#1386: remove unneeded configs + setting the seed globally + temp test

src/primaite/config/_package_data/training/training_config_main.yaml

@@ -31,6 +31,16 @@ agent_identifier: PPO
 # 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)

src/primaite/config/training_config.py

@@ -178,6 +178,12 @@ class TrainingConfig:
     file_system_scanning_limit: int = 5
     "The time taken to scan the file system"
 
+    deterministic: bool = False
+    "If true, the training will be deterministic"
+
+    seed: Optional[int] = None
+    "The random number generator seed to be used while training the agent"
+
     @classmethod
     def from_dict(cls, config_dict: Dict[str, Union[str, int, bool]]) -> TrainingConfig:
         """
@@ -201,12 +207,6 @@ class TrainingConfig:
                 config_dict[key] = value[config_dict[key]]
         return TrainingConfig(**config_dict)
 
-    deterministic: bool = False
-    "If true, the training will be deterministic"
-
-    seed: Optional[int] = None
-    "The random number generator seed to be used while training the agent"
-
     def to_dict(self, json_serializable: bool = True):
         """
         Serialise the ``TrainingConfig`` as dict.

src/primaite/environment/primaite_env.py

@@ -2,6 +2,7 @@
 """Main environment module containing the PRIMmary AI Training Evironment (Primaite) class."""
 import copy
 import logging
+import random
 import uuid as uuid
 from pathlib import Path
 from random import choice, randint, sample, uniform
@@ -218,7 +219,7 @@ class Primaite(Env):
             # [0, 3] - action on property (0 = nothing, On / Scan, Off / Repair, Reset / Patch / Restore) # noqa
             # [0, num services] - resolves to service ID (0 = nothing, resolves to service) # noqa
             self.action_dict = self.create_node_action_dict()
-            self.action_space = spaces.Discrete(len(self.action_dict), seed=self.training_config.seed)
+            self.action_space = spaces.Discrete(len(self.action_dict))
         elif self.training_config.action_type == ActionType.ACL:
             _LOGGER.debug("Action space type ACL selected")
             # Terms (for ACL action space):
@@ -229,17 +230,22 @@ class Primaite(Env):
             # [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_dict = self.create_acl_action_dict()
-            self.action_space = spaces.Discrete(len(self.action_dict), seed=self.training_config.seed)
+            self.action_space = spaces.Discrete(len(self.action_dict))
         elif self.training_config.action_type == ActionType.ANY:
             _LOGGER.debug("Action space type ANY selected - Node + ACL")
             self.action_dict = self.create_node_and_acl_action_dict()
-            self.action_space = spaces.Discrete(len(self.action_dict), seed=self.training_config.seed)
+            self.action_space = spaces.Discrete(len(self.action_dict))
         else:
             _LOGGER.error(f"Invalid action type selected: {self.training_config.action_type}")
 
         self.episode_av_reward_writer = SessionOutputWriter(self, transaction_writer=False, learning_session=True)
         self.transaction_writer = SessionOutputWriter(self, transaction_writer=True, learning_session=True)
 
+        # set the seed globally if there is one
+        if self.training_config.seed:
+            random.seed(self.training_config.seed)
+            np.random.seed(self.training_config.seed)
+
     @property
     def actual_episode_count(self) -> int:
         """Shifts the episode_count by -1 for RLlib."""

tests/config/e2e/a2c_deterministic_seeded_training_config.yaml

@@ -1,98 +0,0 @@
-# Main Config File
-
-# Generic config values
-# Choose one of these (dependent on Agent being trained)
-# "STABLE_BASELINES3_PPO"
-# "STABLE_BASELINES3_A2C"
-# "GENERIC"
-agent_identifier: STABLE_BASELINES3_A2C
-# Sets How the Action Space is defined:
-# "NODE"
-# "ACL"
-# "ANY" node and acl actions
-action_type: ANY
-# Number of episodes to run per session
-num_episodes: 3
-# Number of time_steps per episode
-num_steps: 20
-# Time delay between steps (for generic agents)
-time_delay: 1
-# Type of session to be run (TRAINING or EVALUATION)
-session_type: TRAINING
-# Determine whether to load an agent from file
-load_agent: False
-# File path and file name of agent if you're loading one in
-agent_load_file: C:\[Path]\[agent_saved_filename.zip]
-
-# Environment config values
-# The high value for the observation space
-observation_space_high_value: 1000000000
-
-# Reward values
-# Generic
-all_ok: 0
-# Node Operating State
-off_should_be_on: -10
-off_should_be_resetting: -5
-on_should_be_off: -2
-on_should_be_resetting: -5
-resetting_should_be_on: -5
-resetting_should_be_off: -2
-resetting: -3
-# Node O/S or Service State
-good_should_be_patching: 2
-good_should_be_compromised: 5
-good_should_be_overwhelmed: 5
-patching_should_be_good: -5
-patching_should_be_compromised: 2
-patching_should_be_overwhelmed: 2
-patching: -3
-compromised_should_be_good: -20
-compromised_should_be_patching: -20
-compromised_should_be_overwhelmed: -20
-compromised: -20
-overwhelmed_should_be_good: -20
-overwhelmed_should_be_patching: -20
-overwhelmed_should_be_compromised: -20
-overwhelmed: -20
-# Node File System State
-good_should_be_repairing: 2
-good_should_be_restoring: 2
-good_should_be_corrupt: 5
-good_should_be_destroyed: 10
-repairing_should_be_good: -5
-repairing_should_be_restoring: 2
-repairing_should_be_corrupt: 2
-repairing_should_be_destroyed: 0
-repairing: -3
-restoring_should_be_good: -10
-restoring_should_be_repairing: -2
-restoring_should_be_corrupt: 1
-restoring_should_be_destroyed: 2
-restoring: -6
-corrupt_should_be_good: -10
-corrupt_should_be_repairing: -10
-corrupt_should_be_restoring: -10
-corrupt_should_be_destroyed: 2
-corrupt: -10
-destroyed_should_be_good: -20
-destroyed_should_be_repairing: -20
-destroyed_should_be_restoring: -20
-destroyed_should_be_corrupt: -20
-destroyed: -20
-scanning: -2
-# IER status
-red_ier_running: -5
-green_ier_blocked: -10
-
-# 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
-
-# deterministic
-deterministic: False
-seed: 1

tests/config/e2e/a2c_seeded_training_config.yaml

@@ -1,40 +1,94 @@
-# Main Config File
+# Training Config File
 
-# Generic config values
+# Sets which agent algorithm framework will be used.
-# Choose one of these (dependent on Agent being trained)
+# Options are:
-# "STABLE_BASELINES3_PPO"
+# "SB3" (Stable Baselines3)
-# "STABLE_BASELINES3_A2C"
+# "RLLIB" (Ray RLlib)
-# "GENERIC"
+# "CUSTOM" (Custom Agent)
-agent_identifier: STABLE_BASELINES3_A2C
+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: A2C
 
