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Add shared reward test

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This commit is contained in:
Marek Wolan
2024-03-13 14:01:17 +00:00
parent ee26554ef0
commit f438acf745
2 changed files with 983 additions and 0 deletions
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tests/assets/configs/shared_rewards.yaml Normal file
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training_config:
rl_framework: SB3
rl_algorithm: PPO
seed: 333
n_learn_episodes: 1
n_eval_episodes: 5
max_steps_per_episode: 128
deterministic_eval: false
n_agents: 1
agent_references:
- defender
io_settings:
save_checkpoints: true
checkpoint_interval: 5
save_agent_actions: true
save_step_metadata: false
save_pcap_logs: false
save_sys_logs: true
game:
max_episode_length: 256
ports:
- HTTP
- POSTGRES_SERVER
protocols:
- ICMP
- TCP
- UDP
thresholds:
nmne:
high: 10
medium: 5
low: 0
agents:
- ref: client_2_green_user
team: GREEN
type: ProbabilisticAgent
agent_settings:
action_probabilities:
0: 0.3
1: 0.6
2: 0.1
observation_space:
type: UC2GreenObservation
action_space:
action_list:
- type: DONOTHING
- type: NODE_APPLICATION_EXECUTE
options:
nodes:
- node_name: client_2
applications:
- application_name: WebBrowser
- application_name: DatabaseClient
max_folders_per_node: 1
max_files_per_folder: 1
max_services_per_node: 1
max_applications_per_node: 2
action_map:
0:
action: DONOTHING
options: {}
1:
action: NODE_APPLICATION_EXECUTE
options:
node_id: 0
application_id: 0
2:
action: NODE_APPLICATION_EXECUTE
options:
node_id: 0
application_id: 1
reward_function:
reward_components:
- type: WEBPAGE_UNAVAILABLE_PENALTY
weight: 0.25
options:
node_hostname: client_2
- type: GREEN_ADMIN_DATABASE_UNREACHABLE_PENALTY
weight: 0.05
options:
node_hostname: client_2
- ref: client_1_green_user
team: GREEN
type: ProbabilisticAgent
agent_settings:
action_probabilities:
0: 0.3
1: 0.6
2: 0.1
observation_space:
type: UC2GreenObservation
action_space:
action_list:
- type: DONOTHING
- type: NODE_APPLICATION_EXECUTE
options:
nodes:
- node_name: client_1
applications:
- application_name: WebBrowser
- application_name: DatabaseClient
max_folders_per_node: 1
max_files_per_folder: 1
max_services_per_node: 1
max_applications_per_node: 2
action_map:
0:
action: DONOTHING
options: {}
1:
action: NODE_APPLICATION_EXECUTE
options:
node_id: 0
application_id: 0
2:
action: NODE_APPLICATION_EXECUTE
options:
node_id: 0
application_id: 1
reward_function:
reward_components:
- type: WEBPAGE_UNAVAILABLE_PENALTY
weight: 0.25
options:
node_hostname: client_1
- type: GREEN_ADMIN_DATABASE_UNREACHABLE_PENALTY
weight: 0.05
options:
node_hostname: client_1
- ref: data_manipulation_attacker
team: RED
type: RedDatabaseCorruptingAgent
observation_space:
type: UC2RedObservation
options:
nodes: {}
action_space:
action_list:
- type: DONOTHING
- type: NODE_APPLICATION_EXECUTE
options:
nodes:
- node_name: client_1
applications:
- application_name: DataManipulationBot
- node_name: client_2
applications:
- application_name: DataManipulationBot
max_folders_per_node: 1
max_files_per_folder: 1
max_services_per_node: 1
reward_function:
reward_components:
- type: DUMMY
agent_settings: # options specific to this particular agent type, basically args of __init__(self)
