notebooks/notebook_withdefender.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "30d5ee2f-8458-4aa4-8eb7-f7116e46e54f",
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    {
     "data": {
      "text/plain": [
       "'Attacker agent benchmark comparison in presence of a basic defender\\n\\nThis notebooks can be run directly from VSCode, to generate a\\ntraditional Jupyter Notebook to open in your browser\\n you can run the VSCode command `Export Currenty Python File As Jupyter Notebook`.\\n'"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Copyright (c) Microsoft Corporation.\n",
    "# Licensed under the MIT License.\n",
    "\n",
    "\"\"\"Attacker agent benchmark comparison in presence of a basic defender\n",
    "\n",
    "This notebooks can be run directly from VSCode, to generate a\n",
    "traditional Jupyter Notebook to open in your browser\n",
    " you can run the VSCode command `Export Currenty Python File As Jupyter Notebook`.\n",
    "\"\"\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "macro-definition",
   "metadata": {
    "lines_to_next_cell": 2,
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     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "import sys\n",
    "import logging\n",
    "import gym\n",
    "import importlib\n",
    "\n",
    "import cyberbattle.agents.baseline.learner as learner\n",
    "import cyberbattle.agents.baseline.plotting as p\n",
    "import cyberbattle.agents.baseline.agent_wrapper as w\n",
    "import cyberbattle.agents.baseline.agent_dql as dqla\n",
    "import cyberbattle.agents.baseline.agent_randomcredlookup as rca\n",
    "from cyberbattle.agents.baseline.agent_wrapper import Verbosity\n",
    "from cyberbattle._env.defender import ScanAndReimageCompromisedMachines\n",
    "from cyberbattle._env.cyberbattle_env import AttackerGoal, DefenderConstraint\n",
    "\n",
    "importlib.reload(learner)\n",
    "importlib.reload(p)\n",
    "importlib.reload(p)\n",
    "\n",
    "\n",
    "logging.basicConfig(stream=sys.stdout, level=logging.ERROR, format=\"%(levelname)s: %(message)s\")\n",
    "\n",
    "\n",
    "cyberbattlechain_defender = gym.make('CyberBattleChain-v0',\n",
    "                                     size=10,\n",
    "                                     attacker_goal=AttackerGoal(\n",
    "                                         own_atleast=0,\n",
    "                                         own_atleast_percent=1.0\n",
    "                                     ),\n",
    "                                     defender_constraint=DefenderConstraint(\n",
    "                                         maintain_sla=0.80\n",
    "                                     ),\n",
    "                                     defender_agent=ScanAndReimageCompromisedMachines(\n",
    "                                         probability=0.6,\n",
    "                                         scan_capacity=2,\n",
    "                                         scan_frequency=5))\n",
    "\n",
    "\n",
    "ep = w.EnvironmentBounds.of_identifiers(\n",
    "    maximum_total_credentials=22,\n",
    "    maximum_node_count=22,\n",
    "    identifiers=cyberbattlechain_defender.identifiers\n",
    ")\n",
    "\n",
    "iteration_count = 600\n",
    "training_episode_count = 10"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "floating-cambridge",
   "metadata": {
    "lines_to_next_cell": 2,
    "papermill": {
     "duration": 48.159492,
     "end_time": "2021-09-06T21:31:15.630154",
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     "start_time": "2021-09-06T21:30:27.470662",
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    "tags": []
