{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Applying Tabular Methods" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Double Q Learning - Deterministic" ] }, { "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": "markdown", "metadata": {}, "source": [ "#### Frozen Lake Environment\n", "\n", "Description: The agent is on a frozen lake and must navigate to the goal while avoiding holes and collecting Gems." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "class FrozenLakeEnv(gym.Env):\n", " metadata = {'render.modes': []}\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", " ## STATES SET #############\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", " \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", "\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", " ## ACTIONS SET #############\n", " if action == 0: # moves right\n", " self.myskater[0] += 1\n", " elif action == 1: # moves left\n", " self.myskater[0] -= 1\n", " elif action == 2: # moves up\n", " self.myskater[1] += 1 \n", " elif action == 3: # moves down\n", " self.myskater[1] -= 1\n", " ##########################\n", " \n", " self.myskater = np.clip(self.myskater, 0, 3)\n", "\n", " # If the agent is in the same position as the previous step, choose a different action\n", " prev_state_positions = np.argwhere(self.prev_state == 0.2)\n", " if len(prev_state_positions) > 0 and np.array_equal(self.myskater, prev_state_positions[0]):\n", " while action == self.prev_action:\n", " action = self.action_space.sample()\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 truncated:\n", " self.flag_out_grid = 1 \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", "\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Episode: 100\n", "Q-table 1:\n", "[[ 4.44203487 8.18633458 11.85416368 8.64172487]\n", " [ 3.46093516 9.34344823 12.0930265 6.09384082]\n", " [ 0. 0. 0. 0. ]\n", " [ 1.20764956 2.26181567 5.08217587 9.07809385]\n", " [-0.89981292 2.7856339 5.11531748 2.19007779]\n", " [ 1.77219039 5.87305158 5.09193859 0.84162314]\n", " [ 0.60248264 8.51872763 -0.14901717 1.71720962]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]\n", " [ 0.15 -0.128625 3.88382836 -0.7673582 ]\n", " [ 9.48435053 0. 0.2775 -0.01879452]\n", " [ 2.6021783 0. -0.015 0. ]\n", " [ 0. -0.69493363 0.7068246 0. ]\n", " [-0.015 0.06291875 3.25998486 -0.15 ]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]]\n", "Q-table 2:\n", "[[ 3.9912651 8.14661117 9.98783913 8.92610903]\n", " [ 5.21168058 8.75845551 14.36755081 4.5665347 ]\n", " [ 0. 0. 0. 0. ]\n", " [ 1.18601867 0.87867675 2.18465028 11.31758028]\n", " [-1.730722 1.47031361 4.64908018 0.32229384]\n", " [ 2.32121037 6.5567668 4.36935714 1.28520755]\n", " [ 4.74265278 8.27745111 0. 0.70413959]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]\n", " [ 1.24060633 1.07199756 3.82046765 -0.36473917]\n", " [ 5.61270839 0.86559191 0.2775 0.40554839]\n", " [ 3.18921832 0.21453231 -0.015 1.09363834]\n", " [ 0. -0.9 0. 0. ]\n", " [-0.015 -0.15 3.58739299 0. ]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]]\n", "Average Penalties in Last 100 Episodes: 0.63\n", "Episode: 100, Average Steps: 9.84\n", "Episode: 200\n", "Q-table 1:\n", "[[ 1.39789116e+01 1.96866109e+01 2.52138339e+01 2.01193086e+01]\n", " [ 9.28079170e+00 1.54739286e+01 2.70077807e+01 1.42619102e+01]\n", " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n", " [ 8.55149103e+00 1.71647164e+01 1.74316445e+01 2.77465107e+01]\n", " [ 1.45012419e+00 6.05798637e+00 1.12256552e+01 4.32342283e+00]\n", " [ 2.96736561e+00 1.87194734e+01 5.09193859e+00 