start_settings:
start_step: 25
frequency: 20
variance: 5
- ref: defender
team: BLUE
type: ProxyAgent
observation_space:
type: UC2BlueObservation
options:
num_services_per_node: 1
num_folders_per_node: 1
num_files_per_folder: 1
num_nics_per_node: 2
nodes:
- node_hostname: domain_controller
services:
- service_name: DNSServer
- node_hostname: web_server
services:
- service_name: WebServer
- node_hostname: database_server
folders:
- folder_name: database
files:
- file_name: database.db
- node_hostname: backup_server
- node_hostname: security_suite
- node_hostname: client_1
- node_hostname: client_2
links:
- link_ref: router_1___switch_1
- link_ref: router_1___switch_2
- link_ref: switch_1___domain_controller
- link_ref: switch_1___web_server
- link_ref: switch_1___database_server
- link_ref: switch_1___backup_server
- link_ref: switch_1___security_suite
- link_ref: switch_2___client_1
- link_ref: switch_2___client_2
- link_ref: switch_2___security_suite
acl:
options:
max_acl_rules: 10
router_hostname: router_1
ip_address_order:
- node_hostname: domain_controller
nic_num: 1
- node_hostname: web_server
nic_num: 1
- node_hostname: database_server
nic_num: 1
- node_hostname: backup_server
nic_num: 1
- node_hostname: security_suite
nic_num: 1
- node_hostname: client_1
nic_num: 1
- node_hostname: client_2
nic_num: 1
- node_hostname: security_suite
nic_num: 2
ics: null
action_space:
action_list:
- type: DONOTHING
- type: NODE_SERVICE_SCAN
- type: NODE_SERVICE_STOP
- type: NODE_SERVICE_START
- type: NODE_SERVICE_PAUSE
- type: NODE_SERVICE_RESUME
- type: NODE_SERVICE_RESTART
- type: NODE_SERVICE_DISABLE
- type: NODE_SERVICE_ENABLE
- type: NODE_SERVICE_PATCH
- type: NODE_FILE_SCAN
- type: NODE_FILE_CHECKHASH
- type: NODE_FILE_DELETE
- type: NODE_FILE_REPAIR
- type: NODE_FILE_RESTORE
- type: NODE_FOLDER_SCAN
- type: NODE_FOLDER_CHECKHASH
- type: NODE_FOLDER_REPAIR
- type: NODE_FOLDER_RESTORE
- type: NODE_OS_SCAN
- type: NODE_SHUTDOWN
- type: NODE_STARTUP
- type: NODE_RESET
- type: NETWORK_ACL_ADDRULE
options:
target_router_hostname: router_1
- type: NETWORK_ACL_REMOVERULE
options:
target_router_hostname: router_1
- type: NETWORK_NIC_ENABLE
- type: NETWORK_NIC_DISABLE
action_map:
0:
action: DONOTHING
options: {}
# scan webapp service
1:
action: NODE_SERVICE_SCAN
options:
node_id: 1
service_id: 0
# stop webapp service
2:
action: NODE_SERVICE_STOP
options:
node_id: 1
service_id: 0
# start webapp service
3:
action: "NODE_SERVICE_START"
options:
node_id: 1
service_id: 0
4:
action: "NODE_SERVICE_PAUSE"
options:
node_id: 1
service_id: 0
5:
action: "NODE_SERVICE_RESUME"
options:
node_id: 1
service_id: 0
6:
action: "NODE_SERVICE_RESTART"
options:
node_id: 1
service_id: 0
7:
action: "NODE_SERVICE_DISABLE"
options:
node_id: 1
service_id: 0
8:
action: "NODE_SERVICE_ENABLE"
options:
node_id: 1
service_id: 0
9: # check database.db file
action: "NODE_FILE_SCAN"
options:
node_id: 2
folder_id: 0
file_id: 0
10:
action: "NODE_FILE_CHECKHASH"
options:
node_id: 2
folder_id: 0
file_id: 0
11:
action: "NODE_FILE_DELETE"
options:
node_id: 2
folder_id: 0
file_id: 0
12:
action: "NODE_FILE_REPAIR"
options:
node_id: 2
folder_id: 0
file_id: 0
13:
action: "NODE_SERVICE_PATCH"
options:
node_id: 2
service_id: 0
14:
action: "NODE_FOLDER_SCAN"
options:
node_id: 2