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   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "###### DQL\n",
      "Learning with: episode_count=10,iteration_count=600,ϵ=0.9,ϵ_min=0.1, ϵ_expdecay=5000,γ=0.15, lr=0.01, replaymemory=10000,\n",
      "batch=256, target_update=5\n",
      "  ## Episode: 1/10 'DQL' ϵ=0.9000, γ=0.15, lr=0.01, replaymemory=10000,\n",
      "batch=256, target_update=5\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Episode 1|Iteration 600|reward:  528.0|last_reward_at:  600|Elapsed Time: 0:00:03||\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  Episode 1 stopped at t=600 \n",
      "  Breakdown [Reward/NoReward (Success rate)]\n",
      "    explore-local: 7/89 (0.07)\n",
      "    explore-remote: 7/218 (0.03)\n",
      "    explore-connect: 3/200 (0.01)\n",
      "    exploit-local: 2/15 (0.12)\n",
      "    exploit-remote: 1/31 (0.03)\n",
      "    exploit-connect: 1/26 (0.04)\n",
      "  exploit deflected to exploration: 6\n",
      "  ## Episode: 2/10 'DQL' ϵ=0.8097, γ=0.15, lr=0.01, replaymemory=10000,\n",
      "batch=256, target_update=5\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Episode 2|Iteration 600|reward:  906.0|last_reward_at:  600|Elapsed Time: 0:00:05||\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  Episode 2 stopped at t=600 \n",
      "  Breakdown [Reward/NoReward (Success rate)]\n",
      "    explore-local: 7/81 (0.08)\n",
      "    explore-remote: 12/165 (0.07)\n",
      "    explore-connect: 0/192 (0.00)\n",
      "    exploit-local: 5/22 (0.19)\n",
      "    exploit-remote: 3/47 (0.06)\n",
      "    exploit-connect: 7/59 (0.11)\n",
      "  exploit deflected to exploration: 11\n",
      "  ## Episode: 3/10 'DQL' ϵ=0.7294, γ=0.15, lr=0.01, replaymemory=10000,\n",
      "batch=256, target_update=5\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Episode 3|Iteration 266|reward: 7248.0|last_reward_at:  266|Elapsed Time: 0:00:02||\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  Episode 3 ended at t=266 \n",
      "  Breakdown [Reward/NoReward (Success rate)]\n",
      "    explore-local: 4/38 (0.10)\n",
      "    explore-remote: 9/52 (0.15)\n",
      "    explore-connect: 4/81 (0.05)\n",
      "    exploit-local: 12/2 (0.86)\n",
      "    exploit-remote: 8/25 (0.24)\n",
      "    exploit-connect: 7/24 (0.23)\n",
      "  exploit deflected to exploration: 1\n",
      "  ## Episode: 4/10 'DQL' ϵ=0.6968, γ=0.15, lr=0.01, replaymemory=10000,\n",
      "batch=256, target_update=5\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Episode 4|Iteration 66|reward: 5364.0|last_reward_at:   66|Elapsed Time: 0:00:00||\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  Episode 4 ended at t=66 \n",
      "  Breakdown [Reward/NoReward (Success rate)]\n",
      "    explore-local: 0/11 (0.00)\n",
      "    explore-remote: 4/11 (0.27)\n",
      "    explore-connect: 0/15 (0.00)\n",
      "    exploit-local: 3/1 (0.75)\n",
      "    exploit-remote: 1/10 (0.09)\n",
      "    exploit-connect: 4/6 (0.40)\n",
      "  exploit deflected to exploration: 0\n",
      "  ## Episode: 5/10 'DQL' ϵ=0.6890, γ=0.15, lr=0.01, replaymemory=10000,\n",
      "batch=256, target_update=5\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Episode 5|Iteration 191|reward: 5656.0|last_reward_at:  191|Elapsed Time: 0:00:01||\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  Episode 5 ended at t=191 \n",
      "  Breakdown [Reward/NoReward (Success rate)]\n",
      "    explore-local: 6/19 (0.24)\n",
      "    explore-remote: 10/42 (0.19)\n",
      "    explore-connect: 1/52 (0.02)\n",
      "    exploit-local: 4/0 (1.00)\n",
      "    exploit-remote: 1/7 (0.12)\n",
      "    exploit-connect: 5/44 (0.10)\n",