1.83468459e+00]\n", " [ 2.19244396e+00 2.03509966e+01 2.71113559e+00 5.12336019e+00]\n", " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n", " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n", " [ 1.73453746e+00 1.90337244e+00 4.56321624e+00 -7.67358201e-01]\n", " [ 1.41238669e+01 1.43401394e+00 2.77500000e-01 -1.87945243e-02]\n", " [ 6.15051248e+00 0.00000000e+00 -1.50000000e-02 0.00000000e+00]\n", " [ 0.00000000e+00 -6.94933632e-01 1.47980765e+00 0.00000000e+00]\n", " [ 7.01256733e-01 7.37726371e-01 3.25998486e+00 -1.50000000e-01]\n", " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n", " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]]\n", "Q-table 2:\n", "[[ 1.27170507e+01 1.94081929e+01 2.54761991e+01 1.84004083e+01]\n", " [ 1.20338211e+01 1.82021705e+01 2.65039382e+01 1.54584383e+01]\n", " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n", " [ 1.10971094e+01 1.73432149e+01 1.68476021e+01 2.78658386e+01]\n", " [ 1.50845999e+00 2.74039284e+00 1.12629796e+01 3.23813277e+00]\n", " [ 3.28745820e+00 1.49882581e+01 7.89607262e+00 2.03866494e+00]\n", " [ 6.78695050e+00 2.08777560e+01 0.00000000e+00 4.18041181e+00]\n", " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n", " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n", " [ 1.24060633e+00 3.34255858e+00 5.85435392e+00 7.31260487e-01]\n", " [ 5.61270839e+00 8.65591906e-01 7.56685408e-01 7.48161673e-01]\n", " [ 3.18921832e+00 2.14532309e-01 -1.50000000e-02 1.09363834e+00]\n", " [ 0.00000000e+00 -9.00000000e-01 6.14547842e-01 0.00000000e+00]\n", " [-1.50000000e-02 2.75945541e-01 7.35869343e+00 -4.92774940e-02]\n", " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n", " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]]\n", "Average Penalties in Last 100 Episodes: 0.52\n", "Episode: 200, Average Steps: 9.95\n", "Episode: 300\n", "Q-table 1:\n", "[[ 2.26445916e+01 3.14530691e+01 3.83381786e+01 3.15398629e+01]\n", " [ 1.47152601e+01 2.98881625e+01 3.79091435e+01 2.31309389e+01]\n", " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n", " [ 2.00264342e+01 2.70831729e+01 2.88605051e+01 3.78573171e+01]\n", " [ 5.50892226e+00 9.03139984e+00 1.31272139e+01 4.32342283e+00]\n", " [ 4.69293056e+00 2.21794945e+01 1.08643794e+01 1.83468459e+00]\n", " [ 4.91801938e+00 3.39018279e+01 8.85944990e+00 6.61130804e+00]\n", " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n", " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n", " [ 1.73453746e+00 1.90337244e+00 8.94323321e+00 3.05046158e+00]\n", " [ 2.45573697e+01 1.43401394e+00 2.77500000e-01 -1.87945243e-02]\n", " [ 1.10870317e+01 0.00000000e+00 -1.50000000e-02 0.00000000e+00]\n", " [ 0.00000000e+00 -6.94933632e-01 1.47980765e+00 0.00000000e+00]\n", " [ 7.01256733e-01 7.37726371e-01 3.25998486e+00 -1.50000000e-01]\n", " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n", " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]]\n", "Q-table 2:\n", "[[ 2.05111990e+01 3.28298515e+01 3.53707149e+01 3.21698348e+01]\n", " [ 1.41227368e+01 2.19960490e+01 4.03850398e+01 2.32262421e+01]\n", " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n", " [ 2.24377565e+01 3.24428942e+01 3.02211916e+01 4.10078116e+01]\n", " [ 5.84522529e+00 2.74039284e+00 1.64316830e+01 3.23813277e+00]\n", " [ 3.28745820e+00 2.79853867e+01 9.76167874e+00 2.03866494e+00]\n", " [ 8.32831500e+00 3.36132167e+01 6.29755450e+00 6.18756684e+00]\n", " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n", " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n", " [ 1.24060633e+00 5.47539160e+00 7.13885187e+00 7.31260487e-01]\n", " [ 