diff --git a/.gitignore b/.gitignore
index ef1050e6..3f3bbf05 100644
--- a/.gitignore
+++ b/.gitignore
@@ -147,3 +147,4 @@ docs/source/primaite-dependencies.rst
 
 # outputs
 src/primaite/outputs/
+/benchmark/output/
diff --git a/benchmark/config/benchmark_training_config.yaml b/benchmark/config/benchmark_training_config.yaml
new file mode 100644
index 00000000..06186e26
--- /dev/null
+++ b/benchmark/config/benchmark_training_config.yaml
@@ -0,0 +1,163 @@
+# 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: 500
+
+# 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
diff --git a/benchmark/primaite_benchmark.py b/benchmark/primaite_benchmark.py
new file mode 100644
index 00000000..8c947435
--- /dev/null
+++ b/benchmark/primaite_benchmark.py
@@ -0,0 +1,452 @@
+import json
+import platform
+import shutil
+import sys
+from datetime import datetime
+from pathlib import Path
+from typing import Any, Dict, Final, Optional, Tuple, Union
+from unittest.mock import patch
+
+import GPUtil
+import plotly.graph_objects as go
+import polars as pl
+import psutil
+import yaml
+from plotly.graph_objs import Figure
+from pylatex import Command, Document
+from pylatex import Figure as LatexFigure
+from pylatex import Section, Subsection, Tabular
+from pylatex.utils import bold
+
+import primaite
+from primaite.config.lay_down_config import data_manipulation_config_path
+from primaite.data_viz.session_plots import get_plotly_config
+from primaite.environment.primaite_env import Primaite
+from primaite.primaite_session import PrimaiteSession
+
+_LOGGER = primaite.getLogger(__name__)
+
+_BENCHMARK_ROOT = Path(__file__).parent
+_RESULTS_ROOT: Final[Path] = _BENCHMARK_ROOT / "results"
+_RESULTS_ROOT.mkdir(exist_ok=True, parents=True)
+
+_OUTPUT_ROOT: Final[Path] = _BENCHMARK_ROOT / "output"
+# Clear and recreate the output directory
+if _OUTPUT_ROOT.exists():
+    shutil.rmtree(_OUTPUT_ROOT)
+_OUTPUT_ROOT.mkdir()
+
+_TRAINING_CONFIG_PATH = _BENCHMARK_ROOT / "config" / "benchmark_training_config.yaml"
+_LAY_DOWN_CONFIG_PATH = data_manipulation_config_path()
+
+
+def get_size(size_bytes: int):
+    """
+    Scale bytes to its proper format.
+
+    e.g:
+        1253656 => '1.20MB'
+        1253656678 => '1.17GB'
+
+    :
+    """
+    factor = 1024
+    for unit in ["", "K", "M", "G", "T", "P"]:
+        if size_bytes < factor:
+            return f"{size_bytes:.2f}{unit}B"
+        size_bytes /= factor
+
+
+def _get_system_info() -> Dict:
+    """Builds and returns a dict containing system info."""
+    uname = platform.uname()
+    cpu_freq = psutil.cpu_freq()
+    virtual_mem = psutil.virtual_memory()
+    swap_mem = psutil.swap_memory()
+    gpus = GPUtil.getGPUs()
+    return {
+        "System": {
+            "OS": uname.system,
+            "OS Version": uname.version,
+            "Machine": uname.machine,
+            "Processor": uname.processor,
+        },
+        "CPU": {
+            "Physical Cores": psutil.cpu_count(logical=False),
+            "Total Cores": psutil.cpu_count(logical=True),
+            "Max Frequency": f"{cpu_freq.max:.2f}Mhz",
+        },
+        "Memory": {"Total": get_size(virtual_mem.total), "Swap Total": get_size(swap_mem.total)},
+        "GPU": [{"Name": gpu.name, "Total Memory": f"{gpu.memoryTotal}MB"} for gpu in gpus],
+    }
+
+
+def _build_benchmark_latex_report(
+    benchmark_metadata_dict: Dict, this_version_plot_path: Path, all_version_plot_path: Path
+):
+    geometry_options = {"tmargin": "2.5cm", "rmargin": "2.5cm", "bmargin": "2.5cm", "lmargin": "2.5cm"}
+    data = benchmark_metadata_dict
+    primaite_version = data["primaite_version"]
+
+    # Create a new document
+    doc = Document("report", geometry_options=geometry_options)
+    # Title
+    doc.preamble.append(Command("title", f"PrimAITE {primaite_version} Learning Benchmark"))
+    doc.preamble.append(Command("author", "PrimAITE Dev Team"))
+    doc.preamble.append(Command("date", datetime.now().date()))
+    doc.append(Command("maketitle"))
+
+    sessions = data["total_sessions"]
+    episodes = data["training_config"]["num_train_episodes"]
+    steps = data["training_config"]["num_train_steps"]
+
+    # Body
+    with doc.create(Section("Introduction")):
+        doc.append(
+            f"PrimAITE v{primaite_version} was benchmarked automatically upon release. Learning rate metrics "
+            f"were captured to be referenced during system-level testing and user acceptance testing (UAT)."
+        )
+        doc.append(
+            f"\nThe benchmarking process consists of running {sessions} training session using the same "
+            f"training and lay down config files. Each session trains an agent for {episodes} episodes, "
+            f"with each episode consisting of {steps} steps."
+        )
+        doc.append(
+            f"\nThe mean reward per episode from each session is captured. This is then used to calculate a "
+            f"combined average reward per episode from the {sessions} individual sessions for smoothing. "
+            f"Finally, a 25-widow rolling average of the combined average reward per session is calculated for "
+            f"further smoothing."
+        )
+
+    with doc.create(Section("System Information")):
+        with doc.create(Subsection("Python")):
+            with doc.create(Tabular("|l|l|")) as table:
+                table.add_hline()
+                table.add_row((bold("Version"), sys.version))
+                table.add_hline()
+        for section, section_data in data["system_info"].items():
+            if section_data:
+                with doc.create(Subsection(section)):
+                    if isinstance(section_data, dict):
+                        with doc.create(Tabular("|l|l|")) as table:
+                            table.add_hline()
+                            for key, value in section_data.items():
+                                table.add_row((bold(key), value))
+                                table.add_hline()
+                    elif isinstance(section_data, list):
+                        headers = section_data[0].keys()
+                        tabs_str = "|".join(["l" for _ in range(len(headers))])
+                        tabs_str = f"|{tabs_str}|"
+                        with doc.create(Tabular(tabs_str)) as table:
+                            table.add_hline()
+                            table.add_row([bold(h) for h in headers])
+                            table.add_hline()
+                            for item in section_data:
+                                table.add_row(item.values())
+                                table.add_hline()
+
+    headers_map = {
+        "total_sessions": "Total Sessions",
+        "total_episodes": "Total Episodes",
+        "total_time_steps": "Total Steps",
+        "av_s_per_session": "Av Session Duration (s)",
+        "av_s_per_step": "Av Step Duration (s)",
+        "av_s_per_100_steps_10_nodes": "Av Duration per 100 Steps per 10 Nodes (s)",
+    }
+    with doc.create(Section("Stats")):
+        with doc.create(Subsection("Benchmark Results")):
+            with doc.create(Tabular("|l|l|")) as table:
+                table.add_hline()
+                for section, header in headers_map.items():
+                    if section.startswith("av_"):
+                        table.add_row((bold(header), f"{data[section]:.4f}"))
+                    else:
+                        table.add_row((bold(header), data[section]))
+                    table.add_hline()
+
+    with doc.create(Section("Graphs")):
+        with doc.create(Subsection(f"PrimAITE {primaite_version} Learning Benchmark Plot")):
+            with doc.create(LatexFigure(position="h!")) as pic:
+                pic.add_image(str(this_version_plot_path))
+                pic.add_caption(f"PrimAITE {primaite_version} Learning Benchmark Plot")
+
+        with doc.create(Subsection("PrimAITE All Versions Learning Benchmark Plot")):
+            with doc.create(LatexFigure(position="h!")) as pic:
+                pic.add_image(str(all_version_plot_path))
+                pic.add_caption("PrimAITE All Versions Learning Benchmark Plot")
+
+    doc.generate_pdf(str(this_version_plot_path).replace(".png", ""), clean_tex=True)
+
+
+class BenchmarkPrimaiteSession(PrimaiteSession):
+    """A benchmarking primaite session."""
+