      "  exploit deflected to exploration: 0\n",
      "  ## Episode: 6/10 'DQL' ϵ=0.6669, γ=0.15, lr=0.01, replaymemory=10000,\n",
      "batch=256, target_update=5\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Episode 6|Iteration 311|reward: 6288.0|last_reward_at:  311|Elapsed Time: 0:00:02||\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  Episode 6 ended at t=311 \n",
      "  Breakdown [Reward/NoReward (Success rate)]\n",
      "    explore-local: 3/33 (0.08)\n",
      "    explore-remote: 16/68 (0.19)\n",
      "    explore-connect: 3/86 (0.03)\n",
      "    exploit-local: 18/32 (0.36)\n",
      "    exploit-remote: 1/4 (0.20)\n",
      "    exploit-connect: 8/39 (0.17)\n",
      "  exploit deflected to exploration: 11\n",
      "  ## Episode: 7/10 'DQL' ϵ=0.6327, γ=0.15, lr=0.01, replaymemory=10000,\n",
      "batch=256, target_update=5\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Episode 7|Iteration 101|reward: 6120.0|last_reward_at:  101|Elapsed Time: 0:00:01||\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  Episode 7 ended at t=101 \n",
      "  Breakdown [Reward/NoReward (Success rate)]\n",
      "    explore-local: 2/15 (0.12)\n",
      "    explore-remote: 6/15 (0.29)\n",
      "    explore-connect: 1/17 (0.06)\n",
      "    exploit-local: 16/4 (0.80)\n",
      "    exploit-remote: 2/3 (0.40)\n",
      "    exploit-connect: 9/11 (0.45)\n",
      "  exploit deflected to exploration: 0\n",
      "  ## Episode: 8/10 'DQL' ϵ=0.6221, γ=0.15, lr=0.01, replaymemory=10000,\n",
      "batch=256, target_update=5\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Episode 8|Iteration 141|reward: 5966.0|last_reward_at:  141|Elapsed Time: 0:00:01||\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  Episode 8 ended at t=141 \n",
      "  Breakdown [Reward/NoReward (Success rate)]\n",
      "    explore-local: 2/13 (0.13)\n",
      "    explore-remote: 8/36 (0.18)\n",
      "    explore-connect: 0/30 (0.00)\n",
      "    exploit-local: 11/3 (0.79)\n",
      "    exploit-remote: 1/13 (0.07)\n",
      "    exploit-connect: 8/16 (0.33)\n",
      "  exploit deflected to exploration: 9\n",
      "  ## Episode: 9/10 'DQL' ϵ=0.6076, γ=0.15, lr=0.01, replaymemory=10000,\n",
      "batch=256, target_update=5\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Episode 9|Iteration 36|reward: 5602.0|last_reward_at:   36|Elapsed Time: 0:00:00||\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  Episode 9 ended at t=36 \n",
      "  Breakdown [Reward/NoReward (Success rate)]\n",
      "    explore-local: 1/3 (0.25)\n",
      "    explore-remote: 2/6 (0.25)\n",
      "    explore-connect: 1/8 (0.11)\n",
      "    exploit-local: 7/0 (1.00)\n",
      "    exploit-remote: 0/0 (NaN)\n",
      "    exploit-connect: 5/3 (0.62)\n",
      "  exploit deflected to exploration: 1\n",
      "  ## Episode: 10/10 'DQL' ϵ=0.6039, γ=0.15, lr=0.01, replaymemory=10000,\n",
      "batch=256, target_update=5\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Episode 10|Iteration 51|reward: 5736.0|last_reward_at:   51|Elapsed Time: 0:00:00||\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  Episode 10 ended at t=51 \n",
      "  Breakdown [Reward/NoReward (Success rate)]\n",
      "    explore-local: 0/5 (0.00)\n",
      "    explore-remote: 4/7 (0.36)\n",
      "    explore-connect: 1/15 (0.06)\n",
      "    exploit-local: 11/0 (1.00)\n",
      "    exploit-remote: 1/0 (1.00)\n",
      "    exploit-connect: 6/1 (0.86)\n",
      "  exploit deflected to exploration: 0\n",
      "simulation ended\n"
     ]
    }
   ],
   "source": [
    "dqn_with_defender = learner.epsilon_greedy_search(\n",
    "    cyberbattle_gym_env=cyberbattlechain_defender,\n",