1.33963700e+01 8.65591906e-01 2.37308461e+00 1.13619574e+00]\n", " [ 1.37092719e+01 2.65324355e+00 -1.50000000e-02 1.09363834e+00]\n", " [ 0.00000000e+00 -9.00000000e-01 6.14547842e-01 0.00000000e+00]\n", " [-1.50000000e-02 2.75945541e-01 7.35869343e+00 -4.92774940e-02]\n", " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n", " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]]\n", "Average Penalties in Last 100 Episodes: 0.52\n", "Episode: 300, Average Steps: 9.75\n", "Episode: 400\n", "Q-table 1:\n", "[[ 2.23728574e+01 4.25559783e+01 4.32527684e+01 3.89853674e+01]\n", " [ 1.92874612e+01 3.37270276e+01 4.60032090e+01 2.57017572e+01]\n", " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n", " [ 2.73063333e+01 3.78448573e+01 3.88628590e+01 4.61972997e+01]\n", " [ 5.50892226e+00 9.03139984e+00 2.12334452e+01 6.12195437e+00]\n", " [ 5.15627737e+00 2.93174891e+01 1.08643794e+01 3.75099673e+00]\n", " [ 6.23929919e+00 4.01858516e+01 8.85944990e+00 6.61130804e+00]\n", " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n", " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n", " [ 1.73453746e+00 1.90337244e+00 1.02937762e+01 3.05046158e+00]\n", " [ 2.45573697e+01 1.43401394e+00 2.77500000e-01 -1.87945243e-02]\n", " [ 2.14007315e+01 0.00000000e+00 -1.50000000e-02 0.00000000e+00]\n", " [ 0.00000000e+00 -6.94933632e-01 1.47980765e+00 0.00000000e+00]\n", " [ 7.01256733e-01 7.37726371e-01 3.25998486e+00 -1.50000000e-01]\n", " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n", " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]]\n", "Q-table 2:\n", "[[ 2.93540529e+01 4.16097620e+01 4.38043046e+01 3.87516158e+01]\n", " [ 1.73454108e+01 2.76210764e+01 4.57014336e+01 2.97070977e+01]\n", " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n", " [ 3.12790262e+01 3.95241788e+01 3.88617187e+01 4.57746771e+01]\n", " [ 5.84522529e+00 7.38694553e+00 1.72775085e+01 3.23813277e+00]\n", " [ 3.28745820e+00 3.33714387e+01 9.76167874e+00 2.03866494e+00]\n", " [ 8.32831500e+00 3.88570371e+01 6.29755450e+00 6.18756684e+00]\n", " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n", " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n", " [ 1.24060633e+00 5.47539160e+00 7.13885187e+00 7.31260487e-01]\n", " [ 2.21061125e+01 8.65591906e-01 2.37308461e+00 1.13619574e+00]\n", " [ 1.37092719e+01 2.65324355e+00 -1.50000000e-02 1.09363834e+00]\n", " [ 0.00000000e+00 -9.00000000e-01 6.14547842e-01 0.00000000e+00]\n", " [-1.50000000e-02 2.75945541e-01 7.35869343e+00 -4.92774940e-02]\n", " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n", " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]]\n", "Average Penalties in Last 100 Episodes: 0.28\n", "Episode: 400, Average Steps: 9.88\n", "Episode: 500\n", "Q-table 1:\n", "[[ 2.97299837e+01 4.32640943e+01 4.54112016e+01 4.01884464e+01]\n", " [ 2.80555288e+01 3.69113158e+01 4.83684979e+01 2.57017572e+01]\n", " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n", " [ 3.42281553e+01 4.26250449e+01 4.21720334e+01 4.84591105e+01]\n", " [ 5.50892226e+00 9.03139984e+00 2.94784092e+01 6.12195437e+00]\n", " [ 5.55012215e+00 3.66115669e+01 1.08643794e+01 3.75099673e+00]\n", " [ 6.23929919e+00 4.47266227e+01 8.85944990e+00 6.61130804e+00]\n", " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n", " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n", " [ 1.73453746e+00 1.90337244e+00 1.20498308e+01 3.05046158e+00]\n", " [ 2.45573697e+01 1.43401394e+00 2.77500000e-01 -1.87945243e-02]\n", " [ 2.14007315e+01 0.00000000e+00 -1.50000000e-02 0.00000000e+00]\n", " [ 0.00000000e+00 -6.94933632e-01 