{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Applying Tabular Methods" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Comparing Q Learning And Double Q Learning - Stochastic" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Stochastic Q Learning" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Import Statements" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "import gym as gym\n", "from gym import spaces\n", "import matplotlib.pyplot as plt\n", "from matplotlib.offsetbox import OffsetImage, AnnotationBbox\n", "import numpy as np\n", "import pickle" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "class StochasticFrozenLakeEnv(gym.Env):\n", " metadata = {'render.modes': []}\n", "\n", " def __init__(self, gamma=0.9, alpha=0.1, max_timestamp=10):\n", " self.gamma = gamma\n", " self.alpha = alpha\n", " \n", " self.obs_space = spaces.Discrete(16)\n", " self.action_space = spaces.Discrete(4)\n", " self.max_timestamp = max_timestamp\n", " self.timestep = 0\n", "\n", " self.state = np.zeros((4, 4))\n", " self.myskater = np.asarray([0, 0])\n", " self.goal_loc = np.asarray([3, 3])\n", " self.gem_loc = [np.asarray([0, 2]), np.asarray([3, 2])]\n", " self.hole_loc = [np.asarray([1, 3]), np.asarray([2, 0])]\n", "\n", " self.state[tuple(self.myskater)] = 0.2\n", " self.state[tuple(self.goal_loc)] = 0.8\n", " for pos in self.gem_loc:\n", " self.state[tuple(pos)] = 0.5\n", " for pos in self.hole_loc:\n", " self.state[tuple(pos)] = 0.4\n", "\n", " self.prev_state = np.zeros((4, 4))\n", " self.prev_action = None\n", " self.penalty_counter = 0\n", " self.flag_out_grid = 0\n", "\n", " def step(self, action):\n", " self.prev_state = np.copy(self.state)\n", " self.prev_action = action\n", " self.flag_out_grid = 0\n", "\n", " randomness = [0.35, 0.15, 0.35, 0.15] # probability for each action\n", " action = np.random.choice(4,p=randomness)\n", "\n", " if action == 0:\n", " self.myskater[0] += 1\n", " elif action == 1:\n", " self.myskater[0] -= 1\n", " elif action == 2:\n", " self.myskater[1] += 1\n", " elif action == 3:\n", " self.myskater[1] -= 1\n", "\n", " self.myskater = np.clip(self.myskater, 0, 3)\n", "\n", " prev_state_positions = np.argwhere(self.prev_state == 0.2)\n", " if len(prev_state_positions) > 0:\n", " if np.array_equal(self.myskater, prev_state_positions[0]):\n", " while action == self.prev_action:\n", " action = np.random.choice(4, p=randomness)\n", " self.flag_out_grid = 1\n", "\n", " self.state = np.zeros((4, 4))\n", " self.state[tuple(self.myskater)] = 0.2\n", " self.state[tuple(self.goal_loc)] = 0.8\n", " for pos in self.gem_loc:\n", " self.state[tuple(pos)] = 0.5\n", " for pos in self.hole_loc:\n", " self.state[tuple(pos)] = 0.4\n", "\n", " obs = self.state.flatten()\n", " reward = self.calculate_reward()\n", " penalty = any(np.array_equal(self.myskater, pos) for pos in self.hole_loc)\n", " if penalty:\n", " self.penalty_counter += 1\n", " self.timestep += 1\n", "\n", " terminated = True if np.array_equal(self.myskater, self.goal_loc) else self.timestep >= self.max_timestamp\n", " truncated = True if np.any((self.myskater < 0) | (self.myskater > 3)) else False\n", " if terminated or truncated:\n", " self.flag_out_grid=1\n", " self.state = np.copy(self.prev_state) \n", "\n", " # Check if there are any positions with a value of 0.2\n", " positions_with_value_0_2 = np.argwhere(self.state == 0.2)\n", "\n", " if len(positions_with_value_0_2) > 0:\n", " # Ensure that the index is within bounds\n", " index = np.random.randint(len(positions_with_value_0_2))\n", " self.myagent = positions_with_value_0_2[index]\n", " \n", " info = {}\n", "\n", " return self.state.flatten(), reward, terminated, truncated, info\n", " \n", " def reset(self, **kwargs):\n", " self.state = np.zeros((4, 4))\n", " self.myskater = np.asarray([0, 0])\n", " self.state[tuple(self.myskater)] = 0.2\n", " self.state[tuple(self.goal_loc)] = 0.8\n", "\n", " for pos in self.gem_loc:\n", " self.state[tuple(pos)] = 0.5\n", " for pos in self.hole_loc:\n", " self.state[tuple(pos)] = 0.4\n", "\n", " self.prev_state = np.zeros((4, 4))\n", " self.prev_action = None\n", " self.flag_out_grid = 0 \n", " \n", " obs = self.state.flatten()\n", " self.timestep = 0\n", " info = {}\n", " self.penalty_counter = 0\n", " return obs, info\n", "\n", " def calculate_reward(self):\n", " prev_myskateritions = np.argwhere(self.prev_state == 0.2)\n", " if prev_myskateritions.size == 0:\n", " prev_myskaterition = self.myskater\n", " else:\n", " prev_myskaterition = prev_myskateritions[0]\n", "\n", " # Calculating distance to goal before and after the step\n", " prev_distance_to_goal = np.linalg.norm(self.goal_loc - prev_myskaterition)\n", " current_distance_to_goal = np.linalg.norm(self.goal_loc - self.myskater)\n", "\n", "\n", " ## REWARDS SET #############\n", " if np.array_equal(self.myskater, self.goal_loc):\n", " reward = 10 # Positive reward for reaching goal\n", " elif np.array_equal(self.myskater, self.hole_loc[0]):\n", " reward = -5 # negative reward for reaching holes 1\n", " elif np.array_equal(self.myskater, self.hole_loc[1]):\n", " reward = -6 # negative reward for reaching holes 2\n", " elif np.array_equal(self.myskater, self.gem_loc[0]):\n", " reward = 5 # positive reward for reaching gems 1\n", " elif np.array_equal(self.myskater, self.gem_loc[1]):\n", " reward = 6 # positive reward for reaching gems 2\n", " elif current_distance_to_goal < prev_distance_to_goal:\n", " reward = 1 # Positive reward for moving closer to goal\n", " elif current_distance_to_goal > prev_distance_to_goal:\n", " reward = -1 # Negative reward for moving away to goal\n", " else:\n", " reward = -0.1 # Slight negative reward for no change\n", " ##########################\n", " \n", " return reward\n", " \n", " def get_penalty_count(self):\n", " return self.penalty_counter\n", "\n", " def render(self):\n", " fig, ax = plt.subplots()\n", " plt.title('Frozen Lake Environment')\n", "\n", " # Load and display the background image\n", " background_img = plt.imread('images/frozen_lake.jpg')\n", " ax.imshow(background_img, extent=(-0.5, 3.5, -0.5, 3.5), origin='upper')\n", "\n", " \n", " skater_img = plt.imread('images/icons8-skateboard-100.png')\n", " hole_img = plt.imread('images/icons8-hole-100.png')\n", " gem_img = plt.imread('images/icons8-gems-100.png')\n", " goal_img = plt.imread('images/icons8-flag-100.png')\n", " skater_hole_drown_img = plt.imread('images/agent_hole_drown.png')\n", " skater_gem_lottery_img = plt.imread('images/agent_gems_lottery.png')\n", " agent_flag_winner_img = plt.imread('images/agent_flag_winner.png')\n", " agent_grid_cross_img = plt.imread('images/agent_grid_cross.png')\n", "\n", " # Plot Skater\n", " myskater = self.myskater\n", " if self.flag_out_grid:\n", " skater_img = agent_grid_cross_img\n", " agent_box = AnnotationBbox(OffsetImage(skater_img, zoom=0.4), myskater, frameon=False)\n", " ax.add_artist(agent_box)\n", "\n", " # Plot Holes\n", " for hole_loc in self.hole_loc:\n", " hole_loc = hole_loc\n", " if np.array_equal(self.myskater, hole_loc):\n", " hole_img = skater_hole_drown_img\n", " else:\n", " hole_img = plt.imread('images/icons8-hole-100.png')\n", " rock_box = AnnotationBbox(OffsetImage(hole_img, zoom=0.4), hole_loc, frameon=False)\n", " ax.add_artist(rock_box)\n", "\n", " # Plot Gems\n", " for gem_loc in self.gem_loc:\n", " gem_loc = gem_loc\n", " if np.array_equal(self.myskater, gem_loc):\n", " gem_img = skater_gem_lottery_img\n", " else:\n", " gem_img = plt.imread('images/icons8-gems-100.png')\n", " battery_box = AnnotationBbox(OffsetImage(gem_img, zoom=0.4), gem_loc, frameon=False)\n", " ax.add_artist(battery_box)\n", "\n", " # Plot goal\n", " goal_loc = self.goal_loc\n", " goal_loc = self.goal_loc\n", " if np.array_equal(self.myskater, goal_loc):\n", " goal_img = agent_flag_winner_img\n", " else:\n", " goal_img = plt.imread('images/icons8-flag-100.png')\n", " goal_box = AnnotationBbox(OffsetImage(goal_img, zoom=0.4), goal_loc, frameon=False)\n", " ax.add_artist(goal_box)\n", "\n", " plt.xticks(np.arange(-0.5, 4.5, 1))\n", " plt.yticks(np.arange(-0.5, 4.5, 1))\n", " plt.gca().set_xticklabels(np.arange(-0.5, 4.5, 1))\n", " plt.gca().set_yticklabels(np.arange(-0.5, 4.5, 1))\n", " plt.show()\n", "\n", " def obs_space_to_index(self, obs):\n", " myskater = np.argwhere(obs.reshape(4, 4) == 0.2)\n", " if myskater.size == 0:\n", " return 0 \n", " return myskater[0, 0] * 4 + myskater[0, 1]\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Episode: 100\n", "Q-table:\n", "[[ 0.884182 1.30796692 2.78665189 1.49728285]\n", " [ 2.75724562 2.5129886 4.8144802 1.92199061]\n", " [ 0. 0. 0. 0. ]\n", " [-0.37141941 -0.96013042 -1.00686475 -1.46901917]\n", " [-3.34695982 -2.64672654 -3.06026345 -0.40319783]\n", " [ 0.2864261 0.43104706 0.51565151 1.22370963]\n", " [-1.01743945 1.06395633 2.1270275 2.51635968]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]\n", " [-0.35781502 -0.13008573 -0.57622004 -0.16558562]\n", " [ 4.42107267 0.03355901 2.49717014 1.27693664]\n", " [ 0.23483546 2.21813139 0.06951418 0.79570972]\n", " [-1.83336079 -1.69245627 -0.89541104 -2.18432665]\n", " [ 2.67283586 2.76507066 2.03724955 4.05543027]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]]\n", "Average Penalties in Last 100 Episodes: 1.22\n", "Episode: 100, Average Steps: 9.7\n", "Episode: 200\n", "Q-table:\n", "[[ 2.10676134 3.31341259 4.64971965 1.51658731]\n", " [ 3.83166612 3.38627928 3.5953005 3.45327572]\n", " [ 0. 0. 0. 0. ]\n", " [-1.44154357 2.70866797 -1.07894755 -1.7950815 ]\n", " [-1.09431677 -1.13572887 -1.52978165 -1.32007794]\n", " [ 0.27766403 1.07731597 1.26699185 2.25400956]\n", " [-0.63532882 0.77958367 0.9800232 2.23617917]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]\n", " [ 2.95316468 1.83418298 -0.40552697 4.10976809]\n", " [ 3.78041217 6.67138733 4.13103413 3.22891479]\n", " [ 0.65429206 6.58205489 0.17017867 3.6027909 ]\n", " [-2.02634864 -0.49285741 -1.11797505 -1.10003889]\n", " [ 3.04309838 5.44713067 3.06121939 4.7526602 ]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]]\n", "Average Penalties in Last 100 Episodes: 1.05\n", "Episode: 200, Average Steps: 9.56\n", "Episode: 300\n", "Q-table:\n", "[[ 3.14029762 2.16620532 2.12287358 2.77612913]\n", " [ 5.35796963 5.4336997 3.59701488 4.04918382]\n", " [ 0. 