+    def __init__(
+        self,
+        training_config_path: Union[str, Path],
+        lay_down_config_path: Union[str, Path],
+    ):
+        super().__init__(training_config_path, lay_down_config_path)
+        self.setup()
+
+    @property
+    def env(self) -> Primaite:
+        """Direct access to the env for ease of testing."""
+        return self._agent_session._env  # noqa
+
+    def __enter__(self):
+        return self
+
+    def __exit__(self, type, value, tb):
+        shutil.rmtree(self.session_path)
+        _LOGGER.debug(f"Deleted benchmark session directory: {self.session_path}")
+
+    def _learn_benchmark_durations(self) -> Tuple[float, float, float]:
+        """
+        Calculate and return the learning benchmark durations.
+
+        Calculates the:
+        - Total learning time in seconds
+        - Total learning time per time step in seconds
+        - Total learning time per 100 time steps per 10 nodes in seconds
+
+        :return: The learning benchmark durations as a Tuple of three floats:
+            Tuple[total_s, s_per_step, s_per_100_steps_10_nodes].
+        """
+        data = self.metadata_file_as_dict()
+        start_dt = datetime.fromisoformat(data["start_datetime"])
+        end_dt = datetime.fromisoformat(data["end_datetime"])
+        delta = end_dt - start_dt
+        total_s = delta.total_seconds()
+
+        total_steps = data["learning"]["total_time_steps"]
+        s_per_step = total_s / total_steps
+
+        num_nodes = self.env.num_nodes
+        num_intervals = total_steps / 100
+        av_interval_time = total_s / num_intervals
+        s_per_100_steps_10_nodes = av_interval_time / (num_nodes / 10)
+
+        return total_s, s_per_step, s_per_100_steps_10_nodes
+
+    def learn_metadata_dict(self) -> Dict[str, Any]:
+        """Metadata specific to the learning session."""
+        total_s, s_per_step, s_per_100_steps_10_nodes = self._learn_benchmark_durations()
+        return {
+            "total_episodes": self.env.actual_episode_count,
+            "total_time_steps": self.env.total_step_count,
+            "total_s": total_s,
+            "s_per_step": s_per_step,
+            "s_per_100_steps_10_nodes": s_per_100_steps_10_nodes,
+            "av_reward_per_episode": self.learn_av_reward_per_episode_dict(),
+        }
+
+
+def _get_benchmark_session_path(session_timestamp: datetime) -> Path:
+    return _OUTPUT_ROOT / session_timestamp.strftime("%Y-%m-%d_%H-%M-%S")
+
+
+def _get_benchmark_primaite_session() -> BenchmarkPrimaiteSession:
+    with patch("primaite.agents.agent_abc.get_session_path", _get_benchmark_session_path) as mck:
+        mck.session_timestamp = datetime.now()
+        return BenchmarkPrimaiteSession(_TRAINING_CONFIG_PATH, _LAY_DOWN_CONFIG_PATH)
+
+
+def _build_benchmark_results_dict(start_datetime: datetime, metadata_dict: Dict) -> dict:
+    n = len(metadata_dict)
+    with open(_TRAINING_CONFIG_PATH, "r") as file:
+        training_config_dict = yaml.safe_load(file)
+    with open(_LAY_DOWN_CONFIG_PATH, "r") as file:
+        lay_down_config_dict = yaml.safe_load(file)
+    averaged_data = {
+        "start_timestamp": start_datetime.isoformat(),
+        "end_datetime": datetime.now().isoformat(),
+        "primaite_version": primaite.__version__,
+        "system_info": _get_system_info(),
+        "total_sessions": n,
+        "total_episodes": sum(d["total_episodes"] for d in metadata_dict.values()),
+        "total_time_steps": sum(d["total_time_steps"] for d in metadata_dict.values()),
+        "av_s_per_session": sum(d["total_s"] for d in metadata_dict.values()) / n,
+        "av_s_per_step": sum(d["s_per_step"] for d in metadata_dict.values()) / n,
+        "av_s_per_100_steps_10_nodes": sum(d["s_per_100_steps_10_nodes"] for d in metadata_dict.values()) / n,
+        "combined_av_reward_per_episode": {},
+        "session_av_reward_per_episode": {k: v["av_reward_per_episode"] for k, v in metadata_dict.items()},
+        "training_config": training_config_dict,
+        "lay_down_config": lay_down_config_dict,
+    }
+
+    episodes = metadata_dict[1]["av_reward_per_episode"].keys()
+
+    for episode in episodes:
+        combined_av_reward = sum(metadata_dict[k]["av_reward_per_episode"][episode] for k in metadata_dict.keys()) / n
+        averaged_data["combined_av_reward_per_episode"][episode] = combined_av_reward
+
+    return averaged_data
+
+
+def _get_df_from_episode_av_reward_dict(data: Dict):
+    data: Dict = {"episode": data.keys(), "av_reward": data.values()}
+
+    return (
+        pl.from_dict(data)
+        .with_columns(rolling_mean=pl.col("av_reward").rolling_mean(window_size=25))
+        .rename({"rolling_mean": "rolling_av_reward"})
+    )
+
+
+def _plot_benchmark_metadata(
+    benchmark_metadata_dict: Dict,
+    title: Optional[str] = None,
+    subtitle: Optional[str] = None,
+) -> Figure:
+    if title:
+        if subtitle:
+            title = f"{title} <br>{subtitle}</sup>"
+    else:
+        if subtitle:
+            title = subtitle
+
+    config = get_plotly_config()
+    layout = go.Layout(
+        autosize=config["size"]["auto_size"],
+        width=config["size"]["width"],
+        height=config["size"]["height"],
+    )
+    # Create the line graph with a colored line
+    fig = go.Figure(layout=layout)
+    fig.update_layout(template=config["template"])
+
+    for session, av_reward_dict in benchmark_metadata_dict["session_av_reward_per_episode"].items():
+        df = _get_df_from_episode_av_reward_dict(av_reward_dict)
+        fig.add_trace(
+            go.Scatter(
+                x=df["episode"],
+                y=df["av_reward"],
+                mode="lines",
+                name=f"Session {session}",
+                opacity=0.25,
+                line={"color": "#a6a6a6"},
+            )
+        )
+
+    df = _get_df_from_episode_av_reward_dict(benchmark_metadata_dict["combined_av_reward_per_episode"])
+    fig.add_trace(
+        go.Scatter(
+            x=df["episode"], y=df["av_reward"], mode="lines", name="Combined Session Av", line={"color": "#FF0000"}
+        )
+    )
+
+    fig.add_trace(
+        go.Scatter(
+            x=df["episode"],
+            y=df["rolling_av_reward"],
+            mode="lines",
+            name="Rolling Av (Combined Session Av)",
+            line={"color": "#4CBB17"},
+        )
+    )
+
+    # Set the layout of the graph
+    fig.update_layout(
+        xaxis={
+            "title": "Episode",
+            "type": "linear",
+        },
+        yaxis={"title": "Average Reward"},
+        title=title,
+    )
+
+    return fig
+
+
+def _plot_all_benchmarks_combined_session_av():
+    """
+    Plot the Benchmark results for each released version of PrimAITE.
+
+    Does this by iterating over the ``benchmark/results`` directory and
+    extracting the benchmark metadata json for each version that has been
+    benchmarked. The combined_av_reward_per_episode is extracted from each,
+    converted into a polars dataframe, and plotted as a scatter line in plotly.
+    """
+    title = "PrimAITE Versions Learning Benchmark"
+    subtitle = "Rolling Av (Combined Session Av)"
+    if title:
+        if subtitle:
+            title = f"{title} <br>{subtitle}</sup>"
+    else:
+        if subtitle:
+            title = subtitle
+    config = get_plotly_config()
+    layout = go.Layout(
+        autosize=config["size"]["auto_size"],
+        width=config["size"]["width"],
+        height=config["size"]["height"],
+    )
+    # Create the line graph with a colored line
+    fig = go.Figure(layout=layout)
+    fig.update_layout(template=config["template"])
+
+    for dir in _RESULTS_ROOT.iterdir():
+        if dir.is_dir():
+            metadata_file = dir / f"{dir.name}_benchmark_metadata.json"
+            with open(metadata_file, "r") as file:
+                metadata_dict = json.load(file)
+            df = _get_df_from_episode_av_reward_dict(metadata_dict["combined_av_reward_per_episode"])
+
+            fig.add_trace(
+                go.Scatter(
+                    x=df["episode"], y=df["rolling_av_reward"], mode="lines", name=dir.name, line={"color": "#FF0000"}
+                )
+            )
+
+    # Set the layout of the graph
+    fig.update_layout(
+        xaxis={
+            "title": "Episode",
+            "type": "linear",