1.47980765e+00 0.00000000e+00]\n", " [ 7.01256733e-01 7.37726371e-01 3.25998486e+00 -1.50000000e-01]\n", " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n", " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]]\n", "Q-table 2:\n", "[[ 3.08508623e+01 4.54806344e+01 4.56512756e+01 4.27120890e+01]\n", " [ 2.05383824e+01 3.58378638e+01 4.75922680e+01 3.39970292e+01]\n", " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n", " [ 3.44228431e+01 4.10364374e+01 4.18445104e+01 4.77250416e+01]\n", " [ 5.84522529e+00 7.38694553e+00 2.10814471e+01 3.23813277e+00]\n", " [ 3.28745820e+00 4.09111023e+01 9.76167874e+00 2.03866494e+00]\n", " [ 8.32831500e+00 4.12351486e+01 6.29755450e+00 6.18756684e+00]\n", " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n", " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n", " [ 1.24060633e+00 5.47539160e+00 7.13885187e+00 7.31260487e-01]\n", " [ 2.61573828e+01 8.65591906e-01 2.37308461e+00 1.13619574e+00]\n", " [ 1.37092719e+01 2.65324355e+00 -1.50000000e-02 1.09363834e+00]\n", " [ 0.00000000e+00 -9.00000000e-01 6.14547842e-01 0.00000000e+00]\n", " [-1.50000000e-02 2.75945541e-01 7.35869343e+00 -4.92774940e-02]\n", " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n", " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]]\n", "Average Penalties in Last 100 Episodes: 0.27\n", "Episode: 500, Average Steps: 9.97\n", "Episode: 600\n", "Q-table 1:\n", "[[ 3.66253754e+01 4.60894827e+01 4.81774366e+01 4.27744128e+01]\n", " [ 2.80555288e+01 3.97324613e+01 5.02251400e+01 2.57017572e+01]\n", " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n", " [ 3.51229233e+01 4.40886438e+01 4.45511246e+01 5.01028707e+01]\n", " [ 5.50892226e+00 9.03139984e+00 2.94784092e+01 6.12195437e+00]\n", " [ 5.55012215e+00 3.66115669e+01 1.08643794e+01 3.75099673e+00]\n", " [ 6.23929919e+00 4.72274625e+01 8.85944990e+00 6.61130804e+00]\n", " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n", " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n", " [ 1.73453746e+00 1.90337244e+00 1.20498308e+01 3.05046158e+00]\n", " [ 2.45573697e+01 1.43401394e+00 2.77500000e-01 -1.87945243e-02]\n", " [ 2.14007315e+01 0.00000000e+00 -1.50000000e-02 0.00000000e+00]\n", " [ 0.00000000e+00 -6.94933632e-01 1.47980765e+00 0.00000000e+00]\n", " [ 7.01256733e-01 7.37726371e-01 3.25998486e+00 -1.50000000e-01]\n", " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n", " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]]\n", "Q-table 2:\n", "[[ 3.68575628e+01 4.69064466e+01 4.75294278e+01 4.37735633e+01]\n", " [ 2.05383824e+01 3.74987586e+01 5.04889643e+01 3.39970292e+01]\n", " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n", " [ 3.65729931e+01 4.18107866e+01 4.26152008e+01 5.06714372e+01]\n", " [ 5.84522529e+00 7.38694553e+00 2.10814471e+01 3.23813277e+00]\n", " [ 3.28745820e+00 4.09111023e+01 9.76167874e+00 2.03866494e+00]\n", " [ 8.32831500e+00 4.58137544e+01 6.29755450e+00 6.18756684e+00]\n", " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n", " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n", " [ 1.24060633e+00 5.47539160e+00 7.13885187e+00 7.31260487e-01]\n", " [ 2.61573828e+01 8.65591906e-01 2.37308461e+00 1.13619574e+00]\n", " [ 1.37092719e+01 2.65324355e+00 -1.50000000e-02 1.09363834e+00]\n", " [ 0.00000000e+00 -9.00000000e-01 6.14547842e-01 0.00000000e+00]\n", " [-1.50000000e-02 2.75945541e-01 7.35869343e+00 -4.92774940e-02]\n", " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n", " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]]\n", "Average Penalties in Last 100 Episodes: 0.1\n", "Episode: 