folder_id: 0
15:
action: "NODE_FOLDER_CHECKHASH"
options:
node_id: 2
folder_id: 0
16:
action: "NODE_FOLDER_REPAIR"
options:
node_id: 2
folder_id: 0
17:
action: "NODE_FOLDER_RESTORE"
options:
node_id: 2
folder_id: 0
18:
action: "NODE_OS_SCAN"
options:
node_id: 0
19:
action: "NODE_SHUTDOWN"
options:
node_id: 0
20:
action: NODE_STARTUP
options:
node_id: 0
21:
action: NODE_RESET
options:
node_id: 0
22:
action: "NODE_OS_SCAN"
options:
node_id: 1
23:
action: "NODE_SHUTDOWN"
options:
node_id: 1
24:
action: NODE_STARTUP
options:
node_id: 1
25:
action: NODE_RESET
options:
node_id: 1
26: # old action num: 18
action: "NODE_OS_SCAN"
options:
node_id: 2
27:
action: "NODE_SHUTDOWN"
options:
node_id: 2
28:
action: NODE_STARTUP
options:
node_id: 2
29:
action: NODE_RESET
options:
node_id: 2
30:
action: "NODE_OS_SCAN"
options:
node_id: 3
31:
action: "NODE_SHUTDOWN"
options:
node_id: 3
32:
action: NODE_STARTUP
options:
node_id: 3
33:
action: NODE_RESET
options:
node_id: 3
34:
action: "NODE_OS_SCAN"
options:
node_id: 4
35:
action: "NODE_SHUTDOWN"
options:
node_id: 4
36:
action: NODE_STARTUP
options:
node_id: 4
37:
action: NODE_RESET
options:
node_id: 4
38:
action: "NODE_OS_SCAN"
options:
node_id: 5
39: # old action num: 19 # shutdown client 1
action: "NODE_SHUTDOWN"
options:
node_id: 5
40: # old action num: 20
action: NODE_STARTUP
options:
node_id: 5
41: # old action num: 21
action: NODE_RESET
options:
node_id: 5
42:
action: "NODE_OS_SCAN"
options:
node_id: 6
43:
action: "NODE_SHUTDOWN"
options:
node_id: 6
44:
action: NODE_STARTUP
options:
node_id: 6
45:
action: NODE_RESET
options:
node_id: 6
46: # old action num: 22 # "ACL: ADDRULE - Block outgoing traffic from client 1"
action: "NETWORK_ACL_ADDRULE"
options:
position: 1
permission: 2
source_ip_id: 7 # client 1
dest_ip_id: 1 # ALL
source_port_id: 1
dest_port_id: 1
protocol_id: 1
47: # old action num: 23 # "ACL: ADDRULE - Block outgoing traffic from client 2"
action: "NETWORK_ACL_ADDRULE"
options:
position: 2
permission: 2
source_ip_id: 8 # client 2
dest_ip_id: 1 # ALL
source_port_id: 1
dest_port_id: 1
protocol_id: 1
48: # old action num: 24 # block tcp traffic from client 1 to web app
action: "NETWORK_ACL_ADDRULE"
options:
position: 3
permission: 2
source_ip_id: 7 # client 1
dest_ip_id: 3 # web server
source_port_id: 1
dest_port_id: 1
protocol_id: 3
49: # old action num: 25 # block tcp traffic from client 2 to web app
action: "NETWORK_ACL_ADDRULE"
options:
position: 4
permission: 2
source_ip_id: 8 # client 2
dest_ip_id: 3 # web server
source_port_id: 1
dest_port_id: 1
protocol_id: 3
50: # old action num: 26
action: "NETWORK_ACL_ADDRULE"
options:
position: 5
permission: 2
source_ip_id: 7 # client 1
dest_ip_id: 4 # database
source_port_id: 1
dest_port_id: 1
protocol_id: 3
51: # old action num: 27
action: "NETWORK_ACL_ADDRULE"
options:
position: 6
permission: 2
source_ip_id: 8 # client 2
dest_ip_id: 4 # database
source_port_id: 1
dest_port_id: 1
protocol_id: 3
52: # old action num: 28
action: "NETWORK_ACL_REMOVERULE"
options:
position: 0
53: # old action num: 29
action: "NETWORK_ACL_REMOVERULE"
options:
position: 1
54: # old action num: 30
action: "NETWORK_ACL_REMOVERULE"
options:
position: 2
55: # old action num: 31
action: "NETWORK_ACL_REMOVERULE"
options:
position: 3
56: # old action num: 32