+        },
+        yaxis={"title": "Average Reward"},
+        title=title,
+    )
+    fig["data"][0]["showlegend"] = True
+
+    return fig
+
+
+def run():
+    """Run the PrimAITE benchmark."""
+    start_datetime = datetime.now()
+    av_reward_per_episode_dicts = {}
+    for i in range(1, 11):
+        print(f"Starting Benchmark Session: {i}")
+        with _get_benchmark_primaite_session() as session:
+            session.learn()
+            av_reward_per_episode_dicts[i] = session.learn_metadata_dict()
+
+    benchmark_metadata = _build_benchmark_results_dict(
+        start_datetime=start_datetime, metadata_dict=av_reward_per_episode_dicts
+    )
+    v_str = f"v{primaite.__version__}"
+
+    version_result_dir = _RESULTS_ROOT / v_str
+    if version_result_dir.exists():
+        shutil.rmtree(version_result_dir)
+    version_result_dir.mkdir(exist_ok=True, parents=True)
+
+    with open(version_result_dir / f"{v_str}_benchmark_metadata.json", "w") as file:
+        json.dump(benchmark_metadata, file, indent=4)
+    title = f"PrimAITE v{primaite.__version__.strip()} Learning Benchmark"
+    fig = _plot_benchmark_metadata(benchmark_metadata, title=title)
+    this_version_plot_path = version_result_dir / f"{title}.png"
+    fig.write_image(this_version_plot_path)
+
+    fig = _plot_all_benchmarks_combined_session_av()
+
+    all_version_plot_path = _RESULTS_ROOT / "PrimAITE Versions Learning Benchmark.png"
+    fig.write_image(all_version_plot_path)
+
+    _build_benchmark_latex_report(benchmark_metadata, this_version_plot_path, all_version_plot_path)
+
+
+if __name__ == "__main__":
+    run()
diff --git a/benchmark/results/PrimAITE Versions Learning Benchmark.png b/benchmark/results/PrimAITE Versions Learning Benchmark.png
new file mode 100644
index 00000000..b17c8e7c
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diff --git a/benchmark/results/v2.0.0rc1/PrimAITE v2.0.0rc1 Learning Benchmark.pdf b/benchmark/results/v2.0.0rc1/PrimAITE v2.0.0rc1 Learning Benchmark.pdf
new file mode 100644
index 00000000..1c705b61
Binary files /dev/null and b/benchmark/results/v2.0.0rc1/PrimAITE v2.0.0rc1 Learning Benchmark.pdf differ
diff --git a/benchmark/results/v2.0.0rc1/PrimAITE v2.0.0rc1 Learning Benchmark.png b/benchmark/results/v2.0.0rc1/PrimAITE v2.0.0rc1 Learning Benchmark.png
new file mode 100644
index 00000000..17a49d83
Binary files /dev/null and b/benchmark/results/v2.0.0rc1/PrimAITE v2.0.0rc1 Learning Benchmark.png differ
diff --git a/benchmark/results/v2.0.0rc1/v2.0.0rc1_benchmark_metadata.json b/benchmark/results/v2.0.0rc1/v2.0.0rc1_benchmark_metadata.json
new file mode 100644
index 00000000..2b1e64dd
--- /dev/null
+++ b/benchmark/results/v2.0.0rc1/v2.0.0rc1_benchmark_metadata.json
@@ -0,0 +1,6351 @@
+{
+    "start_timestamp": "2023-07-19T23:19:08.191904",
+    "end_datetime": "2023-07-20T01:44:45.071152",
+    "primaite_version": "2.0.0rc1",
+    "system_info": {
+        "System": {
+            "OS": "Windows",
+            "OS Version": "10.0.19045",
+            "Machine": "AMD64",
+            "Processor": "Intel64 Family 6 Model 142 Stepping 12, GenuineIntel"
+        },
+        "CPU": {
+            "Physical Cores": 4,
+            "Total Cores": 8,
+            "Max Frequency": "2304.00Mhz"
+        },
+        "Memory": {
+            "Total": "15.68GB",
+            "Swap Total": "9.00GB"
+        },
+        "GPU": []
+    },
+    "total_sessions": 10,
+    "total_episodes": 5000,
+    "total_time_steps": 1280000,
+    "av_s_per_session": 872.4458769999999,
+    "av_s_per_step": 0.0068159834140625,
+    "av_s_per_100_steps_10_nodes": 0.7573314904513889,
+    "combined_av_reward_per_episode": {
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+        "green_ier_blocked": -0.001,
+        "os_patching_duration": 5,
+        "node_reset_duration": 5,
+        "service_patching_duration": 5,
+        "file_system_repairing_limit": 5,
+        "file_system_restoring_limit": 5,
+        "file_system_scanning_limit": 5
+    },
+    "lay_down_config": [
+        {
+            "item_type": "PORTS",
+            "ports_list": [
+                {
+                    "port": "80"
+                },
+                {
+                    "port": "1433"
+                },
+                {
+                    "port": "53"
+                }
+            ]
+        },
+        {
+            "item_type": "SERVICES",
+            "service_list": [
+                {
+                    "name": "TCP"
+                },
+                {
+                    "name": "TCP_SQL"
+                },
+                {
+                    "name": "UDP"
+                }
+            ]
+        },
+        {
+            "item_type": "NODE",
+            "node_id": "1",
+            "name": "CLIENT_1",
+            "node_class": "SERVICE",
+            "node_type": "COMPUTER",
+            "priority": "P5",
+            "hardware_state": "ON",
+            "ip_address": "192.168.10.11",
+            "software_state": "GOOD",
+            "file_system_state": "GOOD",
+            "services": [
+                {
+                    "name": "TCP",
+                    "port": "80",
+                    "state": "GOOD"
+                },
+                {
+                    "name": "UDP",
+                    "port": "53",
+                    "state": "GOOD"
+                }
+            ]
+        },
+        {
+            "item_type": "NODE",
+            "node_id": "2",
+            "name": "CLIENT_2",
+            "node_class": "SERVICE",
+            "node_type": "COMPUTER",
+            "priority": "P5",
+            "hardware_state": "ON",
+            "ip_address": "192.168.10.12",
+            "software_state": "GOOD",
+            "file_system_state": "GOOD",
+            "services": [
+                {
+                    "name": "TCP",
+                    "port": "80",
+                    "state": "GOOD"
+                }
+            ]
+        },
+        {
+            "item_type": "NODE",
+            "node_id": "3",
+            "name": "SWITCH_1",
+            "node_class": "ACTIVE",
+            "node_type": "SWITCH",
+            "priority": "P2",
+            "hardware_state": "ON",
+            "ip_address": "192.168.10.1",
+            "software_state": "GOOD",
+            "file_system_state": "GOOD"
+        },
+        {
+            "item_type": "NODE",
+            "node_id": "4",
+            "name": "SECURITY_SUITE",
+            "node_class": "SERVICE",
+            "node_type": "SERVER",
+            "priority": "P5",
+            "hardware_state": "ON",
+            "ip_address": "192.168.1.10",
+            "software_state": "GOOD",
+            "file_system_state": "GOOD",
+            "services": [
+                {
+                    "name": "TCP",
+                    "port": "80",
+                    "state": "GOOD"
+                },
+                {
+                    "name": "UDP",
+                    "port": "53",
+                    "state": "GOOD"
+                }
+            ]
+        },
+        {
+            "item_type": "NODE",
+            "node_id": "5",
+            "name": "MANAGEMENT_CONSOLE",
+            "node_class": "SERVICE",
+            "node_type": "SERVER",
+            "priority": "P5",
+            "hardware_state": "ON",
+            "ip_address": "192.168.1.12",
+            "software_state": "GOOD",
+            "file_system_state": "GOOD",
+            "services": [
+                {
+                    "name": "TCP",
+                    "port": "80",
+                    "state": "GOOD"
+                },
+                {
+                    "name": "UDP",
+                    "port": "53",
+                    "state": "GOOD"
+                }
+            ]
+        },
+        {
+            "item_type": "NODE",
+            "node_id": "6",
+            "name": "SWITCH_2",
+            "node_class": "ACTIVE",
+            "node_type": "SWITCH",
+            "priority": "P2",
+            "hardware_state": "ON",
+            "ip_address": "192.168.2.1",
+            "software_state": "GOOD",
+            "file_system_state": "GOOD"
+        },
+        {
+            "item_type": "NODE",
+            "node_id": "7",
+            "name": "WEB_SERVER",
+            "node_class": "SERVICE",