600, Average Steps: 10.0\n", "Episode: 700\n", "Q-table 1:\n", "[[ 3.99112365e+01 4.79142613e+01 4.89639003e+01 4.39191551e+01]\n", " [ 2.99472539e+01 3.97324613e+01 5.14299087e+01 2.86071210e+01]\n", " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n", " [ 3.64898533e+01 4.46770306e+01 4.56438034e+01 5.14963289e+01]\n", " [ 5.50892226e+00 9.03139984e+00 3.10364799e+01 8.19276742e+00]\n", " [ 5.55012215e+00 3.95287694e+01 1.08643794e+01 3.75099673e+00]\n", " [ 6.23929919e+00 4.87118279e+01 8.85944990e+00 6.61130804e+00]\n", " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n", " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n", " [ 1.73453746e+00 1.90337244e+00 1.20498308e+01 3.05046158e+00]\n", " [ 2.45573697e+01 1.43401394e+00 2.77500000e-01 -1.87945243e-02]\n", " [ 2.14007315e+01 0.00000000e+00 -1.50000000e-02 0.00000000e+00]\n", " [ 0.00000000e+00 -6.94933632e-01 1.47980765e+00 0.00000000e+00]\n", " [ 7.01256733e-01 7.37726371e-01 3.25998486e+00 -1.50000000e-01]\n", " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n", " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]]\n", "Q-table 2:\n", "[[ 3.90929524e+01 4.68227773e+01 4.90281279e+01 4.43472889e+01]\n", " [ 2.30488581e+01 3.89892761e+01 5.15350252e+01 3.39970292e+01]\n", " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n", " [ 3.72489956e+01 4.52933095e+01 4.50922471e+01 5.15578267e+01]\n", " [ 5.84522529e+00 7.38694553e+00 2.10814471e+01 3.23813277e+00]\n", " [ 3.28745820e+00 4.17547682e+01 9.76167874e+00 2.03866494e+00]\n", " [ 8.32831500e+00 4.76911695e+01 6.29755450e+00 6.18756684e+00]\n", " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n", " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n", " [ 1.24060633e+00 5.47539160e+00 7.13885187e+00 7.31260487e-01]\n", " [ 2.61573828e+01 8.65591906e-01 2.37308461e+00 1.13619574e+00]\n", " [ 1.37092719e+01 2.65324355e+00 -1.50000000e-02 1.09363834e+00]\n", " [ 0.00000000e+00 -9.00000000e-01 6.14547842e-01 0.00000000e+00]\n", " [-1.50000000e-02 2.75945541e-01 7.35869343e+00 -4.92774940e-02]\n", " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n", " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]]\n", "Average Penalties in Last 100 Episodes: 0.08\n", "Episode: 700, Average Steps: 10.0\n", "Episode: 800\n", "Q-table 1:\n", "[[ 4.17044501e+01 4.79830072e+01 4.61690734e+01 4.39191551e+01]\n", " [ 3.15552203e+01 4.11301428e+01 5.11292934e+01 2.86071210e+01]\n", " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n", " [ 3.71680177e+01 4.46770306e+01 4.66941219e+01 5.10261617e+01]\n", " [ 5.50892226e+00 9.03139984e+00 3.24810624e+01 8.19276742e+00]\n", " [ 5.55012215e+00 4.20110841e+01 1.08643794e+01 3.75099673e+00]\n", " [ 6.23929919e+00 4.91809771e+01 8.85944990e+00 6.61130804e+00]\n", " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n", " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n", " [ 1.73453746e+00 1.90337244e+00 1.20498308e+01 3.05046158e+00]\n", " [ 2.45573697e+01 1.43401394e+00 2.77500000e-01 -1.87945243e-02]\n", " [ 2.14007315e+01 0.00000000e+00 -1.50000000e-02 0.00000000e+00]\n", " [ 0.00000000e+00 -6.94933632e-01 1.47980765e+00 0.00000000e+00]\n", " [ 7.01256733e-01 7.37726371e-01 3.25998486e+00 -1.50000000e-01]\n", " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n", " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]]\n", "Q-table 2:\n", "[[ 3.98255381e+01 4.69726127e+01 4.84325782e+01 4.63036235e+01]\n", " [ 2.30488581e+01 3.89892761e+01 5.23685857e+01 3.39970292e+01]\n", " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n", " [ 