0. 0. 0. ]\n", " [-0.8031181 -0.96519297 -0.79706492 -1.7950815 ]\n", " [-1.53860864 -0.68307078 -0.68890133 0.24124702]\n", " [ 3.40653952 2.3083086 1.7681604 1.93764667]\n", " [ 0.92574891 1.80148968 1.27037241 3.7334755 ]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]\n", " [ 2.50806819 3.3776553 0.07338083 4.86728008]\n", " [ 4.5729704 4.17755987 8.78368604 4.48107078]\n", " [ 3.28556529 3.30568852 3.78264832 8.35524986]\n", " [ 1.59650474 3.20628124 -0.39412665 0.1203943 ]\n", " [ 3.78979198 3.9712172 3.67835227 5.82803325]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]]\n", "Average Penalties in Last 100 Episodes: 1.04\n", "Episode: 300, Average Steps: 9.6\n", "Episode: 400\n", "Q-table:\n", "[[ 3.28014892 6.08242323 3.34972714 3.02399609]\n", " [ 4.05955652 8.11796073 3.87618399 4.40190141]\n", " [ 0. 0. 0. 0. ]\n", " [ 1.46486176 -0.54808768 -0.82009462 -0.10198038]\n", " [-0.9364594 0.4723992 2.84674747 0.456843 ]\n", " [ 5.8813133 3.33499645 3.45453709 3.66745812]\n", " [ 0.701319 2.52482438 3.08417985 8.44362581]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]\n", " [ 3.24101053 3.75807057 2.53185887 3.42469161]\n", " [ 6.21766037 5.29294505 9.6563753 6.60373121]\n", " [ 3.28556529 6.08111347 3.73626129 14.91741924]\n", " [ 4.13353365 1.32916462 0.11833513 2.06868844]\n", " [ 3.78979198 3.72083895 4.83312532 7.31248128]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]]\n", "Average Penalties in Last 100 Episodes: 1.02\n", "Episode: 400, Average Steps: 9.52\n", "Episode: 500\n", "Q-table:\n", "[[ 6.31208523 3.7007599 2.31769198 3.22619408]\n", " [ 5.27066817 7.0815158 5.20583075 6.11931013]\n", " [ 0. 0. 0. 0. ]\n", " [ 4.40759514 -0.54808768 -0.82009462 -0.57723786]\n", " [-0.43056473 0.59180666 4.18137597 0.85999729]\n", " [ 5.878554 4.17741606 3.86290297 5.05902184]\n", " [ 0.35986776 3.62254768 4.16604258 6.99274355]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]\n", " [ 6.11656598 4.99815056 2.53185887 3.42469161]\n", " [ 6.21766037 5.29294505 9.90891274 7.7678622 ]\n", " [ 3.75100458 6.08111347 4.8859273 9.66657956]\n", " [ 1.99056537 1.77419015 0.49015568 2.23603592]\n", " [ 5.1361183 3.72083895 5.37531758 6.22725919]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]]\n", "Average Penalties in Last 100 Episodes: 1.09\n", "Episode: 500, Average Steps: 9.5\n", "Episode: 600\n", "Q-table:\n", "[[ 3.08408474 4.27713941 7.01308059 2.8997168 ]\n", " [ 5.93967832 7.90558095 5.20583075 6.31052527]\n", " [ 0. 0. 0. 0. ]\n", " [ 2.67988938 -0.54808768 -0.5713068 0.03896927]\n", " [ 0.74169451 1.63512574 0.32816343 2.61842459]\n", " [ 5.17549658 4.77231907 4.08864479 6.52396243]\n", " [ 0.35986776 4.89133926 5.1782743 4.17685108]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]\n", " [ 5.88630074 4.26583636 2.53185887 3.42469161]\n", " [ 6.9975676 5.29294505 11.40163351 7.7678622 ]\n", " [ 3.75100458 7.65803597 6.89945698 16.91140699]\n", " [ 3.89802477 1.77419015 0.49015568 1.67458786]\n", " [ 5.1361183 4.80621217 5.37531758 6.41687196]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]]\n", "Average Penalties in Last 100 Episodes: 1.12\n", "Episode: 600, Average Steps: 9.64\n", "Episode: 700\n", "Q-table:\n", "[[ 3.65247213 7.10554504 10.38942238 4.83889812]\n", " [ 6.29862148 12.85249491 5.13719297 6.31052527]\n", " [ 0. 0. 0. 0. ]\n", " [ 3.01522746 -0.54808768 0.2274455 0.19535113]\n", " [ 0.74169451 2.89761157 0.32816343 6.74288257]\n", " [ 5.17549658 5.59470252 4.17079612 10.26071808]\n", " [ 2.26907075 4.42034774 10.38777848 4.17685108]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]\n", " [12.44826967 4.7843281 2.53185887 4.86269227]\n", " [ 6.9975676 5.29294505 16.88325179 7.18204524]\n", " [ 3.75100458 7.65803597 6.89945698 22.73452059]\n", " [ 2.81105453 4.21948027 0.49015568 1.67458786]\n", " [ 5.1361183 4.80621217 5.37531758 7.90590749]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]]\n", "Average Penalties in Last 100 Episodes: 1.07\n", "Episode: 700, Average Steps: 9.53\n", "Episode: 800\n", "Q-table:\n", "[[ 7.27634515 11.2124304 5.48331651 5.97985396]\n", " [ 6.59274266 11.38578464 7.33342041 6.31052527]\n", " [ 0. 0. 0. 0. ]\n", " [ 7.48566022 -0.54808768 0.2274455 0.19535113]\n", " [ 1.57860959 7.177525 1.87243538 2.85108172]\n", " [ 5.17549658 4.89248858 4.17079612 10.4581438 ]\n", " [ 2.26907075 8.78084027 4.19487295 4.17685108]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]\n", " [11.48745204 4.7843281 4.3818208 4.86269227]\n", " [ 6.9975676 5.6157848 13.53773292 8.6365104 ]\n", " [ 3.75100458 7.65803597 6.89945698 22.36895556]\n", " [ 2.81105453 8.60006003 1.00290826 1.67458786]\n", " [ 5.1361183 4.80621217 5.37531758 12.04694769]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]]\n", "Average Penalties in Last 100 Episodes: 1.17\n", "Episode: 800, Average Steps: 9.59\n", "Episode: 900\n", "Q-table:\n", "[[ 6.10306556 6.29500789 6.99071882 8.30017026]\n", " [ 6.59274266 13.04025125 7.33342041 7.73039668]\n", " [ 0. 