action: "NETWORK_ACL_REMOVERULE"
options:
position: 4
57: # old action num: 33
action: "NETWORK_ACL_REMOVERULE"
options:
position: 5
58: # old action num: 34
action: "NETWORK_ACL_REMOVERULE"
options:
position: 6
59: # old action num: 35
action: "NETWORK_ACL_REMOVERULE"
options:
position: 7
60: # old action num: 36
action: "NETWORK_ACL_REMOVERULE"
options:
position: 8
61: # old action num: 37
action: "NETWORK_ACL_REMOVERULE"
options:
position: 9
62: # old action num: 38
action: "NETWORK_NIC_DISABLE"
options:
node_id: 0
nic_id: 0
63: # old action num: 39
action: "NETWORK_NIC_ENABLE"
options:
node_id: 0
nic_id: 0
64: # old action num: 40
action: "NETWORK_NIC_DISABLE"
options:
node_id: 1
nic_id: 0
65: # old action num: 41
action: "NETWORK_NIC_ENABLE"
options:
node_id: 1
nic_id: 0
66: # old action num: 42
action: "NETWORK_NIC_DISABLE"
options:
node_id: 2
nic_id: 0
67: # old action num: 43
action: "NETWORK_NIC_ENABLE"
options:
node_id: 2
nic_id: 0
68: # old action num: 44
action: "NETWORK_NIC_DISABLE"
options:
node_id: 3
nic_id: 0
69: # old action num: 45
action: "NETWORK_NIC_ENABLE"
options:
node_id: 3
nic_id: 0
70: # old action num: 46
action: "NETWORK_NIC_DISABLE"
options:
node_id: 4
nic_id: 0
71: # old action num: 47
action: "NETWORK_NIC_ENABLE"
options:
node_id: 4
nic_id: 0
72: # old action num: 48
action: "NETWORK_NIC_DISABLE"
options:
node_id: 4
nic_id: 1
73: # old action num: 49
action: "NETWORK_NIC_ENABLE"
options:
node_id: 4
nic_id: 1
74: # old action num: 50
action: "NETWORK_NIC_DISABLE"
options:
node_id: 5
nic_id: 0
75: # old action num: 51
action: "NETWORK_NIC_ENABLE"
options:
node_id: 5
nic_id: 0
76: # old action num: 52
action: "NETWORK_NIC_DISABLE"
options:
node_id: 6
nic_id: 0
77: # old action num: 53
action: "NETWORK_NIC_ENABLE"
options:
node_id: 6
nic_id: 0
options:
nodes:
- node_name: domain_controller
- node_name: web_server
applications:
- application_name: DatabaseClient
services:
- service_name: WebServer
- node_name: database_server
folders:
- folder_name: database
files:
- file_name: database.db
services:
- service_name: DatabaseService
- node_name: backup_server
- node_name: security_suite
- node_name: client_1
- node_name: client_2
max_folders_per_node: 2
max_files_per_folder: 2
max_services_per_node: 2
max_nics_per_node: 8
max_acl_rules: 10
ip_address_order:
- node_name: domain_controller
nic_num: 1
- node_name: web_server
nic_num: 1
- node_name: database_server
nic_num: 1
- node_name: backup_server
nic_num: 1
- node_name: security_suite
nic_num: 1
- node_name: client_1
nic_num: 1
- node_name: client_2
nic_num: 1
- node_name: security_suite
nic_num: 2
reward_function:
reward_components:
- type: SHARED_REWARD
weight: 1.0
options:
agent_name: client_1_green_user
- type: SHARED_REWARD
weight: 1.0
options:
agent_name: client_2_green_user
agent_settings:
flatten_obs: true
simulation:
network:
nmne_config:
capture_nmne: true
nmne_capture_keywords:
- DELETE
nodes:
- ref: router_1
hostname: router_1
type: router
num_ports: 5
ports:
1:
ip_address: 192.168.1.1
subnet_mask: 255.255.255.0
2:
ip_address: 192.168.10.1
subnet_mask: 255.255.255.0
acl:
18:
action: PERMIT
src_port: POSTGRES_SERVER
dst_port: POSTGRES_SERVER
19:
action: PERMIT
src_port: DNS
dst_port: DNS
20:
action: PERMIT
src_port: FTP