+            "node_type": "SERVER",
+            "priority": "P5",
+            "hardware_state": "ON",
+            "ip_address": "192.168.2.10",
+            "software_state": "GOOD",
+            "file_system_state": "GOOD",
+            "services": [
+                {
+                    "name": "TCP",
+                    "port": "80",
+                    "state": "GOOD"
+                },
+                {
+                    "name": "TCP_SQL",
+                    "port": "1433",
+                    "state": "GOOD"
+                }
+            ]
+        },
+        {
+            "item_type": "NODE",
+            "node_id": "8",
+            "name": "DATABASE_SERVER",
+            "node_class": "SERVICE",
+            "node_type": "SERVER",
+            "priority": "P5",
+            "hardware_state": "ON",
+            "ip_address": "192.168.2.14",
+            "software_state": "GOOD",
+            "file_system_state": "GOOD",
+            "services": [
+                {
+                    "name": "TCP",
+                    "port": "80",
+                    "state": "GOOD"
+                },
+                {
+                    "name": "TCP_SQL",
+                    "port": "1433",
+                    "state": "GOOD"
+                },
+                {
+                    "name": "UDP",
+                    "port": "53",
+                    "state": "GOOD"
+                }
+            ]
+        },
+        {
+            "item_type": "NODE",
+            "node_id": "9",
+            "name": "BACKUP_SERVER",
+            "node_class": "SERVICE",
+            "node_type": "SERVER",
+            "priority": "P5",
+            "hardware_state": "ON",
+            "ip_address": "192.168.2.16",
+            "software_state": "GOOD",
+            "file_system_state": "GOOD",
+            "services": [
+                {
+                    "name": "TCP",
+                    "port": "80",
+                    "state": "GOOD"
+                }
+            ]
+        },
+        {
+            "item_type": "LINK",
+            "id": "10",
+            "name": "LINK_1",
+            "bandwidth": 1000000000,
+            "source": "1",
+            "destination": "3"
+        },
+        {
+            "item_type": "LINK",
+            "id": "11",
+            "name": "LINK_2",
+            "bandwidth": 1000000000,
+            "source": "2",
+            "destination": "3"
+        },
+        {
+            "item_type": "LINK",
+            "id": "12",
+            "name": "LINK_3",
+            "bandwidth": 1000000000,
+            "source": "3",
+            "destination": "4"
+        },
+        {
+            "item_type": "LINK",
+            "id": "13",
+            "name": "LINK_4",
+            "bandwidth": 1000000000,
+            "source": "3",
+            "destination": "5"
+        },
+        {
+            "item_type": "LINK",
+            "id": "14",
+            "name": "LINK_5",
+            "bandwidth": 1000000000,
+            "source": "4",
+            "destination": "6"
+        },
+        {
+            "item_type": "LINK",
+            "id": "15",
+            "name": "LINK_6",
+            "bandwidth": 1000000000,
+            "source": "5",
+            "destination": "6"
+        },
+        {
+            "item_type": "LINK",
+            "id": "16",
+            "name": "LINK_7",
+            "bandwidth": 1000000000,
+            "source": "6",
+            "destination": "7"
+        },
+        {
+            "item_type": "LINK",
+            "id": "17",
+            "name": "LINK_8",
+            "bandwidth": 1000000000,
+            "source": "6",
+            "destination": "8"
+        },
+        {
+            "item_type": "LINK",
+            "id": "18",
+            "name": "LINK_9",
+            "bandwidth": 1000000000,
+            "source": "6",
+            "destination": "9"
+        },
+        {
+            "item_type": "GREEN_IER",
+            "id": "19",
+            "start_step": 1,
+            "end_step": 256,
+            "load": 10000,
+            "protocol": "TCP",
+            "port": "80",
+            "source": "1",
+            "destination": "7",
+            "mission_criticality": 5
+        },
+        {
+            "item_type": "GREEN_IER",
+            "id": "20",
+            "start_step": 1,
+            "end_step": 256,
+            "load": 10000,
+            "protocol": "TCP",
+            "port": "80",
+            "source": "7",
+            "destination": "1",
+            "mission_criticality": 5
+        },
+        {
+            "item_type": "GREEN_IER",
+            "id": "21",
+            "start_step": 1,
+            "end_step": 256,
+            "load": 10000,
+            "protocol": "TCP",
+            "port": "80",
+            "source": "2",
+            "destination": "7",
+            "mission_criticality": 5
+        },
+        {
+            "item_type": "GREEN_IER",
+            "id": "22",
+            "start_step": 1,
+            "end_step": 256,
+            "load": 10000,
+            "protocol": "TCP",
+            "port": "80",
+            "source": "7",
+            "destination": "2",
+            "mission_criticality": 5
+        },
+        {
+            "item_type": "GREEN_IER",
+            "id": "23",
+            "start_step": 1,
+            "end_step": 256,
+            "load": 5000,
+            "protocol": "TCP_SQL",
+            "port": "1433",
+            "source": "7",
+            "destination": "8",
+            "mission_criticality": 5
+        },
+        {
+            "item_type": "GREEN_IER",
+            "id": "24",
+            "start_step": 1,
+            "end_step": 256,
+            "load": 100000,
+            "protocol": "TCP_SQL",
+            "port": "1433",
+            "source": "8",
+            "destination": "7",
+            "mission_criticality": 5
+        },
+        {
+            "item_type": "GREEN_IER",
+            "id": "25",
+            "start_step": 1,
+            "end_step": 256,
+            "load": 50000,
+            "protocol": "TCP",
+            "port": "80",
+            "source": "1",
+            "destination": "9",
+            "mission_criticality": 2
+        },
+        {
+            "item_type": "GREEN_IER",
+            "id": "26",
+            "start_step": 1,
+            "end_step": 256,
+            "load": 50000,
+            "protocol": "TCP",
+            "port": "80",
+            "source": "2",
+            "destination": "9",
+            "mission_criticality": 2
+        },
+        {
+            "item_type": "GREEN_IER",
+            "id": "27",
+            "start_step": 1,
+            "end_step": 256,
+            "load": 5000,
+            "protocol": "TCP",
+            "port": "80",
+            "source": "5",
+            "destination": "7",
+            "mission_criticality": 1
+        },
+        {
+            "item_type": "GREEN_IER",
+            "id": "28",
+            "start_step": 1,
+            "end_step": 256,
+            "load": 5000,
+            "protocol": "TCP",
+            "port": "80",
+            "source": "7",
+            "destination": "5",
+            "mission_criticality": 1
+        },
+        {
+            "item_type": "GREEN_IER",
+            "id": "29",
+            "start_step": 1,
+            "end_step": 256,
+            "load": 5000,
+            "protocol": "TCP",
+            "port": "80",
+            "source": "5",
+            "destination": "8",
+            "mission_criticality": 1
+        },
+        {
+            "item_type": "GREEN_IER",
+            "id": "30",
+            "start_step": 1,
+            "end_step": 256,
+            "load": 5000,
+            "protocol": "TCP",
+            "port": "80",
+            "source": "8",
+            "destination": "5",
+            "mission_criticality": 1
+        },
+        {
+            "item_type": "GREEN_IER",
+            "id": "31",
+            "start_step": 1,
+            "end_step": 256,
+            "load": 5000,
+            "protocol": "TCP",
+            "port": "80",
+            "source": "5",
+            "destination": "9",
+            "mission_criticality": 1
+        },
+        {
+            "item_type": "GREEN_IER",
+            "id": "32",
+            "start_step": 1,