    "    environment_properties=ep,\n",
    "    learner=dqla.DeepQLearnerPolicy(\n",
    "        ep=ep,\n",
    "        gamma=0.15,\n",
    "        replay_memory_size=10000,\n",
    "        target_update=5,\n",
    "        batch_size=256,\n",
    "        learning_rate=0.01),\n",
    "    episode_count=training_episode_count,\n",
    "    iteration_count=iteration_count,\n",
    "    epsilon=0.90,\n",
    "    render=False,\n",
    "    epsilon_exponential_decay=5000,\n",
    "    epsilon_minimum=0.10,\n",
    "    verbosity=Verbosity.Quiet,\n",
    "    title=\"DQL\"\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "billion-transport",
   "metadata": {
    "papermill": {
     "duration": 19.58009,
     "end_time": "2021-09-06T21:31:35.499491",
     "exception": false,
     "start_time": "2021-09-06T21:31:15.919401",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "###### Exploiting DQL\n",
      "Learning with: episode_count=10,iteration_count=600,ϵ=0.0,ϵ_min=0.0, γ=0.15, lr=0.01, replaymemory=10000,\n",
      "batch=256, target_update=5\n",
      "  ## Episode: 1/10 'Exploiting DQL' ϵ=0.0000, γ=0.15, lr=0.01, replaymemory=10000,\n",
      "batch=256, target_update=5\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Episode 1|Iteration 46|reward: 7214.0|last_reward_at:   46|Elapsed Time: 0:00:00||\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  Episode 1 ended at t=46 \n",
      "  Breakdown [Reward/NoReward (Success rate)]\n",
      "    explore-local: 0/0 (NaN)\n",
      "    explore-remote: 0/0 (NaN)\n",
      "    explore-connect: 0/0 (NaN)\n",
      "    exploit-local: 20/0 (1.00)\n",
      "    exploit-remote: 2/1 (0.67)\n",
      "    exploit-connect: 12/11 (0.52)\n",
      "  exploit deflected to exploration: 0\n",
      "  ## Episode: 2/10 'Exploiting DQL' ϵ=0.0000, γ=0.15, lr=0.01, replaymemory=10000,\n",
      "batch=256, target_update=5\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Episode 2|Iteration 41|reward: 6084.0|last_reward_at:   41|Elapsed Time: 0:00:00||\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  Episode 2 ended at t=41 \n",
      "  Breakdown [Reward/NoReward (Success rate)]\n",
      "    explore-local: 0/0 (NaN)\n",
      "    explore-remote: 0/0 (NaN)\n",
      "    explore-connect: 0/0 (NaN)\n",
      "    exploit-local: 18/0 (1.00)\n",
      "    exploit-remote: 1/0 (1.00)\n",
      "    exploit-connect: 9/13 (0.41)\n",
      "  exploit deflected to exploration: 0\n",
      "  ## Episode: 3/10 'Exploiting DQL' ϵ=0.0000, γ=0.15, lr=0.01, replaymemory=10000,\n",
      "batch=256, target_update=5\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Episode 3|Iteration 51|reward: 7208.0|last_reward_at:   51|Elapsed Time: 0:00:00||\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  Episode 3 ended at t=51 \n",
      "  Breakdown [Reward/NoReward (Success rate)]\n",
      "    explore-local: 0/0 (NaN)\n",
      "    explore-remote: 0/0 (NaN)\n",
      "    explore-connect: 0/0 (NaN)\n",
      "    exploit-local: 20/1 (0.95)\n",
      "    exploit-remote: 0/0 (NaN)\n",
      "    exploit-connect: 12/18 (0.40)\n",
      "  exploit deflected to exploration: 0\n",
      "  ## Episode: 4/10 'Exploiting DQL' ϵ=0.0000, γ=0.15, lr=0.01, replaymemory=10000,\n",
      "batch=256, target_update=5\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Episode 4|Iteration 36|reward: 6082.0|last_reward_at:   36|Elapsed Time: 0:00:00||\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  Episode 4 ended at t=36 \n",
      "  Breakdown [Reward/NoReward (Success rate)]\n",
      "    explore-local: 0/0 (NaN)\n",
      "    explore-remote: 0/0 (NaN)\n",
      "    explore-connect: 0/0 (NaN)\n",