 # Sets whether Red Agent POL and IER is randomised.
 # Options are:
 # True
 # False
-random_red_agent: True
+random_red_agent: False
+
+# The (integer) seed to be used in random number generation
+# Default is None (null)
+seed: 12345
+
+# Set whether the agent will be deterministic instead of stochastic
+# Options are:
+# True
+# False
+deterministic: True
+
+# 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 to run per session
 num_episodes: 10
+
 # Number of time_steps per episode
 num_steps: 256
-# Time delay between steps (for generic agents)
+
-time_delay: 10
+# Sets how often the agent will save a checkpoint (every n time episodes).
-# Type of session to be run (TRAINING or EVALUATION)
+# Set to 0 if no checkpoints are required. Default is 10
-session_type: TRAINING
+checkpoint_every_n_episodes: 0
-# Determine whether to load an agent from file
+
-load_agent: False
+# Time delay (milliseconds) between steps for CUSTOM agents.
-# File path and file name of agent if you're loading one in
+time_delay: 5
-agent_load_file: C:\[Path]\[agent_saved_filename.zip]
+
+# 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_EVAL
 
 # 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

tests/config/e2e/deterministic_test_outputs/deterministic_a2c.csv

@@ -1,61 +0,0 @@
-Timestamp,Episode,Step,Reward,AS_0,OSI_0_0,OSI_0_1,OSI_0_2,OSI_0_3,OSI_0_4,OSI_0_5,OSI_0_6,OSI_1_0,OSI_1_1,OSI_1_2,OSI_1_3,OSI_1_4,OSI_1_5,OSI_1_6,OSI_2_0,OSI_2_1,OSI_2_2,OSI_2_3,OSI_2_4,OSI_2_5,OSI_2_6,OSI_3_0,OSI_3_1,OSI_3_2,OSI_3_3,OSI_3_4,OSI_3_5,OSI_3_6,OSI_4_0,OSI_4_1,OSI_4_2,OSI_4_3,OSI_4_4,OSI_4_5,OSI_4_6,OSI_5_0,OSI_5_1,OSI_5_2,OSI_5_3,OSI_5_4,OSI_5_5,OSI_5_6,OSI_6_0,OSI_6_1,OSI_6_2,OSI_6_3,OSI_6_4,OSI_6_5,OSI_6_6,OSI_7_0,OSI_7_1,OSI_7_2,OSI_7_3,OSI_7_4,OSI_7_5,OSI_7_6,OSI_8_0,OSI_8_1,OSI_8_2,OSI_8_3,OSI_8_4,OSI_8_5,OSI_8_6,OSI_9_0,OSI_9_1,OSI_9_2,OSI_9_3,OSI_9_4,OSI_9_5,OSI_9_6,OSI_10_0,OSI_10_1,OSI_10_2,OSI_10_3,OSI_10_4,OSI_10_5,OSI_10_6,OSI_11_0,OSI_11_1,OSI_11_2,OSI_11_3,OSI_11_4,OSI_11_5,OSI_11_6,OSI_12_0,OSI_12_1,OSI_12_2,OSI_12_3,OSI_12_4,OSI_12_5,OSI_12_6,OSI_13_0,OSI_13_1,OSI_13_2,OSI_13_3,OSI_13_4,OSI_13_5,OSI_13_6,OSI_14_0,OSI_14_1,OSI_14_2,OSI_14_3,OSI_14_4,OSI_14_5,OSI_14_6,OSI_15_0,OSI_15_1,OSI_15_2,OSI_15_3,OSI_15_4,OSI_15_5,OSI_15_6,OSI_16_0,OSI_16_1,OSI_16_2,OSI_16_3,OSI_16_4,OSI_16_5,OSI_16_6,OSI_17_0,OSI_17_1,OSI_17_2,OSI_17_3,OSI_17_4,OSI_17_5,OSI_17_6,OSN_0_0,OSN_0_1,OSN_0_2,OSN_0_3,OSN_0_4,OSN_0_5,OSN_0_6,OSN_1_0,OSN_1_1,OSN_1_2,OSN_1_3,OSN_1_4,OSN_1_5,OSN_1_6,OSN_2_0,OSN_2_1,OSN_2_2,OSN_2_3,OSN_2_4,OSN_2_5,OSN_2_6,OSN_3_0,OSN_3_1,OSN_3_2,OSN_3_3,OSN_3_4,OSN_3_5,OSN_3_6,OSN_4_0,OSN_4_1,OSN_4_2,OSN_4_3,OSN_4_4,OSN_4_5,OSN_4_6,OSN_5_0,OSN_5_1,OSN_5_2,OSN_5_3,OSN_5_4,OSN_5_5,OSN_5_6,OSN_6_0,OSN_6_1,OSN_6_2,OSN_6_3,OSN_6_4,OSN_6_5,OSN_6_6,OSN_7_0,OSN_7_1,OSN_7_2,OSN_7_3,OSN_7_4,OSN_7_5,OSN_7_6,OSN_8_0,OSN_8_1,OSN_8_2,OSN_8_3,OSN_8_4,OSN_8_5,OSN_8_6,OSN_9_0,OSN_9_1,OSN_9_2,OSN_9_3,OSN_9_4,OSN_9_5,OSN_9_6,OSN_10_0,OSN_10_1,OSN_10_2,OSN_10_3,OSN_10_4,OSN_10_5,OSN_10_6,OSN_11_0,OSN_11_1,OSN_11_2,OSN_11_3,OSN_11_4,OSN_11_5,OSN_11_6,OSN_12_0,OSN_12_1,OSN_12_2,OSN_12_3,OSN_12_4,OSN_12_5,OSN_12_6,OSN_13_0,OSN_13_1,OSN_13_2,OSN_13_3,OSN_13_4,OSN_13_5,OSN_13_6,OSN_14_0,OSN_14_1,OSN_14_2,OSN_14_3,OSN_14_4,OSN_14_5,OSN_14_6,OSN_15_0,OSN_15_1,OSN_15_2,OSN_15_3,OSN_15_4,OSN_15_5,OSN_15_6,OSN_16_0,OSN_16_1,OSN_16_2,OSN_16_3,OSN_16_4,OSN_16_5,OSN_16_6,OSN_17_0,OSN_17_1,OSN_17_2,OSN_17_3,OSN_17_4,OSN_17_5,OSN_17_6
-2023-06-20 10:34:31.092446,1,1,0,204,1,1,1,1,1,0,1,2,1,1,1,1,0,0,3,1,1,1,0,0,0,4,1,1,1,1,0,1,5,1,1,1,1,0,1,6,1,1,1,0,0,0,7,1,1,1,1,1,0,8,1,1,1,1,1,1,9,1,1,1,1,0,0,10,0,0,0,0,0,0,11,0,0,0,0,0,0,12,0,0,0,0,0,0,13,0,0,0,0,0,0,14,0,0,0,0,0,0,15,0,0,0,0,0,0,16,0,0,0,0,0,0,17,0,0,0,0,0,0,18,0,0,0,0,0,0,1,1,1,1,1,0,1,2,1,1,1,1,0,0,3,1,1,1,0,0,0,4,1,1,1,1,0,1,5,1,1,1,1,0,1,6,1,1,1,0,0,0,7,1,1,1,1,1,0,8,1,1,1,1,1,1,9,1,1,1,1,0,0,10,0,0,0,70000,0,0,11,0,0,0,70000,0,0,12,0,0,0,140000,0,0,13,0,0,0,0,0,0,14,0,0,0,140000,0,0,15,0,0,0,30000,0,0,16,0,0,0,50000,105000,0,17,0,0,0,10000,105000,0,18,0,0,0,110000,0,0
-2023-06-20 10:34:31.113447,1,2,0,4,1,1,1,1,1,0,1,2,1,1,1,1,0,0,3,1,1,1,0,0,0,4,1,1,1,1,0,1,5,1,1,1,1,0,1,6,1,1,1,0,0,0,7,1,1,1,1,1,0,8,1,1,1,1,1,1,9,1,1,1,1,0,0,10,0,0,0,70000,0,0,11,0,0,0,70000,0,0,12,0,0,0,140000,0,0,13,0,0,0,0,0,0,14,0,0,0,140000,0,0,15,0,0,0,30000,0,0,16,0,0,0,50000,105000,0,17,0,0,0,10000,105000,0,18,0,0,0,110000,0,0,1,1,1,1,1,0,1,2,1,1,1,1,0,0,3,1,1,1,0,0,0,4,1,1,1,1,0,1,5,1,1,1,1,0,1,6,1,1,1,0,0,0,7,1,1,1,1,1,0,8,1,1,1,1,1,1,9,1,1,1,1,0,0,10,0,0,0,70000,0,0,11,0,0,0,70000,0,0,12,0,0,0,140000,0,0,13,0,0,0,0,0,0,14,0,0,0,140000,0,0,15,0,0,0,30000,0,0,16,0,0,0,50000,105000,0,17,0,0,0,10000,105000,0,18,0,0,0,110000,0,0
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-2023-06-20 10:34:32.235457,3,15,0,4,1,1,1,1,1,0,1,2,1,1,1,1,0,0,3,1,1,1,0,0,0,4,1,1,1,1,0,1,5,1,1,1,1,0,1,6,1,1,1,0,0,0,7,1,1,1,1,1,0,8,1,1,1,1,1,1,9,1,1,1,1,0,0,10,0,0,0,70000,0,0,11,0,0,0,70000,0,0,12,0,0,0,140000,0,0,13,0,0,0,0,0,0,14,0,0,0,140000,0,0,15,0,0,0,30000,0,0,16,0,0,0,50000,105000,0,17,0,0,0,10000,105000,0,18,0,0,0,110000,0,0,1,1,1,1,1,0,1,2,1,1,1,1,0,0,3,1,1,1,0,0,0,4,1,1,1,1,0,1,5,1,1,1,1,0,1,6,1,1,1,0,0,0,7,1,1,1,1,1,0,8,1,1,1,1,1,1,9,1,1,1,1,0,0,10,0,0,0,70000,0,0,11,0,0,0,70000,0,0,12,0,0,0,140000,0,0,13,0,0,0,0,0,0,14,0,0,0,140000,0,0,15,0,0,0,30000,0,0,16,0,0,0,50000,105000,0,17,0,0,0,10000,105000,0,18,0,0,0,110000,0,0
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tests/config/e2e/deterministic_test_outputs/deterministic_generic.csv