0. 0. 0. ]\n", " [ 5.95600779 -0.54808768 0.2274455 0.19535113]\n", " [ 1.57860959 5.15708566 1.98207557 2.85108172]\n", " [ 5.17549658 5.42421783 4.27426562 10.62113006]\n", " [ 2.26907075 8.92718422 4.19487295 5.62945036]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]\n", " [11.41509718 4.7843281 4.3818208 4.86269227]\n", " [ 6.9975676 6.09267742 15.24922381 8.6365104 ]\n", " [ 3.75100458 7.65803597 6.89945698 23.11841509]\n", " [ 2.81105453 8.26735297 3.39072454 1.67458786]\n", " [ 5.1361183 4.80621217 5.37531758 11.32774897]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]]\n", "Average Penalties in Last 100 Episodes: 1.24\n", "Episode: 900, Average Steps: 9.55\n", "Episode: 1000\n", "Q-table:\n", "[[ 6.74574731 7.98773687 7.79491547 11.42374623]\n", " [ 7.30737039 14.92416809 7.33342041 7.73039668]\n", " [ 0. 0. 0. 0. ]\n", " [ 7.92115663 -0.54808768 0.2274455 0.19535113]\n", " [ 1.57860959 8.60914245 1.98207557 2.85108172]\n", " [ 5.17549658 5.42421783 4.27426562 13.88123288]\n", " [ 2.26907075 13.48057748 4.35035038 5.62945036]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]\n", " [14.81364408 6.05700591 4.3818208 4.86269227]\n", " [ 6.9975676 6.09267742 21.36911632 8.6365104 ]\n", " [ 3.75100458 7.65803597 9.08050269 32.08647772]\n", " [ 2.81105453 10.17297351 3.39072454 1.67458786]\n", " [ 5.1361183 4.80621217 5.37531758 14.60465138]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]]\n", "Average Penalties in Last 100 Episodes: 1.02\n", "Episode: 1000, Average Steps: 9.45\n" ] } ], "source": [ "env_stoc_q = StochasticFrozenLakeEnv()\n", "\n", "epsilon = 1.0 # Initial exploration rate\n", "epsilon_min = 0.01 # Minimum exploration rate\n", "gamma = 0.95 # Discount factor\n", "alpha = 0.15 # Learning rate\n", "decay_rate = 0.995 # Epsilon decay rate per episode\n", "total_episodes = 1000 \n", "max_timestamp = 10\n", "qt = np.zeros((env_stoc_q.obs_space.n, env_stoc_q.action_space.n))\n", "\n", "rewards_epi = []\n", "epsilon_values = []\n", "steps_per_episode = []\n", "penalties_per_episode = []\n", "\n", "final_state = None\n", "for episode in range(total_episodes):\n", " state, _ = env_stoc_q.reset()\n", " state_index = env_stoc_q.obs_space_to_index(state)\n", " total_rewards = 0\n", " total_steps = 0 \n", " action = env_stoc_q.action_space.sample() if np.random.uniform(0, 1) < epsilon else np.argmax(qt[state_index])\n", "\n", " while True:\n", " next_state, reward, terminated, truncated, _ = env_stoc_q.step(action)\n", " total_steps += 1 \n", " next_strt_idx = env_stoc_q.obs_space_to_index(next_state)\n", " next_action = env_stoc_q.action_space.sample() if np.random.uniform(0, 1) < epsilon else np.argmax(qt[next_strt_idx])\n", " qt[state_index, action] = qt[state_index, action] + alpha * (reward + gamma * qt[next_strt_idx, next_action] - qt[state_index, action])\n", " state_index, action = next_strt_idx, next_action\n", " total_rewards += reward\n", " \n", " if terminated or truncated:\n", " break\n", " \n", " penalties_per_episode.append(env_stoc_q.get_penalty_count()) \n", " \n", " # Q-table for every 100 episodes\n", " if (episode + 1) % 100 == 0:\n", " print(f\"Episode: {episode + 1}\")\n", " print(\"Q-table:\")\n", " print(qt)\n", "\n", " # average penalties\n", " avg_penalty = np.mean(penalties_per_episode[-100:])\n", " print(f\"Average Penalties in Last 100 Episodes: {avg_penalty}\")\n", "\n", " epsilon = max(epsilon_min, epsilon * decay_rate)\n", " epsilon_values.append(epsilon)\n", " rewards_epi.append(total_rewards)\n", " steps_per_episode.append(total_steps)\n", "\n", " if (episode + 1) % 100 == 0:\n", " average_steps = np.mean(steps_per_episode[-100:])\n", " print(f\"Episode: {episode + 1}, Average Steps: {average_steps}\")\n", "\n", " if episode == total_episodes - 1:\n", " final_state = env_stoc_q.state\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Episode: 100\n", "Q-table 1:\n", "[[ 1.11876402 1.51904539 2.02564955 -0.30197225]\n", " [ 2.40096921 0.51652121 2.3400676 1.93445032]\n", " [ 0. 0. 0. 0. ]\n", " [-0.34859099 -0.39298902 -1.87440325 0.23584823]\n", " [-0.92164398 -0.76482213 0.30620877 -3.05128047]\n", " [ 0.22510251 0.20302604 0.33330131 0.1004107 ]\n", " [-1.42245604 0.39266994 -0.92009502 1.24509206]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]\n", " [ 0.10793039 0.05598952 0.73769959 0.03305302]\n", " [ 1.70018183 2.52154465 1.68746312 0.73752489]\n", " [ 0.07839401 -0.06573514 2.54379416 3.31739994]\n", " [ 0.59473776 0.08548347 0.85147147 0.3979303 ]\n", " [ 2.31340546 1.38509006 0.35694545 0.95953378]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]]\n", "Q-table 2:\n", "[[-0.34282785 0.58406561 0.13837072 1.4922349 ]\n", " [ 1.20362517 2.48805914 1.5200613 2.52305169]\n", " [ 0. 