dst_port: FTP
21:
action: PERMIT
src_port: HTTP
dst_port: HTTP
22:
action: PERMIT
src_port: ARP
dst_port: ARP
23:
action: PERMIT
protocol: ICMP
- ref: switch_1
hostname: switch_1
type: switch
num_ports: 8
- ref: switch_2
hostname: switch_2
type: switch
num_ports: 8
- ref: domain_controller
hostname: domain_controller
type: server
ip_address: 192.168.1.10
subnet_mask: 255.255.255.0
default_gateway: 192.168.1.1
services:
- ref: domain_controller_dns_server
type: DNSServer
options:
domain_mapping:
arcd.com: 192.168.1.12 # web server
- ref: web_server
hostname: web_server
type: server
ip_address: 192.168.1.12
subnet_mask: 255.255.255.0
default_gateway: 192.168.1.1
dns_server: 192.168.1.10
services:
- ref: web_server_web_service
type: WebServer
applications:
- ref: web_server_database_client
type: DatabaseClient
options:
db_server_ip: 192.168.1.14
- ref: database_server
hostname: database_server
type: server
ip_address: 192.168.1.14
subnet_mask: 255.255.255.0
default_gateway: 192.168.1.1
dns_server: 192.168.1.10
services:
- ref: database_service
type: DatabaseService
options:
backup_server_ip: 192.168.1.16
- ref: database_ftp_client
type: FTPClient
- ref: backup_server
hostname: backup_server
type: server
ip_address: 192.168.1.16
subnet_mask: 255.255.255.0
default_gateway: 192.168.1.1
dns_server: 192.168.1.10
services:
- ref: backup_service
type: FTPServer
- ref: security_suite
hostname: security_suite
type: server
ip_address: 192.168.1.110
subnet_mask: 255.255.255.0
default_gateway: 192.168.1.1
dns_server: 192.168.1.10
network_interfaces:
2: # unfortunately this number is currently meaningless, they're just added in order and take up the next available slot
ip_address: 192.168.10.110
subnet_mask: 255.255.255.0
- ref: client_1
hostname: client_1
type: computer
ip_address: 192.168.10.21
subnet_mask: 255.255.255.0
default_gateway: 192.168.10.1
dns_server: 192.168.1.10
applications:
- ref: data_manipulation_bot
type: DataManipulationBot
options:
port_scan_p_of_success: 0.8
data_manipulation_p_of_success: 0.8
payload: "DELETE"
server_ip: 192.168.1.14
- ref: client_1_web_browser
type: WebBrowser
options:
target_url: http://arcd.com/users/
- ref: client_1_database_client
type: DatabaseClient
options:
db_server_ip: 192.168.1.14
services:
- ref: client_1_dns_client
type: DNSClient
- ref: client_2
hostname: client_2
type: computer
ip_address: 192.168.10.22
subnet_mask: 255.255.255.0
default_gateway: 192.168.10.1
dns_server: 192.168.1.10
applications:
- ref: client_2_web_browser
type: WebBrowser
options:
target_url: http://arcd.com/users/
- ref: data_manipulation_bot
type: DataManipulationBot
options:
port_scan_p_of_success: 0.8
data_manipulation_p_of_success: 0.8
payload: "DELETE"
server_ip: 192.168.1.14
- ref: client_2_database_client
type: DatabaseClient
options:
db_server_ip: 192.168.1.14
services:
- ref: client_2_dns_client
type: DNSClient
links:
- ref: router_1___switch_1
endpoint_a_ref: router_1
endpoint_a_port: 1
endpoint_b_ref: switch_1
endpoint_b_port: 8
- ref: router_1___switch_2
endpoint_a_ref: router_1
endpoint_a_port: 2
endpoint_b_ref: switch_2
endpoint_b_port: 8
- ref: switch_1___domain_controller
endpoint_a_ref: switch_1
endpoint_a_port: 1
endpoint_b_ref: domain_controller
endpoint_b_port: 1
- ref: switch_1___web_server