3.80402988e+01 4.58619543e+01 4.56897334e+01 5.21768635e+01]\n", " [ 5.84522529e+00 7.38694553e+00 2.10814471e+01 3.23813277e+00]\n", " [ 3.28745820e+00 4.17547682e+01 9.76167874e+00 2.03866494e+00]\n", " [ 8.32831500e+00 4.94193299e+01 6.29755450e+00 6.18756684e+00]\n", " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n", " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n", " [ 1.24060633e+00 5.47539160e+00 7.13885187e+00 7.31260487e-01]\n", " [ 2.61573828e+01 8.65591906e-01 2.37308461e+00 1.13619574e+00]\n", " [ 1.37092719e+01 2.65324355e+00 -1.50000000e-02 1.09363834e+00]\n", " [ 0.00000000e+00 -9.00000000e-01 6.14547842e-01 0.00000000e+00]\n", " [-1.50000000e-02 2.75945541e-01 7.35869343e+00 -4.92774940e-02]\n", " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n", " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]]\n", "Average Penalties in Last 100 Episodes: 0.09\n", "Episode: 800, Average Steps: 10.0\n", "Episode: 900\n", "Q-table 1:\n", "[[ 4.17044501e+01 4.79830072e+01 4.95636716e+01 4.50528430e+01]\n", " [ 3.15552203e+01 4.23323656e+01 5.21406707e+01 2.86071210e+01]\n", " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n", " [ 3.71680177e+01 4.60039692e+01 4.66941219e+01 5.21684117e+01]\n", " [ 5.50892226e+00 9.03139984e+00 3.37089575e+01 8.19276742e+00]\n", " [ 5.55012215e+00 4.29461657e+01 1.08643794e+01 3.75099673e+00]\n", " [ 6.23929919e+00 4.91809771e+01 8.85944990e+00 6.61130804e+00]\n", " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n", " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n", " [ 1.73453746e+00 1.90337244e+00 1.20498308e+01 3.05046158e+00]\n", " [ 2.45573697e+01 1.43401394e+00 2.77500000e-01 -1.87945243e-02]\n", " [ 2.14007315e+01 0.00000000e+00 -1.50000000e-02 0.00000000e+00]\n", " [ 0.00000000e+00 -6.94933632e-01 1.47980765e+00 0.00000000e+00]\n", " [ 7.01256733e-01 7.37726371e-01 3.25998486e+00 -1.50000000e-01]\n", " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n", " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]]\n", "Q-table 2:\n", "[[ 3.86302588e+01 4.64908138e+01 4.95894967e+01 4.63036235e+01]\n", " [ 2.30488581e+01 3.89892761e+01 5.20788060e+01 3.39970292e+01]\n", " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n", " [ 3.80402988e+01 4.64008384e+01 4.64737471e+01 5.20272653e+01]\n", " [ 5.84522529e+00 7.38694553e+00 2.10814471e+01 3.23813277e+00]\n", " [ 3.28745820e+00 4.17547682e+01 9.76167874e+00 2.03866494e+00]\n", " [ 8.32831500e+00 4.94193299e+01 6.29755450e+00 6.18756684e+00]\n", " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n", " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n", " [ 1.24060633e+00 5.47539160e+00 7.13885187e+00 7.31260487e-01]\n", " [ 2.61573828e+01 8.65591906e-01 2.37308461e+00 1.13619574e+00]\n", " [ 1.37092719e+01 2.65324355e+00 -1.50000000e-02 1.09363834e+00]\n", " [ 0.00000000e+00 -9.00000000e-01 6.14547842e-01 0.00000000e+00]\n", " [-1.50000000e-02 2.75945541e-01 7.35869343e+00 -4.92774940e-02]\n", " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n", " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]]\n", "Average Penalties in Last 100 Episodes: 0.0\n", "Episode: 900, Average Steps: 10.0\n", "Episode: 1000\n", "Q-table 1:\n", "[[ 4.24760371e+01 4.79830072e+01 4.93927507e+01 4.56666637e+01]\n", " [ 3.15552203e+01 4.23323656e+01 5.20419674e+01 3.11722406e+01]\n", " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n", " [ 3.79469883e+01 4.60039692e+01 4.66941219e+01 5.20375974e+01]\n", " [ 5.50892226e+00 9.03139984e+00 3.37089575e+01 8.19276742e+00]\n", " [ 5.55012215e+00 4.29461657e+01 1.08643794e+01 