      "    exploit-local: 17/0 (1.00)\n",
      "    exploit-remote: 0/0 (NaN)\n",
      "    exploit-connect: 10/9 (0.53)\n",
      "  exploit deflected to exploration: 0\n",
      "  ## Episode: 5/10 'Exploiting DQL' ϵ=0.0000, γ=0.15, lr=0.01, replaymemory=10000,\n",
      "batch=256, target_update=5\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Episode 5|Iteration 36|reward: 6214.0|last_reward_at:   36|Elapsed Time: 0:00:00||\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  Episode 5 ended at t=36 \n",
      "  Breakdown [Reward/NoReward (Success rate)]\n",
      "    explore-local: 0/0 (NaN)\n",
      "    explore-remote: 0/0 (NaN)\n",
      "    explore-connect: 0/0 (NaN)\n",
      "    exploit-local: 21/0 (1.00)\n",
      "    exploit-remote: 0/0 (NaN)\n",
      "    exploit-connect: 11/4 (0.73)\n",
      "  exploit deflected to exploration: 0\n",
      "  ## Episode: 6/10 'Exploiting DQL' ϵ=0.0000, γ=0.15, lr=0.01, replaymemory=10000,\n",
      "batch=256, target_update=5\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Episode 6|Iteration 76|reward: 7220.0|last_reward_at:   76|Elapsed Time: 0:00:00||\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  Episode 6 ended at t=76 \n",
      "  Breakdown [Reward/NoReward (Success rate)]\n",
      "    explore-local: 0/0 (NaN)\n",
      "    explore-remote: 0/0 (NaN)\n",
      "    explore-connect: 0/0 (NaN)\n",
      "    exploit-local: 21/1 (0.95)\n",
      "    exploit-remote: 1/0 (1.00)\n",
      "    exploit-connect: 12/41 (0.23)\n",
      "  exploit deflected to exploration: 0\n",
      "  ## Episode: 7/10 'Exploiting DQL' ϵ=0.0000, γ=0.15, lr=0.01, replaymemory=10000,\n",
      "batch=256, target_update=5\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Episode 7|Iteration 36|reward: 7190.0|last_reward_at:   36|Elapsed Time: 0:00:00||\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  Episode 7 ended at t=36 \n",
      "  Breakdown [Reward/NoReward (Success rate)]\n",
      "    explore-local: 0/0 (NaN)\n",
      "    explore-remote: 0/0 (NaN)\n",
      "    explore-connect: 0/0 (NaN)\n",
      "    exploit-local: 17/0 (1.00)\n",
      "    exploit-remote: 0/1 (0.00)\n",
      "    exploit-connect: 12/6 (0.67)\n",
      "  exploit deflected to exploration: 0\n",
      "  ## Episode: 8/10 'Exploiting DQL' ϵ=0.0000, γ=0.15, lr=0.01, replaymemory=10000,\n",
      "batch=256, target_update=5\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Episode 8|Iteration 41|reward: 7196.0|last_reward_at:   41|Elapsed Time: 0:00:00||\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  Episode 8 ended at t=41 \n",
      "  Breakdown [Reward/NoReward (Success rate)]\n",
      "    explore-local: 0/0 (NaN)\n",
      "    explore-remote: 0/0 (NaN)\n",
      "    explore-connect: 0/0 (NaN)\n",
      "    exploit-local: 18/1 (0.95)\n",
      "    exploit-remote: 1/2 (0.33)\n",
      "    exploit-connect: 11/8 (0.58)\n",
      "  exploit deflected to exploration: 0\n",
      "  ## Episode: 9/10 'Exploiting DQL' ϵ=0.0000, γ=0.15, lr=0.01, replaymemory=10000,\n",
      "batch=256, target_update=5\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Episode 9|Iteration 61|reward: 6200.0|last_reward_at:   61|Elapsed Time: 0:00:00||\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  Episode 9 ended at t=61 \n",
      "  Breakdown [Reward/NoReward (Success rate)]\n",
      "    explore-local: 0/0 (NaN)\n",
      "    explore-remote: 0/0 (NaN)\n",
      "    explore-connect: 0/0 (NaN)\n",
      "    exploit-local: 17/3 (0.85)\n",
      "    exploit-remote: 4/2 (0.67)\n",
      "    exploit-connect: 10/25 (0.29)\n",
      "  exploit deflected to exploration: 0\n",
      "  ## Episode: 10/10 'Exploiting DQL' ϵ=0.0000, γ=0.15, lr=0.01, replaymemory=10000,\n",