+            "end_step": 256,
+            "load": 5000,
+            "protocol": "TCP",
+            "port": "80",
+            "source": "9",
+            "destination": "5",
+            "mission_criticality": 1
+        },
+        {
+            "item_type": "ACL_RULE",
+            "id": "33",
+            "permission": "ALLOW",
+            "source": "192.168.10.11",
+            "destination": "192.168.2.10",
+            "protocol": "ANY",
+            "port": "ANY",
+            "position": 0
+        },
+        {
+            "item_type": "ACL_RULE",
+            "id": "34",
+            "permission": "ALLOW",
+            "source": "192.168.10.11",
+            "destination": "192.168.2.14",
+            "protocol": "ANY",
+            "port": "ANY",
+            "position": 1
+        },
+        {
+            "item_type": "ACL_RULE",
+            "id": "35",
+            "permission": "ALLOW",
+            "source": "192.168.10.12",
+            "destination": "192.168.2.14",
+            "protocol": "ANY",
+            "port": "ANY",
+            "position": 2
+        },
+        {
+            "item_type": "ACL_RULE",
+            "id": "36",
+            "permission": "ALLOW",
+            "source": "192.168.10.12",
+            "destination": "192.168.2.10",
+            "protocol": "ANY",
+            "port": "ANY",
+            "position": 3
+        },
+        {
+            "item_type": "ACL_RULE",
+            "id": "37",
+            "permission": "ALLOW",
+            "source": "192.168.2.10",
+            "destination": "192.168.10.11",
+            "protocol": "ANY",
+            "port": "ANY",
+            "position": 4
+        },
+        {
+            "item_type": "ACL_RULE",
+            "id": "38",
+            "permission": "ALLOW",
+            "source": "192.168.2.10",
+            "destination": "192.168.10.12",
+            "protocol": "ANY",
+            "port": "ANY",
+            "position": 5
+        },
+        {
+            "item_type": "ACL_RULE",
+            "id": "39",
+            "permission": "ALLOW",
+            "source": "192.168.2.10",
+            "destination": "192.168.2.14",
+            "protocol": "ANY",
+            "port": "ANY",
+            "position": 6
+        },
+        {
+            "item_type": "ACL_RULE",
+            "id": "40",
+            "permission": "ALLOW",
+            "source": "192.168.2.14",
+            "destination": "192.168.2.10",
+            "protocol": "ANY",
+            "port": "ANY",
+            "position": 7
+        },
+        {
+            "item_type": "ACL_RULE",
+            "id": "41",
+            "permission": "ALLOW",
+            "source": "192.168.10.11",
+            "destination": "192.168.2.16",
+            "protocol": "ANY",
+            "port": "ANY",
+            "position": 8
+        },
+        {
+            "item_type": "ACL_RULE",
+            "id": "42",
+            "permission": "ALLOW",
+            "source": "192.168.10.12",
+            "destination": "192.168.2.16",
+            "protocol": "ANY",
+            "port": "ANY",
+            "position": 9
+        },
+        {
+            "item_type": "ACL_RULE",
+            "id": "43",
+            "permission": "ALLOW",
+            "source": "192.168.1.12",
+            "destination": "192.168.2.10",
+            "protocol": "ANY",
+            "port": "ANY",
+            "position": 10
+        },
+        {
+            "item_type": "ACL_RULE",
+            "id": "44",
+            "permission": "ALLOW",
+            "source": "192.168.1.12",
+            "destination": "192.168.2.14",
+            "protocol": "ANY",
+            "port": "ANY",
+            "position": 11
+        },
+        {
+            "item_type": "ACL_RULE",
+            "id": "45",
+            "permission": "ALLOW",
+            "source": "192.168.1.12",
+            "destination": "192.168.2.16",
+            "protocol": "ANY",
+            "port": "ANY",
+            "position": 12
+        },
+        {
+            "item_type": "ACL_RULE",
+            "id": "46",
+            "permission": "ALLOW",
+            "source": "192.168.2.10",
+            "destination": "192.168.1.12",
+            "protocol": "ANY",
+            "port": "ANY",
+            "position": 13
+        },
+        {
+            "item_type": "ACL_RULE",
+            "id": "47",
+            "permission": "ALLOW",
+            "source": "192.168.2.14",
+            "destination": "192.168.1.12",
+            "protocol": "ANY",
+            "port": "ANY",
+            "position": 14
+        },
+        {
+            "item_type": "ACL_RULE",
+            "id": "48",
+            "permission": "ALLOW",
+            "source": "192.168.2.16",
+            "destination": "192.168.1.12",
+            "protocol": "ANY",
+            "port": "ANY",
+            "position": 15
+        },
+        {
+            "item_type": "ACL_RULE",
+            "id": "49",
+            "permission": "DENY",
+            "source": "ANY",
+            "destination": "ANY",
+            "protocol": "ANY",
+            "port": "ANY",
+            "position": 16
+        },
+        {
+            "item_type": "RED_POL",
+            "id": "50",
+            "start_step": 50,
+            "end_step": 50,
+            "targetNodeId": "1",
+            "initiator": "DIRECT",
+            "type": "SERVICE",
+            "protocol": "UDP",
+            "state": "COMPROMISED",
+            "sourceNodeId": "NA",
+            "sourceNodeService": "NA",
+            "sourceNodeServiceState": "NA"
+        },
+        {
+            "item_type": "RED_IER",
+            "id": "51",
+            "start_step": 75,
+            "end_step": 105,
+            "load": 10000,
+            "protocol": "UDP",
+            "port": "53",
+            "source": "1",
+            "destination": "8",
+            "mission_criticality": 0
+        },
+        {
+            "item_type": "RED_POL",
+            "id": "52",
+            "start_step": 100,
+            "end_step": 100,
+            "targetNodeId": "8",
+            "initiator": "IER",
+            "type": "SERVICE",
+            "protocol": "UDP",
+            "state": "COMPROMISED",
+            "sourceNodeId": "NA",
+            "sourceNodeService": "NA",
+            "sourceNodeServiceState": "NA"
+        },
+        {
+            "item_type": "RED_POL",
+            "id": "53",
+            "start_step": 105,
+            "end_step": 105,
+            "targetNodeId": "8",
+            "initiator": "SERVICE",
+            "type": "FILE",
+            "protocol": "NA",
+            "state": "CORRUPT",
+            "sourceNodeId": "8",
+            "sourceNodeService": "UDP",
+            "sourceNodeServiceState": "COMPROMISED"
+        },
+        {
+            "item_type": "RED_POL",
+            "id": "54",
+            "start_step": 105,
+            "end_step": 105,
+            "targetNodeId": "8",
+            "initiator": "SERVICE",
+            "type": "SERVICE",
+            "protocol": "TCP_SQL",
+            "state": "COMPROMISED",
+            "sourceNodeId": "8",
+            "sourceNodeService": "UDP",
+            "sourceNodeServiceState": "COMPROMISED"
+        },
+        {
+            "item_type": "RED_POL",
+            "id": "55",
+            "start_step": 125,
+            "end_step": 125,
+            "targetNodeId": "7",
+            "initiator": "SERVICE",
+            "type": "SERVICE",
+            "protocol": "TCP",
+            "state": "OVERWHELMED",
+            "sourceNodeId": "8",
+            "sourceNodeService": "TCP_SQL",
+            "sourceNodeServiceState": "COMPROMISED"
+        }
+    ]
+}
diff --git a/pyproject.toml b/pyproject.toml
index 0733f285..c5d54185 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -55,8 +55,10 @@ dev = [
     "build==0.10.0",
     "flake8==6.0.0",
     "furo==2023.3.27",
+    "gputil==1.4.0",
     "pip-licenses==4.3.0",
     "pre-commit==2.20.0",
+    "pylatex==1.4.1",
     "pytest==7.2.0",
     "pytest-xdist==3.3.1",
     "pytest-cov==4.0.0",
diff --git a/src/primaite/__init__.py b/src/primaite/__init__.py
index c348681d..4d185391 100644
--- a/src/primaite/__init__.py
+++ b/src/primaite/__init__.py
@@ -152,4 +152,4 @@ def getLogger(name: str) -> Logger:  # noqa
 
