the agent will save a checkpoint (every n time episodes).
# Set to 0 if no checkpoints are required. Default is 10
checkpoint_every_n_episodes: 0

# Time delay (milliseconds) between steps for CUSTOM agents.
time_delay: 5

# Type of session to be run. Options are:
# "TRAIN" (Trains an agent)
# "EVAL" (Evaluates an agent)
# "TRAIN_EVAL" (Trains then evaluates an agent)
session_type: TRAIN

# Environment config values
# The high value for the observation space
observation_space_high_value: 1000000000

# The Stable Baselines3 learn/eval output verbosity level:
# Options are:
# "NONE" (No Output)
# "INFO" (Info Messages (such as devices and wrappers used))
# "DEBUG" (All Messages)
sb3_output_verbose_level: NONE

# Reward values
# Generic
all_ok: 0
# Node Hardware State
off_should_be_on: -0.001
off_should_be_resetting: -0.0005
on_should_be_off: -0.0002
on_should_be_resetting: -0.0005
resetting_should_be_on: -0.0005
resetting_should_be_off: -0.0002
resetting: -0.0003
# Node Software or Service State
good_should_be_patching: 0.0002
good_should_be_compromised: 0.0005
good_should_be_overwhelmed: 0.0005
patching_should_be_good: -0.0005
patching_should_be_compromised: 0.0002
patching_should_be_overwhelmed: 0.0002
patching: -0.0003
compromised_should_be_good: -0.002
compromised_should_be_patching: -0.002
compromised_should_be_overwhelmed: -0.002
compromised: -0.002
overwhelmed_should_be_good: -0.002
overwhelmed_should_be_patching: -0.002
overwhelmed_should_be_compromised: -0.002
overwhelmed: -0.002
# Node File System State
good_should_be_repairing: 0.0002
good_should_be_restoring: 0.0002
good_should_be_corrupt: 0.0005
good_should_be_destroyed: 0.001
repairing_should_be_good: -0.0005
repairing_should_be_restoring: 0.0002
repairing_should_be_corrupt: 0.0002
repairing_should_be_destroyed: 0.0000
repairing: -0.0003
restoring_should_be_good: -0.001
restoring_should_be_repairing: -0.0002
restoring_should_be_corrupt: 0.0001
restoring_should_be_destroyed: 0.0002
restoring: -0.0006
corrupt_should_be_good: -0.001
corrupt_should_be_repairing: -0.001
corrupt_should_be_restoring: -0.001
corrupt_should_be_destroyed: 0.0002
corrupt: -0.001
destroyed_should_be_good: -0.002
destroyed_should_be_repairing: -0.002
destroyed_should_be_restoring: -0.002
destroyed_should_be_corrupt: -0.002
destroyed: -0.002
scanning: -0.0002
# IER status
red_ier_running: -0.0005
green_ier_blocked: -0.001

# Patching / Reset durations
os_patching_duration: 5            # The time taken to patch the OS
node_reset_duration: 5             # The time taken to reset a node (hardware)
service_patching_duration: 5       # The time taken to patch a service
file_system_repairing_limit: 5      # The time take to repair the file system
file_system_restoring_limit: 5      # The time take to restore the file system
file_system_scanning_limit: 5       # The time taken to scan the file system