@@ -1,4 +0,0 @@
-Episode,Average Reward
-0,0
-1,-10.5
-2,-1.0

tests/config/e2e/deterministic_test_outputs/deterministic_ppo.csv

@@ -1,61 +0,0 @@
-Timestamp,Episode,Step,Reward,AS_0,OSI_0_0,OSI_0_1,OSI_0_2,OSI_0_3,OSI_0_4,OSI_0_5,OSI_0_6,OSI_1_0,OSI_1_1,OSI_1_2,OSI_1_3,OSI_1_4,OSI_1_5,OSI_1_6,OSI_2_0,OSI_2_1,OSI_2_2,OSI_2_3,OSI_2_4,OSI_2_5,OSI_2_6,OSI_3_0,OSI_3_1,OSI_3_2,OSI_3_3,OSI_3_4,OSI_3_5,OSI_3_6,OSI_4_0,OSI_4_1,OSI_4_2,OSI_4_3,OSI_4_4,OSI_4_5,OSI_4_6,OSI_5_0,OSI_5_1,OSI_5_2,OSI_5_3,OSI_5_4,OSI_5_5,OSI_5_6,OSI_6_0,OSI_6_1,OSI_6_2,OSI_6_3,OSI_6_4,OSI_6_5,OSI_6_6,OSI_7_0,OSI_7_1,OSI_7_2,OSI_7_3,OSI_7_4,OSI_7_5,OSI_7_6,OSI_8_0,OSI_8_1,OSI_8_2,OSI_8_3,OSI_8_4,OSI_8_5,OSI_8_6,OSI_9_0,OSI_9_1,OSI_9_2,OSI_9_3,OSI_9_4,OSI_9_5,OSI_9_6,OSI_10_0,OSI_10_1,OSI_10_2,OSI_10_3,OSI_10_4,OSI_10_5,OSI_10_6,OSI_11_0,OSI_11_1,OSI_11_2,OSI_11_3,OSI_11_4,OSI_11_5,OSI_11_6,OSI_12_0,OSI_12_1,OSI_12_2,OSI_12_3,OSI_12_4,OSI_12_5,OSI_12_6,OSI_13_0,OSI_13_1,OSI_13_2,OSI_13_3,OSI_13_4,OSI_13_5,OSI_13_6,OSI_14_0,OSI_14_1,OSI_14_2,OSI_14_3,OSI_14_4,OSI_14_5,OSI_14_6,OSI_15_0,OSI_15_1,OSI_15_2,OSI_15_3,OSI_15_4,OSI_15_5,OSI_15_6,OSI_16_0,OSI_16_1,OSI_16_2,OSI_16_3,OSI_16_4,OSI_16_5,OSI_16_6,OSI_17_0,OSI_17_1,OSI_17_2,OSI_17_3,OSI_17_4,OSI_17_5,OSI_17_6,OSN_0_0,OSN_0_1,OSN_0_2,OSN_0_3,OSN_0_4,OSN_0_5,OSN_0_6,OSN_1_0,OSN_1_1,OSN_1_2,OSN_1_3,OSN_1_4,OSN_1_5,OSN_1_6,OSN_2_0,OSN_2_1,OSN_2_2,OSN_2_3,OSN_2_4,OSN_2_5,OSN_2_6,OSN_3_0,OSN_3_1,OSN_3_2,OSN_3_3,OSN_3_4,OSN_3_5,OSN_3_6,OSN_4_0,OSN_4_1,OSN_4_2,OSN_4_3,OSN_4_4,OSN_4_5,OSN_4_6,OSN_5_0,OSN_5_1,OSN_5_2,OSN_5_3,OSN_5_4,OSN_5_5,OSN_5_6,OSN_6_0,OSN_6_1,OSN_6_2,OSN_6_3,OSN_6_4,OSN_6_5,OSN_6_6,OSN_7_0,OSN_7_1,OSN_7_2,OSN_7_3,OSN_7_4,OSN_7_5,OSN_7_6,OSN_8_0,OSN_8_1,OSN_8_2,OSN_8_3,OSN_8_4,OSN_8_5,OSN_8_6,OSN_9_0,OSN_9_1,OSN_9_2,OSN_9_3,OSN_9_4,OSN_9_5,OSN_9_6,OSN_10_0,OSN_10_1,OSN_10_2,OSN_10_3,OSN_10_4,OSN_10_5,OSN_10_6,OSN_11_0,OSN_11_1,OSN_11_2,OSN_11_3,OSN_11_4,OSN_11_5,OSN_11_6,OSN_12_0,OSN_12_1,OSN_12_2,OSN_12_3,OSN_12_4,OSN_12_5,OSN_12_6,OSN_13_0,OSN_13_1,OSN_13_2,OSN_13_3,OSN_13_4,OSN_13_5,OSN_13_6,OSN_14_0,OSN_14_1,OSN_14_2,OSN_14_3,OSN_14_4,OSN_14_5,OSN_14_6,OSN_15_0,OSN_15_1,OSN_15_2,OSN_15_3,OSN_15_4,OSN_15_5,OSN_15_6,OSN_16_0,OSN_16_1,OSN_16_2,OSN_16_3,OSN_16_4,OSN_16_5,OSN_16_6,OSN_17_0,OSN_17_1,OSN_17_2,OSN_17_3,OSN_17_4,OSN_17_5,OSN_17_6
-2023-06-20 10:31:20.769116,1,1,0,1084,1,1,1,1,1,0,1,2,1,1,1,1,0,0,3,1,1,1,0,0,0,4,1,1,1,1,0,1,5,1,1,1,1,0,1,6,1,1,1,0,0,0,7,1,1,1,1,1,0,8,1,1,1,1,1,1,9,1,1,1,1,0,0,10,0,0,0,0,0,0,11,0,0,0,0,0,0,12,0,0,0,0,0,0,13,0,0,0,0,0,0,14,0,0,0,0,0,0,15,0,0,0,0,0,0,16,0,0,0,0,0,0,17,0,0,0,0,0,0,18,0,0,0,0,0,0,1,1,1,1,1,0,1,2,1,1,1,1,0,0,3,1,1,1,0,0,0,4,1,1,1,1,0,1,5,1,1,1,1,0,1,6,1,1,1,0,0,0,7,1,1,1,1,1,0,8,1,1,1,1,1,1,9,1,1,1,1,0,0,10,0,0,0,70000,0,0,11,0,0,0,70000,0,0,12,0,0,0,140000,0,0,13,0,0,0,0,0,0,14,0,0,0,140000,0,0,15,0,0,0,30000,0,0,16,0,0,0,50000,105000,0,17,0,0,0,10000,105000,0,18,0,0,0,110000,0,0