      "batch=256, target_update=5\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Episode 10|Iteration 41|reward: 5942.0|last_reward_at:   41|Elapsed Time: 0:00:00||\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  Episode 10 ended at t=41 \n",
      "  Breakdown [Reward/NoReward (Success rate)]\n",
      "    explore-local: 0/0 (NaN)\n",
      "    explore-remote: 0/0 (NaN)\n",
      "    explore-connect: 0/0 (NaN)\n",
      "    exploit-local: 14/2 (0.88)\n",
      "    exploit-remote: 0/2 (0.00)\n",
      "    exploit-connect: 8/15 (0.35)\n",
      "  exploit deflected to exploration: 0\n",
      "simulation ended\n"
     ]
    }
   ],
   "source": [
    "dql_exploit_run = learner.epsilon_greedy_search(\n",
    "    cyberbattlechain_defender,\n",
    "    ep,\n",
    "    learner=dqn_with_defender['learner'],\n",
    "    episode_count=training_episode_count,\n",
    "    iteration_count=iteration_count,\n",
    "    epsilon=0.0,  # 0.35,\n",
    "    render=False,\n",
    "    # render_last_episode_rewards_to='images/chain10',\n",
    "    verbosity=Verbosity.Quiet,\n",
    "    title=\"Exploiting DQL\"\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "canadian-newton",
   "metadata": {
    "lines_to_next_cell": 2,
    "papermill": {
     "duration": 9.770547,
     "end_time": "2021-09-06T21:31:45.690348",
     "exception": false,
     "start_time": "2021-09-06T21:31:35.919801",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "###### Credential lookups (ϵ-greedy)\n",
      "Learning with: episode_count=10,iteration_count=600,ϵ=0.9,ϵ_min=0.1, ϵ_expdecay=10000,\n",
      "  ## Episode: 1/10 'Credential lookups (ϵ-greedy)' ϵ=0.9000, \n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Episode 1|Iteration 266|reward: 5649.0|last_reward_at:  266|Elapsed Time: 0:00:00||\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  Episode 1 ended at t=266 \n",
      "  Breakdown [Reward/NoReward (Success rate)]\n",
      "    explore-local: 11/82 (0.12)\n",
      "    explore-remote: 10/137 (0.07)\n",
      "    explore-connect: 0/0 (NaN)\n",
      "    exploit-local: 0/0 (NaN)\n",
      "    exploit-remote: 0/0 (NaN)\n",
      "    exploit-connect: 5/21 (0.19)\n",
      "  exploit deflected to exploration: 4\n",
      "  ## Episode: 2/10 'Credential lookups (ϵ-greedy)' ϵ=0.8791, \n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Episode 2|Iteration 176|reward: 5755.0|last_reward_at:  176|Elapsed Time: 0:00:00||\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  Episode 2 ended at t=176 \n",
      "  Breakdown [Reward/NoReward (Success rate)]\n",
      "    explore-local: 11/41 (0.21)\n",
      "    explore-remote: 11/98 (0.10)\n",
      "    explore-connect: 0/0 (NaN)\n",
      "    exploit-local: 0/0 (NaN)\n",
      "    exploit-remote: 0/0 (NaN)\n",
      "    exploit-connect: 6/9 (0.40)\n",
      "  exploit deflected to exploration: 2\n",
      "  ## Episode: 3/10 'Credential lookups (ϵ-greedy)' ϵ=0.8655, \n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Episode 3|Iteration 241|reward: 5910.0|last_reward_at:  241|Elapsed Time: 0:00:00||\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  Episode 3 ended at t=241 \n",
      "  Breakdown [Reward/NoReward (Success rate)]\n",
      "    explore-local: 15/67 (0.18)\n",
      "    explore-remote: 13/123 (0.10)\n",
      "    explore-connect: 0/0 (NaN)\n",
      "    exploit-local: 0/0 (NaN)\n",
      "    exploit-remote: 0/0 (NaN)\n",
      "    exploit-connect: 7/16 (0.30)\n",
      "  exploit deflected to exploration: 7\n",