 
 with open(Path(__file__).parent.resolve() / "VERSION", "r") as file:
-    __version__ = file.readline()
+    __version__ = file.readline().strip()
diff --git a/src/primaite/config/training_config.py b/src/primaite/config/training_config.py
index 56402bfb..5e24837d 100644
--- a/src/primaite/config/training_config.py
+++ b/src/primaite/config/training_config.py
@@ -246,6 +246,7 @@ class TrainingConfig:
         return data
 
     def __str__(self) -> str:
+        obs_str = ",".join([c["name"] for c in self.observation_space["components"]])
         tc = f"{self.agent_framework}, "
         if self.agent_framework is AgentFramework.RLLIB:
             tc += f"{self.deep_learning_framework}, "
@@ -253,7 +254,7 @@ class TrainingConfig:
         if self.agent_identifier is AgentIdentifier.HARDCODED:
             tc += f"{self.hard_coded_agent_view}, "
         tc += f"{self.action_type}, "
-        tc += f"observation_space={self.observation_space}, "
+        tc += f"observation_space={obs_str}, "
         if self.session_type is SessionType.TRAIN:
             tc += f"{self.num_train_episodes} episodes @ "
             tc += f"{self.num_train_steps} steps"
diff --git a/src/primaite/data_viz/session_plots.py b/src/primaite/data_viz/session_plots.py
index 39c2b4cc..e82b619f 100644
--- a/src/primaite/data_viz/session_plots.py
+++ b/src/primaite/data_viz/session_plots.py
@@ -10,7 +10,7 @@ from plotly.graph_objs import Figure
 from primaite import _PLATFORM_DIRS
 