-2023-06-20 10:31:20.772116,1,2,0,1487,1,1,1,1,1,0,1,2,1,1,1,1,0,0,3,1,1,1,0,0,0,4,1,1,1,1,0,1,5,1,1,1,1,0,1,6,1,1,1,0,0,0,7,1,1,1,1,1,0,8,1,1,1,1,1,1,9,1,1,1,1,0,0,10,0,0,0,70000,0,0,11,0,0,0,70000,0,0,12,0,0,0,140000,0,0,13,0,0,0,0,0,0,14,0,0,0,140000,0,0,15,0,0,0,30000,0,0,16,0,0,0,50000,105000,0,17,0,0,0,10000,105000,0,18,0,0,0,110000,0,0,1,1,1,1,1,0,1,2,1,1,1,1,0,0,3,1,1,1,0,0,0,4,1,1,1,1,0,1,5,1,1,1,1,0,1,6,1,1,1,0,0,0,7,1,1,1,1,1,0,8,1,1,1,1,1,1,9,1,1,1,1,0,0,10,0,0,0,70000,0,0,11,0,0,0,70000,0,0,12,0,0,0,140000,0,0,13,0,0,0,0,0,0,14,0,0,0,140000,0,0,15,0,0,0,30000,0,0,16,0,0,0,50000,105000,0,17,0,0,0,10000,105000,0,18,0,0,0,110000,0,0
-2023-06-20 10:31:20.775116,1,3,0,1487,1,1,1,1,1,0,1,2,1,1,1,1,0,0,3,1,1,1,0,0,0,4,1,1,1,1,0,1,5,1,1,1,1,0,1,6,1,1,1,0,0,0,7,1,1,1,1,1,0,8,1,1,1,1,1,1,9,1,1,1,1,0,0,10,0,0,0,70000,0,0,11,0,0,0,70000,0,0,12,0,0,0,140000,0,0,13,0,0,0,0,0,0,14,0,0,0,140000,0,0,15,0,0,0,30000,0,0,16,0,0,0,50000,105000,0,17,0,0,0,10000,105000,0,18,0,0,0,110000,0,0,1,1,1,1,1,0,1,2,1,1,1,1,0,0,3,1,1,1,0,0,0,4,1,1,1,1,0,1,5,1,1,1,1,0,1,6,1,1,1,0,0,0,7,1,1,1,1,1,0,8,1,1,1,1,1,1,9,1,1,1,1,0,0,10,0,0,0,70000,0,0,11,0,0,0,70000,0,0,12,0,0,0,140000,0,0,13,0,0,0,0,0,0,14,0,0,0,140000,0,0,15,0,0,0,30000,0,0,16,0,0,0,50000,105000,0,17,0,0,0,10000,105000,0,18,0,0,0,110000,0,0
-2023-06-20 10:31:20.778116,1,4,0,1487,1,1,1,1,1,0,1,2,1,1,1,1,0,0,3,1,1,1,0,0,0,4,1,1,1,1,0,1,5,1,1,1,1,0,1,6,1,1,1,0,0,0,7,1,1,1,1,1,0,8,1,1,1,1,1,1,9,1,1,1,1,0,0,10,0,0,0,70000,0,0,11,0,0,0,70000,0,0,12,0,0,0,140000,0,0,13,0,0,0,0,0,0,14,0,0,0,140000,0,0,15,0,0,0,30000,0,0,16,0,0,0,50000,105000,0,17,0,0,0,10000,105000,0,18,0,0,0,110000,0,0,1,1,1,1,1,0,1,2,1,1,1,1,0,0,3,1,1,1,0,0,0,4,1,1,1,1,0,1,5,1,1,1,1,0,1,6,1,1,1,0,0,0,7,1,1,1,1,1,0,8,1,1,1,1,1,1,9,1,1,1,1,0,0,10,0,0,0,70000,0,0,11,0,0,0,70000,0,0,12,0,0,0,140000,0,0,13,0,0,0,0,0,0,14,0,0,0,140000,0,0,15,0,0,0,30000,0,0,16,0,0,0,50000,105000,0,17,0,0,0,10000,105000,0,18,0,0,0,110000,0,0
-2023-06-20 10:31:20.781116,1,5,0,1487,1,1,1,1,1,0,1,2,1,1,1,1,0,0,3,1,1,1,0,0,0,4,1,1,1,1,0,1,5,1,1,1,1,0,1,6,1,1,1,0,0,0,7,1,1,1,1,1,0,8,1,1,1,1,1,1,9,1,1,1,1,0,0,10,0,0,0,70000,0,0,11,0,0,0,70000,0,0,12,0,0,0,140000,0,0,13,0,0,0,0,0,0,14,0,0,0,140000,0,0,15,0,0,0,30000,0,0,16,0,0,0,50000,105000,0,17,0,0,0,10000,105000,0,18,0,0,0,110000,0,0,1,1,1,1,1,0,1,2,1,1,1,1,0,0,3,1,1,1,0,0,0,4,1,1,1,1,0,1,5,1,1,1,1,0,1,6,1,1,1,0,0,0,7,1,1,1,1,1,0,8,1,1,1,1,1,1,9,1,1,1,1,0,0,10,0,0,0,70000,0,0,11,0,0,0,70000,0,0,12,0,0,0,140000,0,0,13,0,0,0,0,0,0,14,0,0,0,140000,0,0,15,0,0,0,30000,0,0,16,0,0,0,50000,105000,0,17,0,0,0,10000,105000,0,18,0,0,0,110000,0,0