0. 0. 0. ]\n", " [-1.20779634 0.51284663 -0.52131437 -1.52550797]\n", " [-1.31378705 -0.95567434 -0.99525477 -1.33334889]\n", " [ 0.50885947 0.34396527 0.25241366 0.21455883]\n", " [ 0.64462602 0.35110414 -1.33014897 -2.09573316]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]\n", " [-0.27254039 0.33193302 0.63306586 -1.25685558]\n", " [ 0.42793187 1.83790744 1.76102439 1.20573081]\n", " [ 3.28769981 -0.03336748 0. 5.16967418]\n", " [ 0.19518079 -0.26683963 0.6217234 -0.34591987]\n", " [ 1.51103013 1.30702974 0.59193934 -0.10698782]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]]\n", "Average Penalties in Last 100 Episodes: 1.04\n", "Episode: 100, Average Steps: 9.53\n", "Episode: 200\n", "Q-table 1:\n", "[[ 1.05483709 1.76015097 2.10110663 0.80741148]\n", " [ 3.9736964 2.60923653 3.47564128 3.63478881]\n", " [ 0. 0. 0. 0. ]\n", " [-2.03190727 -1.34859071 -1.33125927 -0.86135374]\n", " [ 0.39227028 -2.16269094 -0.628098 -2.96624177]\n", " [ 1.3241294 1.57254187 0.35734497 1.09915923]\n", " [-1.53690942 1.84045545 -1.29590963 0.70974501]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]\n", " [ 0.61307238 0.57853901 0.25673773 0.72469221]\n", " [ 4.25077826 5.95766053 3.11800033 1.16179504]\n", " [ 0.24232204 3.24464473 1.45583961 8.20345508]\n", " [ 0.50506754 0.14625654 1.08277399 0.3979303 ]\n", " [ 5.18459369 3.0327228 1.41527945 2.29367182]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]]\n", "Q-table 2:\n", "[[ 1.17027127 0.49680376 2.20037593 1.55724157]\n", " [ 2.77341515 3.32926035 3.62943183 4.16023967]\n", " [ 0. 0. 0. 0. ]\n", " [-1.07587214 -1.89158079 -1.48759358 -1.99916252]\n", " [-1.75785336 -0.42379736 -1.78110991 -2.05925272]\n", " [ 2.0629329 0.67976099 1.52062021 0.81574871]\n", " [ 1.41687316 3.61589256 -1.33014897 -1.8104314 ]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]\n", " [-0.27254039 2.66140029 2.32028077 0.85451717]\n", " [ 1.46562712 4.25124427 2.33219405 2.34103772]\n", " [ 4.51024896 1.97776755 5.52176232 8.23313036]\n", " [ 1.05470827 0.02488122 -0.83782804 -0.34591987]\n", " [ 5.22218741 3.54044451 0.68552377 0.39059829]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]]\n", "Average Penalties in Last 100 Episodes: 1.07\n", "Episode: 200, Average Steps: 9.41\n", "Episode: 300\n", "Q-table 1:\n", "[[ 0.66849145 0.97871651 -1.01937561 0.97089339]\n", " [ 3.23794008 3.00719479 2.67852693 4.07202196]\n", " [ 0. 0. 0. 0. ]\n", " [-2.18601122 -2.34646525 -2.37290563 -2.31346492]\n", " [-1.72317158 -0.73995649 -0.38203331 -3.72049275]\n", " [ 1.60644388 1.53394367 0.06541712 1.93113521]\n", " [-1.10854823 0.19639622 0.13332419 2.59617972]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]\n", " [ 0.61307238 4.49504965 0.60531121 1.4574561 ]\n", " [ 3.76220995 5.27254793 3.96167663 1.16179504]\n", " [ 2.233014 6.01502763 4.34535201 5.04465054]\n", " [-0.37378357 -0.58140959 2.07309952 0.3979303 ]\n", " [ 5.29705591 3.09351017 1.41527945 2.57364604]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]]\n", "Q-table 2:\n", "[[-0.36756708 2.37848681 0.77448564 -1.22619669]\n", " [ 3.02828777 3.29436974 3.67675485 4.03787045]\n", " [ 0. 0. 0. 0. ]\n", " [-2.52997666 -2.36404804 -0.40614478 -2.16841618]\n", " [-1.34910464 -0.05396532 -2.35835454 -0.02439762]\n", " [ 1.38232598 1.55593879 1.711045 1.17150521]\n", " [ 1.41687316 -0.40744361 -1.49429068 0.34316169]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]\n", " [ 1.75036595 2.72500922 2.68517198 3.00781515]\n", " [ 3.22278035 3.94284985 2.33219405 3.54123951]\n", " [ 4.49500799 2.28984873 6.60103992 5.4175882 ]\n", " [ 0.8789057 -0.04711512 1.83623525 0.79719971]\n", " [ 4.20598576 3.73619484 1.47999709 0.39059829]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]]\n", "Average Penalties in Last 100 Episodes: 1.15\n", "Episode: 300, Average Steps: 9.48\n", "Episode: 400\n", "Q-table 1:\n", "[[ 0.76042057 1.15689228 0.74744374 -0.86625973]\n", " [ 2.55600601 2.9495945 3.83334494 4.10213342]\n", " [ 0. 0. 0. 0. ]\n", " [-2.28565157 -1.94896649 0.11026499 -2.31346492]\n", " [-1.72317158 -2.68509553 -1.43845088 -1.6697897 ]\n", " [ 0.80557122 1.35225042 0.41739499 1.19252098]\n", " [-0.36132312 -0.649088 0.03896111 2.95491691]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]\n", " [ 0.95236938 2.84857582 2.35403205 -0.33302705]\n", " [ 3.55481131 2.53277099 4.03436661 1.37651966]\n", " [ 2.233014 4.80130795 1.67407861 3.8892312 ]\n", " [ 0.42897504 -0.32999711 -1.28249879 0.63702595]\n", " [ 4.11683592 3.18364414 2.14165738 2.62113774]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]]\n", "Q-table 2:\n", "[[ 0.23839506 -0.12746248 3.16690389 1.62537873]\n", " [ 3.59724509 2.73782278 2.61106993 3.6949073 ]\n", " [ 0. 0. 0. 