 
-def _get_plotly_config() -> Dict:
+def get_plotly_config() -> Dict:
     """Get the plotly config from primaite_config.yaml."""
     user_config_path = _PLATFORM_DIRS.user_config_path / "primaite_config.yaml"
     with open(user_config_path, "r") as file:
@@ -41,7 +41,7 @@ def plot_av_reward_per_episode(
         if subtitle:
             title = subtitle
 
-    config = _get_plotly_config()
+    config = get_plotly_config()
     layout = go.Layout(
         autosize=config["size"]["auto_size"],
         width=config["size"]["width"],
diff --git a/src/primaite/nodes/node_state_instruction_red.py b/src/primaite/nodes/node_state_instruction_red.py
index 786e93ac..fd9a93a5 100644
--- a/src/primaite/nodes/node_state_instruction_red.py
+++ b/src/primaite/nodes/node_state_instruction_red.py
@@ -1,6 +1,5 @@
 # Crown Owned Copyright (C) Dstl 2023. DEFCON 703. Shared in confidence.
 """Defines node behaviour for Green PoL."""
-from dataclasses import dataclass
 from typing import TYPE_CHECKING, Union
 
 from primaite.common.enums import NodePOLType
@@ -9,8 +8,7 @@ if TYPE_CHECKING:
     from primaite.common.enums import FileSystemState, HardwareState, NodePOLInitiator, SoftwareState
 
 
-@dataclass()
-class NodeStateInstructionRed(object):
+class NodeStateInstructionRed:
     """The Node State Instruction class."""
 
     def __init__(
diff --git a/src/primaite/pol/red_agent_pol.py b/src/primaite/pol/red_agent_pol.py
index ad55fa24..89aa3303 100644
--- a/src/primaite/pol/red_agent_pol.py
+++ b/src/primaite/pol/red_agent_pol.py
@@ -250,6 +250,11 @@ def apply_red_agent_node_pol(
             # continue --------------------------
             target_node: NodeUnion = nodes[target_node_id]
 