-2023-06-20 10:31:20.785116,1,6,0,1487,1,1,1,1,1,0,1,2,1,1,1,1,0,0,3,1,1,1,0,0,0,4,1,1,1,1,0,1,5,1,1,1,1,0,1,6,1,1,1,0,0,0,7,1,1,1,1,1,0,8,1,1,1,1,1,1,9,1,1,1,1,0,0,10,0,0,0,70000,0,0,11,0,0,0,70000,0,0,12,0,0,0,140000,0,0,13,0,0,0,0,0,0,14,0,0,0,140000,0,0,15,0,0,0,30000,0,0,16,0,0,0,50000,105000,0,17,0,0,0,10000,105000,0,18,0,0,0,110000,0,0,1,1,1,1,1,0,1,2,1,1,1,1,0,0,3,1,1,1,0,0,0,4,1,1,1,1,0,1,5,1,1,1,1,0,1,6,1,1,1,0,0,0,7,1,1,1,1,1,0,8,1,1,1,1,1,1,9,1,1,1,1,0,0,10,0,0,0,70000,0,0,11,0,0,0,70000,0,0,12,0,0,0,140000,0,0,13,0,0,0,0,0,0,14,0,0,0,140000,0,0,15,0,0,0,30000,0,0,16,0,0,0,50000,105000,0,17,0,0,0,10000,105000,0,18,0,0,0,110000,0,0
-2023-06-20 10:31:20.788116,1,7,0,1487,1,1,1,1,1,0,1,2,1,1,1,1,0,0,3,1,1,1,0,0,0,4,1,1,1,1,0,1,5,1,1,1,1,0,1,6,1,1,1,0,0,0,7,1,1,1,1,1,0,8,1,1,1,1,1,1,9,1,1,1,1,0,0,10,0,0,0,70000,0,0,11,0,0,0,70000,0,0,12,0,0,0,140000,0,0,13,0,0,0,0,0,0,14,0,0,0,140000,0,0,15,0,0,0,30000,0,0,16,0,0,0,50000,105000,0,17,0,0,0,10000,105000,0,18,0,0,0,110000,0,0,1,1,1,1,1,0,1,2,1,1,1,1,0,0,3,1,1,1,0,0,0,4,1,1,1,1,0,1,5,1,1,1,1,0,1,6,1,1,1,0,0,0,7,1,1,1,1,1,0,8,1,1,1,1,1,1,9,1,1,1,1,0,0,10,0,0,0,70000,0,0,11,0,0,0,70000,0,0,12,0,0,0,140000,0,0,13,0,0,0,0,0,0,14,0,0,0,140000,0,0,15,0,0,0,30000,0,0,16,0,0,0,50000,105000,0,17,0,0,0,10000,105000,0,18,0,0,0,110000,0,0
-2023-06-20 10:31:20.791116,1,8,0,1487,1,1,1,1,1,0,1,2,1,1,1,1,0,0,3,1,1,1,0,0,0,4,1,1,1,1,0,1,5,1,1,1,1,0,1,6,1,1,1,0,0,0,7,1,1,1,1,1,0,8,1,1,1,1,1,1,9,1,1,1,1,0,0,10,0,0,0,70000,0,0,11,0,0,0,70000,0,0,12,0,0,0,140000,0,0,13,0,0,0,0,0,0,14,0,0,0,140000,0,0,15,0,0,0,30000,0,0,16,0,0,0,50000,105000,0,17,0,0,0,10000,105000,0,18,0,0,0,110000,0,0,1,1,1,1,1,0,1,2,1,1,1,1,0,0,3,1,1,1,0,0,0,4,1,1,1,1,0,1,5,1,1,1,1,0,1,6,1,1,1,0,0,0,7,1,1,1,1,1,0,8,1,1,1,1,1,1,9,1,1,1,1,0,0,10,0,0,0,70000,0,0,11,0,0,0,70000,0,0,12,0,0,0,140000,0,0,13,0,0,0,0,0,0,14,0,0,0,140000,0,0,15,0,0,0,30000,0,0,16,0,0,0,50000,105000,0,17,0,0,0,10000,105000,0,18,0,0,0,110000,0,0
-2023-06-20 10:31:20.794116,1,9,0,1487,1,1,1,1,1,0,1,2,1,1,1,1,0,0,3,1,1,1,0,0,0,4,1,1,1,1,0,1,5,1,1,1,1,0,1,6,1,1,1,0,0,0,7,1,1,1,1,1,0,8,1,1,1,1,1,1,9,1,1,1,1,0,0,10,0,0,0,70000,0,0,11,0,0,0,70000,0,0,12,0,0,0,140000,0,0,13,0,0,0,0,0,0,14,0,0,0,140000,0,0,15,0,0,0,30000,0,0,16,0,0,0,50000,105000,0,17,0,0,0,10000,105000,0,18,0,0,0,110000,0,0,1,1,1,1,1,0,1,2,1,1,1,1,0,0,3,1,1,1,0,0,0,4,1,1,1,1,0,1,5,1,1,1,1,0,1,6,1,1,1,0,0,0,7,1,1,1,1,1,0,8,1,1,1,1,1,1,9,1,1,1,1,0,0,10,0,0,0,70000,0,0,11,0,0,0,70000,0,0,12,0,0,0,140000,0,0,13,0,0,0,0,0,0,14,0,0,0,140000,0,0,15,0,0,0,30000,0,0,16,0,0,0,50000,105000,0,17,0,0,0,10000,105000,0,18,0,0,0,110000,0,0
-2023-06-20 10:31:20.797116,1,10,0,1487,1,1,1,1,1,0,1,2,1,1,1,1,0,0,3,1,1,1,0,0,0,4,1,1,1,1,0,1,5,1,1,1,1,0,1,6,1,1,1,0,0,0,7,1,1,1,1,1,0,8,1,1,1,1,1,1,9,1,1,1,1,0,0,10,0,0,0,70000,0,0,11,0,0,0,70000,0,0,12,0,0,0,140000,0,0,13,0,0,0,0,0,0,14,0,0,0,140000,0,0,15,0,0,0,30000,0,0,16,0,0,0,50000,105000,0,17,0,0,0,10000,105000,0,18,0,0,0,110000,0,0,1,1,1,1,1,0,1,2,1,1,1,1,0,0,3,1,1,1,0,0,0,4,1,1,1,1,0,1,5,1,1,1,1,0,1,6,1,1,1,0,0,0,7,1,1,1,1,1,0,8,1,1,1,1,1,1,9,1,1,1,1,0,0,10,0,0,0,70000,0,0,11,0,0,0,70000,0,0,12,0,0,0,140000,0,0,13,0,0,0,0,0,0,14,0,0,0,140000,0,0,15,0,0,0,30000,0,0,16,0,0,0,50000,105000,0,17,0,0,0,10000,105000,0,18,0,0,0,110000,0,0