0. ]\n", " [-2.52997666 -2.74819292 -2.26234621 -2.08820381]\n", " [-3.00162096 -1.99924875 -3.26617983 -2.11477073]\n", " [ 1.51358663 1.79091603 1.65116447 1.03611826]\n", " [-0.15083817 -0.27359439 -1.36066829 1.70300667]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]\n", " [ 2.22583048 3.18697963 1.13686356 3.00781515]\n", " [ 3.57741488 3.10502227 2.34159628 2.77926385]\n", " [ 5.09516272 1.7046316 5.85845089 5.78821482]\n", " [ 0.60429717 -0.04711512 1.21815995 -0.54481259]\n", " [ 3.99585906 1.96586838 1.56419394 1.29835843]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]]\n", "Average Penalties in Last 100 Episodes: 1.04\n", "Episode: 400, Average Steps: 9.71\n", "Episode: 500\n", "Q-table 1:\n", "[[-0.00836274 -2.00507565 0.85409734 0.01883292]\n", " [ 2.73614059 1.68269632 2.76409944 2.5452217 ]\n", " [ 0. 0. 0. 0. ]\n", " [-2.54146573 -3.18513945 -1.66333563 -2.43611675]\n", " [-2.29063372 -3.44392302 -2.72113992 -2.65814493]\n", " [ 0.69366119 0.22602796 0.62319157 0.55658332]\n", " [-0.90322016 -2.66244096 -0.67687276 -2.10248541]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]\n", " [ 1.63289014 1.79657642 0.18058132 -0.33302705]\n", " [ 3.15596609 3.48441781 4.34154828 1.37651966]\n", " [ 1.9576482 4.80130795 4.55721865 4.49433724]\n", " [ 1.41249162 -0.32999711 -1.05869338 0.39357811]\n", " [ 2.04933946 1.9480177 2.14165738 2.62113774]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]]\n", "Q-table 2:\n", "[[-0.77981511 -1.23449519 -0.99125009 -1.03378401]\n", " [ 2.15867925 3.51060681 2.36856756 3.00594836]\n", " [ 0. 0. 0. 0. ]\n", " [-2.33764397 -2.06841361 -4.05806398 -2.83245193]\n", " [-3.59971953 -2.74658987 -3.05512423 -1.80227362]\n", " [ 0.13194552 0.97243886 0.25682216 0.26805049]\n", " [-0.44432679 1.01317417 -1.36066829 0.5259205 ]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]\n", " [ 1.66119729 0.91148955 2.4716836 3.0025704 ]\n", " [ 2.74204337 2.24154958 3.98911267 2.77926385]\n", " [ 4.82100134 1.7046316 7.78402194 1.19338298]\n", " [-0.98064364 -0.04711512 0.76188239 -0.63078355]\n", " [ 2.01843582 2.0430039 1.56419394 1.38063554]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]]\n", "Average Penalties in Last 100 Episodes: 1.31\n", "Episode: 500, Average Steps: 9.58\n", "Episode: 600\n", "Q-table 1:\n", "[[-1.15632369 0.6266937 1.42173646 2.68180948]\n", " [ 1.97082178 1.12557018 4.91009129 0.88203461]\n", " [ 0. 0. 0. 0. ]\n", " [-0.72866143 -3.18513945 -1.66333563 -2.85765147]\n", " [ 0.24072512 -3.39563393 -3.55187563 -3.48473433]\n", " [ 0.30978861 0.90447572 0.06840933 2.99541954]\n", " [ 1.76148672 -0.68558203 -0.67687276 -2.8760193 ]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]\n", " [ 3.31819492 1.79657642 -0.87933699 -0.07890648]\n", " [ 3.15596609 3.48441781 6.76586307 0.82614648]\n", " [ 1.9576482 4.80130795 5.48611051 4.49433724]\n", " [-0.58904343 -0.32999711 -1.57255612 1.36288782]\n", " [ 1.89744107 6.34499409 2.14165738 2.40970764]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]]\n", "Q-table 2:\n", "[[-0.60695033 -1.96964067 -0.93214815 3.28062654]\n", " [ 1.6472077 2.21489632 4.24722063 2.96901067]\n", " [ 0. 0. 0. 0. ]\n", " [-0.33212395 -2.8778952 -4.05806398 -2.76973078]\n", " [ 0.23781193 -2.82948271 -2.95341047 -3.040234 ]\n", " [-0.3919326 -0.37922514 -0.35313099 2.39029828]\n", " [ 4.24347945 -0.21879479 -1.17858867 0.5259205 ]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]\n", " [ 3.33945255 -0.18618982 0.47072206 2.89801174]\n", " [ 3.93772946 2.24154958 4.97985451 3.37613384]\n", " [ 4.97825468 1.7046316 7.0062367 -0.36215717]\n", " [ 0.07536135 -0.52904699 0.7084845 1.93911666]\n", " [ 1.42137102 3.62683273 1.56419394 1.38063554]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]]\n", "Average Penalties in Last 100 Episodes: 1.08\n", "Episode: 600, Average Steps: 9.55\n", "Episode: 700\n", "Q-table 1:\n", "[[-0.03331882 1.28799169 2.78907255 6.38589057]\n", " [ 2.35011213 1.12557018 7.18005473 0.88203461]\n", " [ 0. 0. 0. 0. ]\n", " [ 0.2025484 -3.18513945 -1.66333563 -2.85765147]\n", " [ 2.95215546 -3.39563393 -3.55187563 -3.48473433]\n", " [ 0.45607467 1.48205986 0.91389904 6.35998629]\n", " [ 5.0717012 -0.68558203 -0.67687276 -2.58992058]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]\n", " [ 4.70712507 1.79657642 1.11386518 -0.07890648]\n", " [ 3.15596609 3.48441781 8.53498591 0.82614648]\n", " [ 1.9576482 4.80130795 10.81826202 5.00218783]\n", " [ 0.69397525 -0.32999711 -1.57255612 3.31269555]\n", " [ 1.89744107 7.43370821 2.69411559 2.40970764]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]]\n", "Q-table 2:\n", "[[-0.60695033 -0.52880138 2.19082889 6.26930718]\n", " [ 2.99941893 2.54537834 7.75097502 2.87283568]\n", " [ 0. 0. 0. 