+            # check if the initiator type is a str, and if so, cast it as
+            # NodePOLInitiator
+            if isinstance(initiator, str):
+                initiator = NodePOLInitiator[initiator]
+
             # Based the action taken on the initiator type
             if initiator == NodePOLInitiator.DIRECT:
                 # No conditions required, just apply the change
diff --git a/src/primaite/primaite_session.py b/src/primaite/primaite_session.py
index ab3c2150..e6c0a85a 100644
--- a/src/primaite/primaite_session.py
+++ b/src/primaite/primaite_session.py
@@ -2,8 +2,9 @@
 """Main entry point to PrimAITE. Configure training/evaluation experiments and input/output."""
 from __future__ import annotations
 
+import json
 from pathlib import Path
-from typing import Any, Dict, Final, Optional, Union
+from typing import Any, Dict, Final, Optional, Tuple, Union
 
 from primaite import getLogger
 from primaite.agents.agent_abc import AgentSessionABC
@@ -16,6 +17,7 @@ from primaite.common.enums import ActionType, AgentFramework, AgentIdentifier, S
 from primaite.config import lay_down_config, training_config
 from primaite.config.training_config import TrainingConfig
 from primaite.utils.session_metadata_parser import parse_session_metadata
+from primaite.utils.session_output_reader import all_transactions_dict, av_rewards_dict
 
 _LOGGER = getLogger(__name__)
 
@@ -186,3 +188,28 @@ class PrimaiteSession:
     def close(self) -> None:
         """Closes the agent."""
         self._agent_session.close()
+
+    def learn_av_reward_per_episode_dict(self) -> Dict[int, float]:
+        """Get the learn av reward per episode from file."""
+        csv_file = f"average_reward_per_episode_{self.timestamp_str}.csv"
+        return av_rewards_dict(self.learning_path / csv_file)
+
+    def eval_av_reward_per_episode_dict(self) -> Dict[int, float]:
+        """Get the eval av reward per episode from file."""
+        csv_file = f"average_reward_per_episode_{self.timestamp_str}.csv"
+        return av_rewards_dict(self.evaluation_path / csv_file)
+
+    def learn_all_transactions_dict(self) -> Dict[Tuple[int, int], Dict[str, Any]]:
+        """Get the learn all transactions from file."""
+        csv_file = f"all_transactions_{self.timestamp_str}.csv"
+        return all_transactions_dict(self.learning_path / csv_file)
+
+    def eval_all_transactions_dict(self) -> Dict[Tuple[int, int], Dict[str, Any]]:
+        """Get the eval all transactions from file."""
+        csv_file = f"all_transactions_{self.timestamp_str}.csv"
+        return all_transactions_dict(self.evaluation_path / csv_file)
+
+    def metadata_file_as_dict(self) -> Dict[str, Any]:
+        """Read the session_metadata.json file and return as a dict."""
+        with open(self.session_path / "session_metadata.json", "r") as file:
+            return json.load(file)
diff --git a/src/primaite/utils/session_output_reader.py b/src/primaite/utils/session_output_reader.py
index 7089c69a..db761a34 100644
--- a/src/primaite/utils/session_output_reader.py
+++ b/src/primaite/utils/session_output_reader.py
@@ -18,7 +18,7 @@ def av_rewards_dict(av_rewards_csv_file: Union[str, Path]) -> Dict[int, float]:
     """
     df_dict = pl.read_csv(av_rewards_csv_file).to_dict()
 
-    return {v: df_dict["Average Reward"][i] for i, v in enumerate(df_dict["Episode"])}
+    return {int(v): df_dict["Average Reward"][i] for i, v in enumerate(df_dict["Episode"])}
 
 
 def all_transactions_dict(all_transactions_csv_file: Union[str, Path]) -> Dict[Tuple[int, int], Dict[str, Any]]:
diff --git a/tests/conftest.py b/tests/conftest.py
index 9b0db139..9e448574 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -1,11 +1,10 @@
 # Crown Owned Copyright (C) Dstl 2023. DEFCON 703. Shared in confidence.
 import datetime
-import json
 import shutil
 import tempfile
 from datetime import datetime
 from pathlib import Path
-from typing import Any, Dict, Tuple, Union
+from typing import Union
 from unittest.mock import patch
 
 import pytest
@@ -13,7 +12,6 @@ import pytest
 from primaite import getLogger
 from primaite.environment.primaite_env import Primaite
 from primaite.primaite_session import PrimaiteSession
-from primaite.utils.session_output_reader import all_transactions_dict, av_rewards_dict
 from tests.mock_and_patch.get_session_path_mock import get_temp_session_path
 
 ACTION_SPACE_NODE_VALUES = 1
@@ -37,31 +35,6 @@ class TempPrimaiteSession(PrimaiteSession):
         super().__init__(training_config_path, lay_down_config_path)
         self.setup()
 
-    def learn_av_reward_per_episode_dict(self) -> Dict[int, float]:
-        """Get the learn av reward per episode from file."""
-        csv_file = f"average_reward_per_episode_{self.timestamp_str}.csv"
-        return av_rewards_dict(self.learning_path / csv_file)
-
-    def eval_av_reward_per_episode_dict(self) -> Dict[int, float]:
-        """Get the eval av reward per episode from file."""
-        csv_file = f"average_reward_per_episode_{self.timestamp_str}.csv"
-        return av_rewards_dict(self.evaluation_path / csv_file)
-
-    def learn_all_transactions_dict(self) -> Dict[Tuple[int, int], Dict[str, Any]]:
-        """Get the learn all transactions from file."""
-        csv_file = f"all_transactions_{self.timestamp_str}.csv"
-        return all_transactions_dict(self.learning_path / csv_file)
-
-    def eval_all_transactions_dict(self) -> Dict[Tuple[int, int], Dict[str, Any]]:
-        """Get the eval all transactions from file."""
-        csv_file = f"all_transactions_{self.timestamp_str}.csv"
-        return all_transactions_dict(self.evaluation_path / csv_file)
-
-    def metadata_file_as_dict(self) -> Dict[str, Any]:
-        """Read the session_metadata.json file and return as a dict."""
-        with open(self.session_path / "session_metadata.json", "r") as file:
-            return json.load(file)
-
     @property
     def env(self) -> Primaite:
         """Direct access to the env for ease of testing."""