-2023-06-20 10:31:20.803115,1,11,0,1487,1,1,1,1,1,0,1,2,1,1,1,1,0,0,3,1,1,1,0,0,0,4,1,1,1,1,0,1,5,1,1,1,1,0,1,6,1,1,1,0,0,0,7,1,1,1,1,1,0,8,1,1,1,1,1,1,9,1,1,1,1,0,0,10,0,0,0,70000,0,0,11,0,0,0,70000,0,0,12,0,0,0,140000,0,0,13,0,0,0,0,0,0,14,0,0,0,140000,0,0,15,0,0,0,30000,0,0,16,0,0,0,50000,105000,0,17,0,0,0,10000,105000,0,18,0,0,0,110000,0,0,1,1,1,1,1,0,1,2,1,1,1,1,0,0,3,1,1,1,0,0,0,4,1,1,1,1,0,1,5,1,1,1,1,0,1,6,1,1,1,0,0,0,7,1,1,1,1,1,0,8,1,1,1,1,1,1,9,1,1,1,1,0,0,10,0,0,0,70000,0,0,11,0,0,0,70000,0,0,12,0,0,0,140000,0,0,13,0,0,0,0,0,0,14,0,0,0,140000,0,0,15,0,0,0,30000,0,0,16,0,0,0,50000,105000,0,17,0,0,0,10000,105000,0,18,0,0,0,110000,0,0
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-2023-06-20 10:31:20.978118,3,18,0,1487,1,1,1,1,1,0,1,2,1,1,1,1,0,0,3,1,1,1,0,0,0,4,1,1,1,1,0,1,5,1,1,1,1,0,1,6,1,1,1,0,0,0,7,1,1,1,1,1,0,8,1,1,1,1,1,1,9,1,1,1,1,0,0,10,0,0,0,70000,0,0,11,0,0,0,70000,0,0,12,0,0,0,140000,0,0,13,0,0,0,0,0,0,14,0,0,0,140000,0,0,15,0,0,0,30000,0,0,16,0,0,0,50000,105000,0,17,0,0,0,10000,105000,0,18,0,0,0,110000,0,0,1,1,1,1,1,0,1,2,1,1,1,1,0,0,3,1,1,1,0,0,0,4,1,1,1,1,0,1,5,1,1,1,1,0,1,6,1,1,1,0,0,0,7,1,1,1,1,1,0,8,1,1,1,1,1,1,9,1,1,1,1,0,0,10,0,0,0,70000,0,0,11,0,0,0,70000,0,0,12,0,0,0,140000,0,0,13,0,0,0,0,0,0,14,0,0,0,140000,0,0,15,0,0,0,30000,0,0,16,0,0,0,50000,105000,0,17,0,0,0,10000,105000,0,18,0,0,0,110000,0,0
-2023-06-20 10:31:20.981118,3,19,0,1487,1,1,1,1,1,0,1,2,1,1,1,1,0,0,3,1,1,1,0,0,0,4,1,1,1,1,0,1,5,1,1,1,1,0,1,6,1,1,1,0,0,0,7,1,1,1,1,1,0,8,1,1,1,1,1,1,9,1,1,1,1,0,0,10,0,0,0,70000,0,0,11,0,0,0,70000,0,0,12,0,0,0,140000,0,0,13,0,0,0,0,0,0,14,0,0,0,140000,0,0,15,0,0,0,30000,0,0,16,0,0,0,50000,105000,0,17,0,0,0,10000,105000,0,18,0,0,0,110000,0,0,1,1,1,1,1,0,1,2,1,1,1,1,0,0,3,1,1,1,0,0,0,4,1,1,1,1,0,1,5,1,1,1,1,0,1,6,1,1,1,0,0,0,7,1,1,1,1,1,0,8,1,1,1,1,1,1,9,1,1,1,1,0,0,10,0,0,0,70000,0,0,11,0,0,0,70000,0,0,12,0,0,0,140000,0,0,13,0,0,0,0,0,0,14,0,0,0,140000,0,0,15,0,0,0,30000,0,0,16,0,0,0,50000,105000,0,17,0,0,0,10000,105000,0,18,0,0,0,110000,0,0
-2023-06-20 10:31:20.987118,3,20,0,1487,1,1,1,1,1,0,1,2,1,1,1,1,0,0,3,1,1,1,0,0,0,4,1,1,1,1,0,1,5,1,1,1,1,0,1,6,1,1,1,0,0,0,7,1,1,1,1,1,0,8,1,1,1,1,1,1,9,1,1,1,1,0,0,10,0,0,0,70000,0,0,11,0,0,0,70000,0,0,12,0,0,0,140000,0,0,13,0,0,0,0,0,0,14,0,0,0,140000,0,0,15,0,0,0,30000,0,0,16,0,0,0,50000,105000,0,17,0,0,0,10000,105000,0,18,0,0,0,110000,0,0,1,1,1,1,1,0,1,2,1,1,1,1,0,0,3,1,1,1,0,0,0,4,1,1,1,1,0,1,5,1,1,1,1,0,1,6,1,1,1,0,0,0,7,1,1,1,1,1,0,8,1,1,1,1,1,1,9,1,1,1,1,0,0,10,0,0,0,70000,0,0,11,0,0,0,70000,0,0,12,0,0,0,140000,0,0,13,0,0,0,0,0,0,14,0,0,0,140000,0,0,15,0,0,0,30000,0,0,16,0,0,0,50000,105000,0,17,0,0,0,10000,105000,0,18,0,0,0,110000,0,0