endpoint_a_ref: switch_1
endpoint_a_port: 2
endpoint_b_ref: web_server
endpoint_b_port: 1
- ref: switch_1___database_server
endpoint_a_ref: switch_1
endpoint_a_port: 3
endpoint_b_ref: database_server
endpoint_b_port: 1
- ref: switch_1___backup_server
endpoint_a_ref: switch_1
endpoint_a_port: 4
endpoint_b_ref: backup_server
endpoint_b_port: 1
- ref: switch_1___security_suite
endpoint_a_ref: switch_1
endpoint_a_port: 7
endpoint_b_ref: security_suite
endpoint_b_port: 1
- ref: switch_2___client_1
endpoint_a_ref: switch_2
endpoint_a_port: 1
endpoint_b_ref: client_1
endpoint_b_port: 1
- ref: switch_2___client_2
endpoint_a_ref: switch_2
endpoint_a_port: 2
endpoint_b_ref: client_2
endpoint_b_port: 1
- ref: switch_2___security_suite
endpoint_a_ref: switch_2
endpoint_a_port: 7
endpoint_b_ref: security_suite
endpoint_b_port: 2

27
tests/integration_tests/game_layer/test_rewards.py
View File

@@ -1,10 +1,15 @@
import yaml
from primaite.game.agent.rewards import GreenAdminDatabaseUnreachablePenalty, WebpageUnavailablePenalty from primaite.game.agent.rewards import GreenAdminDatabaseUnreachablePenalty, WebpageUnavailablePenalty
from primaite.game.game import PrimaiteGame
from primaite.session.environment import PrimaiteGymEnv
from primaite.simulator.network.hardware.nodes.host.server import Server from primaite.simulator.network.hardware.nodes.host.server import Server
from primaite.simulator.network.hardware.nodes.network.router import ACLAction, Router from primaite.simulator.network.hardware.nodes.network.router import ACLAction, Router
from primaite.simulator.network.transmission.network_layer import IPProtocol from primaite.simulator.network.transmission.network_layer import IPProtocol
from primaite.simulator.network.transmission.transport_layer import Port from primaite.simulator.network.transmission.transport_layer import Port
from primaite.simulator.system.applications.database_client import DatabaseClient from primaite.simulator.system.applications.database_client import DatabaseClient
from primaite.simulator.system.services.database.database_service import DatabaseService from primaite.simulator.system.services.database.database_service import DatabaseService
from tests import TEST_ASSETS_ROOT
from tests.conftest import ControlledAgent from tests.conftest import ControlledAgent
@@ -80,3 +85,25 @@ def test_uc2_rewards(game_and_agent):
state = game.get_sim_state() state = game.get_sim_state()
reward_value = comp.calculate(state) reward_value = comp.calculate(state)
assert reward_value == -1.0 assert reward_value == -1.0
def test_shared_reward():
CFG_PATH = TEST_ASSETS_ROOT / "configs/shared_rewards.yaml"
with open(CFG_PATH, "r") as f:
cfg = yaml.safe_load(f)
env = PrimaiteGymEnv(game_config=cfg)
env.reset()
order = env.game._reward_calculation_order
assert order.index("defender") > order.index("client_1_green_user")
assert order.index("defender") > order.index("client_2_green_user")
for step in range(256):
act = env.action_space.sample()
env.step(act)
g1_reward = env.game.agents["client_1_green_user"].reward_function.current_reward
g2_reward = env.game.agents["client_2_green_user"].reward_function.current_reward
blue_reward = env.game.agents["defender"].reward_function.current_reward
assert blue_reward == g1_reward + g2_reward