0. ]\n", " [ 0.2217851 -2.8778952 -4.05806398 -2.76973078]\n", " [ 1.36169289 -2.82948271 -2.95341047 -1.7242392 ]\n", " [-0.3919326 -0.37922514 -0.35313099 4.83273087]\n", " [ 5.9946254 -0.21879479 -1.17858867 0.5259205 ]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]\n", " [ 6.79586038 1.1595519 0.47072206 3.2840753 ]\n", " [ 3.93772946 3.5290225 8.44453094 3.37613384]\n", " [ 4.97825468 1.7046316 11.88010531 -0.36215717]\n", " [ 0.07536135 -0.52904699 0.7084845 4.72933743]\n", " [ 1.42137102 7.63713317 1.56419394 1.38063554]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]]\n", "Average Penalties in Last 100 Episodes: 0.91\n", "Episode: 700, Average Steps: 9.52\n", "Episode: 800\n", "Q-table 1:\n", "[[-0.03331882 2.45445825 1.57021929 6.59412177]\n", " [ 2.35011213 1.12557018 7.40385317 0.88203461]\n", " [ 0. 0. 0. 0. ]\n", " [ 2.02679746 -3.18513945 -1.66333563 -2.85765147]\n", " [ 3.09234727 -3.39563393 -3.55187563 -3.48473433]\n", " [ 0.45607467 1.48205986 0.91389904 6.93445734]\n", " [ 6.64332654 -0.68558203 -0.66425464 -2.58992058]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]\n", " [ 7.4222767 1.79657642 1.11386518 -0.07890648]\n", " [ 3.15596609 3.48441781 9.57074142 0.82614648]\n", " [ 1.9576482 4.80130795 13.74760154 5.00218783]\n", " [ 0.69397525 -0.32999711 -1.57255612 4.92706536]\n", " [ 1.89744107 9.39786554 2.69411559 2.95961479]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]]\n", "Q-table 2:\n", "[[ 1.50220304 -0.52880138 3.34118523 7.81054369]\n", " [ 2.99941893 2.54537834 6.33928478 2.87283568]\n", " [ 0. 0. 0. 0. ]\n", " [ 2.13720903 -2.8778952 -4.05806398 -2.23374336]\n", " [ 3.11381503 -2.82948271 -2.95341047 -1.7242392 ]\n", " [-0.3919326 -0.37922514 -0.35313099 6.32934074]\n", " [ 7.10716047 -0.21879479 -1.17858867 0.5259205 ]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]\n", " [ 7.04750384 1.1595519 0.47072206 3.5978884 ]\n", " [ 3.93772946 3.5290225 9.34394803 3.37613384]\n", " [ 4.97825468 2.75251438 13.57719197 2.92108566]\n", " [ 0.07536135 -0.52904699 0.7084845 4.22374729]\n", " [ 3.23790635 8.59821385 1.56419394 1.38063554]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]]\n", "Average Penalties in Last 100 Episodes: 1.18\n", "Episode: 800, Average Steps: 9.75\n", "Episode: 900\n", "Q-table 1:\n", "[[ 2.09221816 2.45445825 3.05192297 6.19180271]\n", " [ 2.35011213 1.12557018 9.49416975 0.88203461]\n", " [ 0. 0. 0. 0. ]\n", " [ 4.73953003 -3.18513945 -1.66333563 -2.85765147]\n", " [ 4.54942517 -3.39563393 -2.29723243 -3.48473433]\n", " [ 0.45607467 3.11372938 0.91389904 7.64224009]\n", " [ 7.5023113 -0.68558203 -0.66425464 -2.58992058]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]\n", " [ 8.54317912 1.79657642 1.11386518 -0.07890648]\n", " [ 3.15596609 3.48441781 10.31131651 0.82614648]\n", " [ 1.9576482 4.80130795 17.90656188 5.00218783]\n", " [ 0.69397525 -0.32999711 -1.57255612 5.22768267]\n", " [ 1.89744107 10.13153459 2.69411559 2.95961479]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]]\n", "Q-table 2:\n", "[[ 1.50220304 -0.52880138 3.79430667 6.61121065]\n", " [ 2.99941893 2.54537834 9.1324304 2.87283568]\n", " [ 0. 0. 0. 0. ]\n", " [ 5.95496188 -2.8778952 -4.05806398 -2.23374336]\n", " [ 3.34750211 -2.82948271 -2.95341047 -1.7242392 ]\n", " [-0.3919326 -0.37922514 0.59558164 7.79123829]\n", " [ 7.00320215 -0.21879479 -1.17858867 0.5259205 ]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]\n", " [ 8.7419819 1.1595519 0.47072206 3.5978884 ]\n", " [ 3.93772946 3.5290225 14.02934615 3.37613384]\n", " [ 4.97825468 2.75251438 16.6262509 2.92108566]\n", " [ 0.07536135 -0.52904699 0.7084845 7.77972387]\n", " [ 3.23790635 10.0627805 1.56419394 1.38063554]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]]\n", "Average Penalties in Last 100 Episodes: 0.92\n", "Episode: 900, Average Steps: 9.62\n", "Episode: 1000\n", "Q-table 1:\n", "[[ 3.19230754 3.51678531 3.78190258 8.78464594]\n", " [ 2.35011213 1.12557018 8.96543217 0.88203461]\n", " [ 0. 0. 0. 0. ]\n", " [ 4.89991999 -3.18513945 -1.66333563 -2.23405648]\n", " [ 5.7382225 -1.83993808 -0.73787894 -3.48473433]\n", " [ 0.45607467 3.11372938 1.92818551 9.23898218]\n", " [ 8.75254745 -0.68558203 -0.66425464 -2.58992058]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]\n", " [ 6.12219236 1.79657642 1.11386518 -0.07890648]\n", " [ 3.15596609 3.48441781 14.76684215 0.82614648]\n", " [ 1.9576482 4.80130795 19.21004651 5.00218783]\n", " [ 0.69397525 -0.32999711 -1.57255612 7.57462215]\n", " [ 1.89744107 11.68025831 2.69411559 2.95961479]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]]\n", "Q-table 2:\n", "[[ 1.50220304 -0.52880138 3.79430667 6.7134437 ]\n", " [ 2.99941893 2.54537834 10.65022359 2.87283568]\n", " [ 0. 0. 0. 