3.75099673e+00]\n", " [ 6.23929919e+00 4.91809771e+01 8.85944990e+00 6.61130804e+00]\n", " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n", " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n", " [ 1.73453746e+00 1.90337244e+00 1.20498308e+01 3.05046158e+00]\n", " [ 2.45573697e+01 1.43401394e+00 2.77500000e-01 -1.87945243e-02]\n", " [ 2.14007315e+01 0.00000000e+00 -1.50000000e-02 0.00000000e+00]\n", " [ 0.00000000e+00 -6.94933632e-01 1.47980765e+00 0.00000000e+00]\n", " [ 7.01256733e-01 7.37726371e-01 3.25998486e+00 -1.50000000e-01]\n", " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n", " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]]\n", "Q-table 2:\n", "[[ 3.86302588e+01 4.64908138e+01 4.95021316e+01 4.63036235e+01]\n", " [ 2.30488581e+01 3.89892761e+01 5.18368218e+01 3.39970292e+01]\n", " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n", " [ 3.80402988e+01 4.67163197e+01 4.71785032e+01 5.19302899e+01]\n", " [ 5.84522529e+00 7.38694553e+00 2.10814471e+01 3.23813277e+00]\n", " [ 3.28745820e+00 4.17547682e+01 9.76167874e+00 2.03866494e+00]\n", " [ 8.32831500e+00 4.97547528e+01 6.29755450e+00 6.18756684e+00]\n", " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n", " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n", " [ 1.24060633e+00 5.47539160e+00 7.13885187e+00 7.31260487e-01]\n", " [ 2.61573828e+01 8.65591906e-01 2.37308461e+00 1.13619574e+00]\n", " [ 1.37092719e+01 2.65324355e+00 -1.50000000e-02 1.09363834e+00]\n", " [ 0.00000000e+00 -9.00000000e-01 6.14547842e-01 0.00000000e+00]\n", " [-1.50000000e-02 2.75945541e-01 7.35869343e+00 -4.92774940e-02]\n", " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n", " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]]\n", "Average Penalties in Last 100 Episodes: 0.05\n", "Episode: 1000, Average Steps: 10.0\n" ] } ], "source": [ "env_det = FrozenLakeEnv()\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_det.obs_space.n, env_det.action_space.n)) # Q-table 1 initialization\n", "qt2 = np.zeros((env_det.obs_space.n, env_det.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_det.reset()\n", " state_index = env_det.obs_space_to_index(state)\n", " total_rewards = 0\n", " total_steps = 0\n", "\n", " while True:\n", " total_steps += 1\n", " action = env_det.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_det.step(action)\n", " next_strt_idx = env_det.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_det.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_det.state" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "env_det.state = final_state\n", "env_det.render()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Step 2:\n", "Save the Q-table/Policy table as a pickle file or h5 of the trained model and attach it to your assignment submission." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "import pickle\n", "with open(\"charviku_assignment1_double_q1_table_deterministic.pkl\", 'wb') as file:\n", " pickle.dump(qt1, file)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "with open(\"charviku_assignment1_double_q2_table_deterministic.pkl\", 'wb') as file:\n", " pickle.dump(qt2, file)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Step 3. Provide the evaluation results:\n", "\n", "(a) Print the initial Q-table and the trained Q-table\n", "\n", "(b) Plot the total reward per episode graph (x-axis: episode, y-axis: total reward per episode).\n", "\n", "(c) Plot the epsilon decay graph (x-axis: episode, y-axis: epsilon value)\n", "\n", "(d) Run your environment for at least 10 episodes, where the agent chooses only greedy actions from the learned policy. Include a plot of the total reward per episode." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Trained Q-table 1:\n", "[[ 4.01325919e+01 4.79087114e+01 4.96150797e+01 4.49377210e+01]\n", " [ 2.21575594e+01 4.18128932e+01 5.24500225e+01 2.74240821e+01]\n", " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n", " [ 3.90964369e+01 4.64165172e+01 4.60138930e+01 5.24422425e+01]\n", " [ 8.95077463e+00 3.73256469e+01 9.16064404e+00 6.20914024e+00]\n", " [ 1.17490800e+00 3.26884186e+01 8.31722174e+00 9.77584249e+00]\n", " [ 2.13418838e+00 4.85424858e+01 4.72149590e+00 6.49072261e+00]\n", " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n", " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n", " [ 3.36453219e-01 8.14790964e-01 4.16363221e+00 -3.25672798e-01]\n", " [ 1.16489485e+01 1.29250725e+00 2.36676537e+00 -8.59333889e-02]\n", " [ 1.62341743e+01 0.00000000e+00 -1.50000000e-02 0.00000000e+00]\n", " [-1.50000000e-02 -1.20765531e+00 2.04732991e+00 7.02205808e-02]\n", " [-2.77500000e-02 -2.68705266e-01 1.55528819e+00 0.00000000e+00]\n", " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n", " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]]\n", "Trained Q-table 2:\n", "[[ 4.06860807e+01 4.73939387e+01 4.99627270e+01 4.56324695e+01]\n", " [ 2.36348629e+01 3.92428077e+01 5.22742123e+01 3.12737248e+01]\n", " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n", " [ 3.59766533e+01 4.47616690e+01 4.66051840e+01 5.22296020e+01]\n", " [ 6.80577774e+00 3.99266575e+01 6.30805098e+00 1.08123129e+01]\n", " [ 1.14705104e+00 3.51051455e+01 1.09642512e+01 9.24021951e+00]\n", " [ 4.39808718e+00 4.75474267e+01 5.43695410e+00 4.28038135e+00]\n", " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n", " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n", " [ 8.42662176e-01 3.55769881e-01 4.89556101e+00 -2.47715605e+00]\n", " [ 3.38743496e+01 -1.28625000e-01 1.14753818e+00 -2.12815028e-01]\n", " [ 1.13182335e+01 -8.80785325e-01 7.46663181e-01 -2.77500000e-01]\n", " [-1.71375000e-02 -1.37354752e+00 3.71628566e-01 2.01945837e-02]\n", " [ 1.93878566e-01 -1.11783139e-01 1.29450576e+01 -1.13409662e-01]\n", " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n", " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]]\n" ] } ], "source": [ "print(\"Trained Q-table 1:\")\n", "print(qt1)\n", "print(\"Trained Q-table 2:\")\n", "print(qt2)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(rewards_epi)\n", "plt.title('Total Reward per Episode')\n", "plt.xlabel('Episode')\n", "plt.ylabel('Total Reward')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(epsilon_values)\n", "plt.title('Epsilon Decay')\n", "plt.xlabel('Episode')\n", "plt.ylabel('Epsilon Value')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "greedy_rewards = []\n", "for _ in range(10):\n", " state, _ = env_det.reset()\n", " state_index = env_det.obs_space_to_index(state)\n", " total_greedy_rewards = 0\n", " while True:\n", " action = np.argmax((qt1[state_index] + qt2[state_index]) / 2)\n", " next_state, reward, terminated, truncated, _ = env_det.step(action)\n", " state_index = env_det.obs_space_to_index(next_state)\n", " total_greedy_rewards += reward\n", "\n", " if terminated or truncated:\n", " break\n", "\n", " greedy_rewards.append(total_greedy_rewards)\n", "\n", "plt.plot(greedy_rewards)\n", "plt.title('Total Reward per Episode (Greedy Policy)')\n", "plt.xlabel('Episode')\n", "plt.ylabel('Total Reward')\n", "plt.show()" ] } ], "metadata": { "language_info": { "name": "python" } }, "nbformat": 4, "nbformat_minor": 2 }