      "  ## Episode: 4/10 'Credential lookups (ϵ-greedy)' ϵ=0.8473, \n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Episode 4|Iteration 196|reward: 5666.0|last_reward_at:  196|Elapsed Time: 0:00:00||\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  Episode 4 ended at t=196 \n",
      "  Breakdown [Reward/NoReward (Success rate)]\n",
      "    explore-local: 11/51 (0.18)\n",
      "    explore-remote: 12/104 (0.10)\n",
      "    explore-connect: 0/0 (NaN)\n",
      "    exploit-local: 0/0 (NaN)\n",
      "    exploit-remote: 0/0 (NaN)\n",
      "    exploit-connect: 5/13 (0.28)\n",
      "  exploit deflected to exploration: 14\n",
      "  ## Episode: 5/10 'Credential lookups (ϵ-greedy)' ϵ=0.8328, \n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Episode 5|Iteration 86|reward: 5726.0|last_reward_at:   86|Elapsed Time: 0:00:00||\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  Episode 5 ended at t=86 \n",
      "  Breakdown [Reward/NoReward (Success rate)]\n",
      "    explore-local: 8/25 (0.24)\n",
      "    explore-remote: 9/35 (0.20)\n",
      "    explore-connect: 0/0 (NaN)\n",
      "    exploit-local: 0/0 (NaN)\n",
      "    exploit-remote: 0/0 (NaN)\n",
      "    exploit-connect: 6/3 (0.67)\n",
      "  exploit deflected to exploration: 9\n",
      "  ## Episode: 6/10 'Credential lookups (ϵ-greedy)' ϵ=0.8265, \n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Episode 6|Iteration 346|reward: 6012.0|last_reward_at:  346|Elapsed Time: 0:00:00||\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  Episode 6 ended at t=346 \n",
      "  Breakdown [Reward/NoReward (Success rate)]\n",
      "    explore-local: 14/102 (0.12)\n",
      "    explore-remote: 13/163 (0.07)\n",
      "    explore-connect: 0/0 (NaN)\n",
      "    exploit-local: 0/0 (NaN)\n",
      "    exploit-remote: 0/0 (NaN)\n",
      "    exploit-connect: 9/45 (0.17)\n",
      "  exploit deflected to exploration: 15\n",
      "  ## Episode: 7/10 'Credential lookups (ϵ-greedy)' ϵ=0.8018, \n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Episode 7|Iteration 326|reward: 5779.0|last_reward_at:  326|Elapsed Time: 0:00:00||\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  Episode 7 ended at t=326 \n",
      "  Breakdown [Reward/NoReward (Success rate)]\n",
      "    explore-local: 12/104 (0.10)\n",
      "    explore-remote: 14/150 (0.09)\n",
      "    explore-connect: 0/0 (NaN)\n",
      "    exploit-local: 0/0 (NaN)\n",
      "    exploit-remote: 0/0 (NaN)\n",
      "    exploit-connect: 6/40 (0.13)\n",
      "  exploit deflected to exploration: 30\n",
      "  ## Episode: 8/10 'Credential lookups (ϵ-greedy)' ϵ=0.7793, \n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Episode 8|Iteration 106|reward: 5618.0|last_reward_at:  106|Elapsed Time: 0:00:00||\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  Episode 8 ended at t=106 \n",
      "  Breakdown [Reward/NoReward (Success rate)]\n",
      "    explore-local: 7/22 (0.24)\n",
      "    explore-remote: 10/50 (0.17)\n",
      "    explore-connect: 0/0 (NaN)\n",
      "    exploit-local: 0/0 (NaN)\n",
      "    exploit-remote: 0/0 (NaN)\n",
      "    exploit-connect: 5/12 (0.29)\n",
      "  exploit deflected to exploration: 8\n",
      "  ## Episode: 9/10 'Credential lookups (ϵ-greedy)' ϵ=0.7721, \n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Episode 9|Iteration 396|reward: 6128.0|last_reward_at:  396|Elapsed Time: 0:00:00||\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  Episode 9 ended at t=396 \n",
      "  Breakdown [Reward/NoReward (Success rate)]\n",
      "    explore-local: 16/113 (0.12)\n",
      "    explore-remote: 14/173 (0.07)\n",
      "    explore-connect: 0/0 (NaN)\n",
      "    exploit-local: 0/0 (NaN)\n",
      "    exploit-remote: 0/0 (NaN)\n",
      "    exploit-connect: 10/70 (0.12)\n",