tests/config/e2e/generic_deterministic_seeded_training_config.yaml

@@ -1,98 +0,0 @@
-# Main Config File
-
-# Generic config values
-# Choose one of these (dependent on Agent being trained)
-# "STABLE_BASELINES3_PPO"
-# "STABLE_BASELINES3_A2C"
-# "GENERIC"
-agent_identifier: GENERIC
-# Sets How the Action Space is defined:
-# "NODE"
-# "ACL"
-# "ANY" node and acl actions
-action_type: ANY
-# Number of episodes to run per session
-num_episodes: 3
-# Number of time_steps per episode
-num_steps: 20
-# Time delay between steps (for generic agents)
-time_delay: 1
-# Type of session to be run (TRAINING or EVALUATION)
-session_type: TRAINING
-# Determine whether to load an agent from file
-load_agent: False
-# File path and file name of agent if you're loading one in
-agent_load_file: C:\[Path]\[agent_saved_filename.zip]
-
-# Environment config values
-# The high value for the observation space
-observation_space_high_value: 1000000000
-
-# Reward values
-# Generic
-all_ok: 0
-# Node Operating State
-off_should_be_on: -10
-off_should_be_resetting: -5
-on_should_be_off: -2
-on_should_be_resetting: -5
-resetting_should_be_on: -5
-resetting_should_be_off: -2
-resetting: -3
-# Node O/S or Service State
-good_should_be_patching: 2
-good_should_be_compromised: 5
-good_should_be_overwhelmed: 5
-patching_should_be_good: -5
-patching_should_be_compromised: 2
-patching_should_be_overwhelmed: 2
-patching: -3
-compromised_should_be_good: -20
-compromised_should_be_patching: -20
-compromised_should_be_overwhelmed: -20
-compromised: -20
-overwhelmed_should_be_good: -20
-overwhelmed_should_be_patching: -20
-overwhelmed_should_be_compromised: -20
-overwhelmed: -20
-# Node File System State
-good_should_be_repairing: 2
-good_should_be_restoring: 2
-good_should_be_corrupt: 5
-good_should_be_destroyed: 10
-repairing_should_be_good: -5
-repairing_should_be_restoring: 2
-repairing_should_be_corrupt: 2
-repairing_should_be_destroyed: 0
-repairing: -3
-restoring_should_be_good: -10
-restoring_should_be_repairing: -2
-restoring_should_be_corrupt: 1
-restoring_should_be_destroyed: 2
-restoring: -6
-corrupt_should_be_good: -10
-corrupt_should_be_repairing: -10
-corrupt_should_be_restoring: -10
-corrupt_should_be_destroyed: 2
-corrupt: -10
-destroyed_should_be_good: -20
-destroyed_should_be_repairing: -20
-destroyed_should_be_restoring: -20
-destroyed_should_be_corrupt: -20
-destroyed: -20
-scanning: -2
-# IER status
-red_ier_running: -5
-green_ier_blocked: -10
-
-# 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
-
-# deterministic
-deterministic: False
-seed: 1

tests/config/e2e/ppo_deterministic_seeded_training_config.yaml

@@ -1,98 +0,0 @@
-# Main Config File
-
-# Generic config values
-# Choose one of these (dependent on Agent being trained)
-# "STABLE_BASELINES3_PPO"
-# "STABLE_BASELINES3_A2C"
-# "GENERIC"
-agent_identifier: STABLE_BASELINES3_PPO
-# Sets How the Action Space is defined:
-# "NODE"
-# "ACL"
-# "ANY" node and acl actions
-action_type: ANY
-# Number of episodes to run per session
-num_episodes: 3
-# Number of time_steps per episode
-num_steps: 20
-# Time delay between steps (for generic agents)
-time_delay: 1
-# Type of session to be run (TRAINING or EVALUATION)
-session_type: TRAINING
-# Determine whether to load an agent from file
-load_agent: False
-# File path and file name of agent if you're loading one in
-agent_load_file: C:\[Path]\[agent_saved_filename.zip]
-
-# Environment config values
-# The high value for the observation space
-observation_space_high_value: 1000000000
-
-# Reward values
-# Generic
-all_ok: 0
-# Node Operating State
-off_should_be_on: -10
-off_should_be_resetting: -5
-on_should_be_off: -2
-on_should_be_resetting: -5
-resetting_should_be_on: -5
-resetting_should_be_off: -2
-resetting: -3
-# Node O/S or Service State
-good_should_be_patching: 2
-good_should_be_compromised: 5
-good_should_be_overwhelmed: 5
-patching_should_be_good: -5
-patching_should_be_compromised: 2
-patching_should_be_overwhelmed: 2
-patching: -3
-compromised_should_be_good: -20
-compromised_should_be_patching: -20
-compromised_should_be_overwhelmed: -20
-compromised: -20
-overwhelmed_should_be_good: -20
-overwhelmed_should_be_patching: -20
-overwhelmed_should_be_compromised: -20
-overwhelmed: -20
-# Node File System State
-good_should_be_repairing: 2
-good_should_be_restoring: 2
-good_should_be_corrupt: 5
-good_should_be_destroyed: 10
-repairing_should_be_good: -5
-repairing_should_be_restoring: 2
-repairing_should_be_corrupt: 2
-repairing_should_be_destroyed: 0
-repairing: -3
-restoring_should_be_good: -10
-restoring_should_be_repairing: -2
-restoring_should_be_corrupt: 1
-restoring_should_be_destroyed: 2
-restoring: -6
-corrupt_should_be_good: -10
-corrupt_should_be_repairing: -10
-corrupt_should_be_restoring: -10
-corrupt_should_be_destroyed: 2
-corrupt: -10
-destroyed_should_be_good: -20
-destroyed_should_be_repairing: -20
-destroyed_should_be_restoring: -20
-destroyed_should_be_corrupt: -20
-destroyed: -20
-scanning: -2
-# IER status
-red_ier_running: -5
-green_ier_blocked: -10
-
-# 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
-
-# deterministic
-deterministic: False
-seed: 1