0. ]\n", " [ 7.24377294 -2.8778952 -4.05806398 -1.08497774]\n", " [ 5.26416297 -2.82948271 -2.95341047 -1.7242392 ]\n", " [-0.3919326 -0.37922514 0.59558164 7.14634746]\n", " [11.23218734 -0.21879479 -1.17858867 0.5259205 ]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]\n", " [ 8.37372818 1.1595519 0.47072206 3.5978884 ]\n", " [ 3.93772946 3.5290225 14.17772633 3.37613384]\n", " [ 4.97825468 2.75251438 18.08597143 2.92108566]\n", " [ 0.07536135 0.34786514 0.7084845 6.23528039]\n", " [ 3.23790635 11.47199592 1.56419394 1.38063554]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]]\n", "Average Penalties in Last 100 Episodes: 1.07\n", "Episode: 1000, Average Steps: 9.56\n" ] } ], "source": [ "env_stoc = StochasticFrozenLakeEnv()\n", "epsilon = 1.0 \n", "epsilon_min = 0.01 \n", "gamma = 0.95 \n", "alpha = 0.15 \n", "decay_rate = 0.995 \n", "total_episodes = 1000\n", "max_timestamp = 10\n", "\n", "qt1 = np.zeros((env_stoc.obs_space.n, env_stoc.action_space.n)) # Q-table 1 initialization\n", "qt2 = np.zeros((env_stoc.obs_space.n, env_stoc.action_space.n)) # Q-table 2 initialization\n", "\n", "rewards_epi = []\n", "epsilon_values = []\n", "steps_per_episode = []\n", "penalties_per_episode = []\n", "\n", "final_state = None\n", "\n", "for episode in range(total_episodes):\n", " state, _ = env_stoc.reset()\n", " state_index = env_stoc.obs_space_to_index(state)\n", " total_rewards = 0\n", " total_steps = 0\n", "\n", " while True:\n", " total_steps += 1\n", " action = env_stoc.action_space.sample() if np.random.uniform(0, 1) < epsilon else np.argmax((qt1[state_index] + qt2[state_index]) / 2)\n", " next_state, reward, terminated, truncated, _ = env_stoc.step(action)\n", " next_strt_idx = env_stoc.obs_space_to_index(next_state)\n", " if np.random.uniform(0, 1) < 0.5:\n", " qt1[state_index, action] += alpha * (reward + gamma * qt2[next_strt_idx, np.argmax(qt1[next_strt_idx])] - qt1[state_index, action])\n", " else:\n", " qt2[state_index, action] += alpha * (reward + gamma * qt1[next_strt_idx, np.argmax(qt2[next_strt_idx])] - qt2[state_index, action])\n", " state_index = next_strt_idx\n", " total_rewards += reward\n", " if terminated or truncated or total_steps >= max_timestamp:\n", " break\n", "\n", " penalties_per_episode.append(env_stoc.get_penalty_count())\n", " if (episode + 1) % 100 == 0:\n", " print(f\"Episode: {episode + 1}\")\n", " print(\"Q-table 1:\")\n", " print(qt1)\n", " print(\"Q-table 2:\")\n", " print(qt2)\n", " avg_penalty = np.mean(penalties_per_episode[-100:])\n", " print(f\"Average Penalties in Last 100 Episodes: {avg_penalty}\")\n", "\n", " epsilon = max(epsilon_min, epsilon * decay_rate)\n", " epsilon_values.append(epsilon)\n", " rewards_epi.append(total_rewards)\n", " steps_per_episode.append(total_steps)\n", "\n", " if (episode + 1) % 100 == 0:\n", " average_steps = np.mean(steps_per_episode[-100:])\n", " print(f\"Episode: {episode + 1}, Average Steps: {average_steps}\")\n", "\n", " if episode == total_episodes - 1:\n", " final_state = env_stoc.state" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# Q-Learning Training Loop\n", "q_rewards = []\n", "for episode in range(total_episodes):\n", " state, _ = env_stoc.reset()\n", " state_index = env_stoc.obs_space_to_index(state)\n", " total_rewards = 0\n", " total_steps = 0\n", " action = env_stoc.action_space.sample() if np.random.uniform(0, 1) < epsilon else np.argmax(qt[state_index])\n", " while True:\n", " next_state, reward, terminated, truncated, _ = env_stoc.step(action)\n", " total_steps += 1 \n", " next_strt_idx = env_stoc.obs_space_to_index(next_state)\n", " next_action = env_stoc.action_space.sample() if np.random.uniform(0, 1) < epsilon else np.argmax(qt[next_strt_idx])\n", " qt[state_index, action] = qt[state_index, action] + alpha * (reward + gamma * qt[next_strt_idx, next_action] - qt[state_index, action])\n", " state_index, action = next_strt_idx, next_action\n", " total_rewards += reward\n", " if terminated or truncated:\n", " break\n", " q_rewards.append(total_rewards)\n", "\n", "\n", "# Double Q-learning Training Loop\n", "double_q_rewards = []\n", "for episode in range(total_episodes):\n", " state, _ = env_stoc.reset()\n", " state_index = env_stoc.obs_space_to_index(state)\n", " total_rewards = 0\n", " total_steps = 0\n", " while True:\n", " total_steps += 1\n", " action = env_stoc.action_space.sample() if np.random.uniform(0, 1) < epsilon else np.argmax((qt1[state_index] + qt2[state_index]) / 2)\n", " next_state, reward, terminated, truncated, _ = env_stoc.step(action)\n", " next_strt_idx = env_stoc.obs_space_to_index(next_state)\n", " if np.random.uniform(0, 1) < 0.5:\n", " qt1[state_index, action] += alpha * (reward + gamma * qt2[next_strt_idx, np.argmax(qt1[next_strt_idx])] - qt1[state_index, action])\n", " else:\n", " qt2[state_index, action] += alpha * (reward + gamma * qt1[next_strt_idx, np.argmax(qt2[next_strt_idx])] - qt2[state_index, action])\n", " state_index = next_strt_idx\n", " total_rewards += reward\n", " if terminated or truncated or total_steps >= max_timestamp:\n", " break\n", " double_q_rewards.append(total_rewards)\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(20, 6)) \n", "plt.plot(q_rewards, label='Q-Learning')\n", "plt.plot(double_q_rewards, label='Double Q-learning')\n", "plt.xlabel('Episode')\n", "plt.ylabel('Total Reward')\n", "plt.legend()\n", "plt.title('Comparison of Q-Learning and Double Q-learning Stochastic')\n", "plt.show()" ] } ], "metadata": { "language_info": { "name": "python" } }, "nbformat": 4, "nbformat_minor": 2 }