      "  exploit deflected to exploration: 25\n",
      "  ## Episode: 10/10 'Credential lookups (ϵ-greedy)' ϵ=0.7460, \n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Episode 10|Iteration 206|reward: 5659.0|last_reward_at:  206|Elapsed Time: 0:00:00||\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  Episode 10 ended at t=206 \n",
      "  Breakdown [Reward/NoReward (Success rate)]\n",
      "    explore-local: 11/63 (0.15)\n",
      "    explore-remote: 12/81 (0.13)\n",
      "    explore-connect: 0/0 (NaN)\n",
      "    exploit-local: 0/0 (NaN)\n",
      "    exploit-remote: 0/0 (NaN)\n",
      "    exploit-connect: 5/34 (0.13)\n",
      "  exploit deflected to exploration: 17\n",
      "simulation ended\n"
     ]
    }
   ],
   "source": [
    "credlookup_run = learner.epsilon_greedy_search(\n",
    "    cyberbattlechain_defender,\n",
    "    ep,\n",
    "    learner=rca.CredentialCacheExploiter(),\n",
    "    episode_count=10,\n",
    "    iteration_count=iteration_count,\n",
    "    epsilon=0.90,\n",
    "    render=False,\n",
    "    epsilon_exponential_decay=10000,\n",
    "    epsilon_minimum=0.10,\n",
    "    verbosity=Verbosity.Quiet,\n",
    "    title=\"Credential lookups (ϵ-greedy)\"\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "3114bc60-37e4-44f9-8a21-b0a647964bc7",
   "metadata": {
    "papermill": {
     "duration": 1.098617,
     "end_time": "2021-09-06T21:31:47.330365",
     "exception": false,
     "start_time": "2021-09-06T21:31:46.231748",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "%matplotlib inline "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "d5ec9a83-bd2b-4039-8601-b1ae8355b1fd",
   "metadata": {
    "papermill": {
     "duration": 1.098617,
     "end_time": "2021-09-06T21:31:47.330365",
     "exception": false,
     "start_time": "2021-09-06T21:31:46.231748",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib\n",
    "# Plots\n",
    "all_runs = [\n",
    "    credlookup_run,\n",
    "    dqn_with_defender,\n",
    "    dql_exploit_run\n",
    "]\n",
    "p.plot_averaged_cummulative_rewards(\n",
    "    all_runs=all_runs,\n",
    "    title=f'Attacker agents vs Basic Defender -- rewards\\n env={cyberbattlechain_defender.name}, episodes={training_episode_count}',\n",
    "    show=False\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "664255bf-d85e-4579-b388-8bb43fe0e813",
   "metadata": {
    "papermill": {
     "duration": 1.098617,
     "end_time": "2021-09-06T21:31:47.330365",
     "exception": false,
     "start_time": "2021-09-06T21:31:46.231748",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# p.plot_episodes_length(all_runs)\n",
    "p.plot_averaged_availability(title=f\"Attacker agents vs Basic Defender -- availability\\n env={cyberbattlechain_defender.name}, episodes={training_episode_count}\", all_runs=all_runs, show=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "82e30774-7fcf-4230-a231-59808d40f2df",
   "metadata": {},
   "outputs": [],
   "source": [
    "matplotlib.pyplot.show()"
   ]
  }
 ],
 "metadata": {
  "jupytext": {
   "cell_metadata_filter": "-all"
  },
  "kernelspec": {
   "display_name": "Python [conda env:cybersim]",
   "language": "python",
   "name": "conda-env-cybersim-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.18"
  },
  "papermill": {
   "default_parameters": {},
   "duration": 87.973455,
   "end_time": "2021-09-06T21:31:53.090053",
   "environment_variables": {},
   "exception": null,
   "input_path": "-",
   "output_path": "../../../../notebooks/notebook_withdefender.ipynb",
   "parameters": {},
   "start_time": "2021-09-06T21:30:25.116598",
   "version": "2.3.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}