tests/config/e2e/ppo_seeded_training_config.yaml

@@ -0,0 +1,155 @@
+# 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: 67890
+
+# Set whether the agent will be deterministic instead of stochastic
+# Options are:
+# True
+# False
+deterministic: True
+
+# 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 to run per session
+num_episodes: 10
+
+# Number of time_steps per episode
+num_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_EVAL
+
+# 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: -10
+off_should_be_resetting: -5
+on_should_be_off: -2
+on_should_be_resetting: -5
+resetting_should_be_on: -5
+resetting_should_be_off: -2
+resetting: -3
+# Node Software or Service State
+good_should_be_patching: 2
+good_should_be_compromised: 5
+good_should_be_overwhelmed: 5
+patching_should_be_good: -5
+patching_should_be_compromised: 2
+patching_should_be_overwhelmed: 2
+patching: -3
+compromised_should_be_good: -20
+compromised_should_be_patching: -20
+compromised_should_be_overwhelmed: -20
+compromised: -20
+overwhelmed_should_be_good: -20
+overwhelmed_should_be_patching: -20
+overwhelmed_should_be_compromised: -20
+overwhelmed: -20
+# Node File System State
+good_should_be_repairing: 2
+good_should_be_restoring: 2
+good_should_be_corrupt: 5
+good_should_be_destroyed: 10
+repairing_should_be_good: -5
+repairing_should_be_restoring: 2
+repairing_should_be_corrupt: 2
+repairing_should_be_destroyed: 0
+repairing: -3
+restoring_should_be_good: -10
+restoring_should_be_repairing: -2
+restoring_should_be_corrupt: 1
+restoring_should_be_destroyed: 2
+restoring: -6
+corrupt_should_be_good: -10
+corrupt_should_be_repairing: -10
+corrupt_should_be_restoring: -10
+corrupt_should_be_destroyed: 2
+corrupt: -10
+destroyed_should_be_good: -20
+destroyed_should_be_repairing: -20
+destroyed_should_be_restoring: -20
+destroyed_should_be_corrupt: -20
+destroyed: -20
+scanning: -2
+# IER status
+red_ier_running: -5
+green_ier_blocked: -10
+
+# 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

tests/conftest.py

@@ -8,7 +8,6 @@ from pathlib import Path
 from typing import Dict, Union
 from unittest.mock import patch
 
-import pandas as pd
 import pytest
 
 from primaite import getLogger
@@ -186,36 +185,3 @@ def run_generic(env, config_values):
         # env.reset()
 
     # env.close()
-
-
-def compare_file_content(output_a_file_path: str, output_b_file_path: str):
-    """Function used to check if output of both given files are the same."""
-    with open(output_a_file_path) as f1:
-        with open(output_b_file_path) as f2:
-            f1_content = f1.read()
-            f2_content = f2.read()
-
-            # check that both files are not empty and are matching
-            if len(f1_content) > 0 and len(f2_content) > 0 and f1_content == f2_content:
-                # both files have the same content
-                return True
-            # both files have different content
-            print(f"{output_a_file_path} and {output_b_file_path} has different contents")
-
-            return False
-
-
-def compare_transaction_file(output_a_file_path: str, output_b_file_path: str):
-    """Function used to check if contents of transaction files are the same."""
-    # load output a file
-    data_a = pd.read_csv(output_a_file_path)
-
-    # load output b file
-    data_b = pd.read_csv(output_b_file_path)
-
-    # remove the time stamp column
-    data_a.drop("Timestamp", inplace=True, axis=1)
-    data_b.drop("Timestamp", inplace=True, axis=1)
-
-    # if the comparison is empty, both files are the same i.e. True
-    return data_a.compare(data_b).empty

tests/e2e_integration_tests/conftest.py

@@ -0,0 +1,21 @@
+from __future__ import annotations
+
+from pathlib import Path
+
+import polars as pl
+
+
+def compare_transaction_file(output_a_file_path: str | Path, output_b_file_path: str | Path):
+    """Function used to check if contents of transaction files are the same."""
+    # load output a file
+    data_a = pl.read_csv(output_a_file_path)
+
+    # load output b file
+    data_b = pl.read_csv(output_b_file_path)
+
+    # remove the time stamp column
+    data_a = data_a.drop("Timestamp")
+    data_b = data_b.drop("Timestamp")
+
+    # if the comparison is empty, both files are the same i.e. True
+    return data_a.frame_equal(data_b)

tests/e2e_integration_tests/test_session_repeatability.py

@@ -1,3 +1,57 @@
-def temp():
+"""
-    """TODO rewrite tests."""
+Seed tests.
-    pass
+
+These tests will train an agent.
+This agent is then loaded and evaluated twice,
+the 2 evaluation wuns should be the same.
+
+This proves that the seed works.
+"""
+import time
+
+from primaite.config.lay_down_config import dos_very_basic_config_path
+from primaite.primaite_session import PrimaiteSession
+from tests import TEST_CONFIG_ROOT
+
+
+def test_seeded_sessions():
+    """Test to see if seed works in multiple sessions."""
+    # ppo training session
+    ppo_train = PrimaiteSession(TEST_CONFIG_ROOT / "e2e/ppo_seeded_training_config.yaml", dos_very_basic_config_path())
+    # train agent
+    ppo_train.setup()
+    ppo_train.learn()
+    ppo_train.close()
+
+    # agent path to use for evaluation
+    path_prefix = f"{ppo_train._training_config.agent_framework}_{ppo_train._training_config.agent_identifier}"
+    agent_path = ppo_train.session_path / f"{path_prefix}_{ppo_train.timestamp_str}.zip"
+
+    ppo_session_1 = PrimaiteSession(
+        TEST_CONFIG_ROOT / "e2e/ppo_seeded_training_config.yaml", dos_very_basic_config_path()
+    )
+
+    # load trained agent
+    ppo_session_1._training_config.agent_load_file = agent_path
+    ppo_session_1.setup()
+    time.sleep(1)
+
+    ppo_session_2 = PrimaiteSession(
+        TEST_CONFIG_ROOT / "e2e/ppo_seeded_training_config.yaml", dos_very_basic_config_path()
+    )
+
+    # load trained agent
+    ppo_session_2._training_config.agent_load_file = agent_path
+    ppo_session_2.setup()
+
+    # run evaluation
+    ppo_session_1.evaluate()
+    ppo_session_1.close()
+    ppo_session_2.evaluate()
+    ppo_session_2.close()
+
+    # compare output
+    # assert compare_transaction_file(
+    #     ppo_session_1.evaluation_path / f"all_transactions_{ppo_session_1.timestamp_str}.csv",
+    #     ppo_session_2.evaluation_path / f"all_transactions_{ppo_session_2.timestamp_str}.csv"
+    # ) is True