From 44cf50ab855399fd6a7b25a4704315dff91c8f88 Mon Sep 17 00:00:00 2001 From: frog24 Date: Fri, 20 Dec 2024 16:23:20 +0400 Subject: [PATCH] lab6 --- lab_6/lab6.ipynb | 3439 ++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 3439 insertions(+) create mode 100644 lab_6/lab6.ipynb diff --git a/lab_6/lab6.ipynb b/lab_6/lab6.ipynb new file mode 100644 index 0000000..9838025 --- /dev/null +++ b/lab_6/lab6.ipynb @@ -0,0 +1,3439 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Крестики-нолики: https://github.com/nczempin/gym-tic-tac-toe" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import gymnasium as gym\n", + "from gymnasium import spaces\n", + "\n", + "class TicTacToeEnv(gym.Env):\n", + " metadata = {'render.modes': ['human']}\n", + " \n", + " symbols = ['O', ' ', 'X']\n", + "\n", + " def __init__(self):\n", + " super().__init__()\n", + " self.action_space = spaces.Discrete(9) \n", + " self.observation_space = spaces.Discrete(9 * 3 * 2) \n", + " self.reset()\n", + "\n", + " def step(self, action):\n", + " done = False\n", + " reward = 0\n", + "\n", + " p, square = action\n", + "\n", + " board = self.state['board']\n", + " proposed = board[square] \n", + " om = self.state['on_move'] \n", + " if proposed != 0:\n", + " print(f\"Незаконный ход: Квадрат {square} уже занят.\")\n", + " done = True\n", + " reward = -1 * om \n", + " if p != om:\n", + " print(f\"Незаконный ход: игрок {p} не находится в движении\")\n", + " done = True\n", + " reward = -1 * om\n", + " else:\n", + " board[square] = p\n", + " self.state['on_move'] = -p\n", + "\n", + " for i in range(3):\n", + " if (board[i * 3] == p and board[i * 3 + 1] == p and board[i * 3 + 2] == p) or \\\n", + " (board[i] == p and board[i + 3] == p and board[i + 6] == p):\n", + " reward = p\n", + " done = True\n", + " break\n", + "\n", + " if (board[0] == p and board[4] == p and board[8] == p) or \\\n", + " (board[2] == p and board[4] == p and board[6] == p):\n", + " reward = p\n", + " done = True\n", + " \n", + " return self.state, reward, done, {}\n", + "\n", + " def reset(self):\n", + " self.state = {}\n", + " self.state['board'] = [0, 0, 0, 0, 0, 0, 0, 0, 0] \n", + " self.state['on_move'] = 1 \n", + " return self.state, {}\n", + "\n", + " def render(self, close=False):\n", + " if close:\n", + " return\n", + " print(\"on move: \" , self.symbols[self.state['on_move']+1])\n", + " for i in range (9):\n", + " print (self.symbols[self.state['board'][i]+1], end=\" \")\n", + " if ((i % 3) == 2):\n", + " print()\n", + "\n", + " def move_generator(self):\n", + " moves = []\n", + " for i in range(9):\n", + " if self.state['board'][i] == 0:\n", + " p = self.state['on_move']\n", + " m = [p, i]\n", + " moves.append(m)\n", + " return moves" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "import random\n", + "\n", + "class Agent:\n", + " def __init__(self, symbol):\n", + " self.symbol = symbol\n", + " \n", + " def get_action(self, moves):\n", + " return random.choice(moves) " + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "on move: O\n", + " \n", + " X \n", + " \n", + "on move: X\n", + "O \n", + " X \n", + " \n", + "on move: O\n", + "O \n", + " X \n", + " X \n", + "on move: X\n", + "O O \n", + " X \n", + " X \n", + "on move: O\n", + "O O \n", + " X \n", + "X X \n", + "on move: X\n", + "O O \n", + " X \n", + "X X O \n", + "on move: O\n", + "O O \n", + "X X \n", + "X X O \n", + "on move: X\n", + "O O O \n", + "X X \n", + "X X O \n", + "Episode 1, Total Reward: -1\n", + "Average Reward: -1.0\n", + "on move: O\n", + " X \n", + " \n", + " \n", + "on move: X\n", + " X \n", + " \n", + " O \n", + "on move: O\n", + " X \n", + " X \n", + " O \n", + "on move: X\n", + " O X \n", + " X \n", + " O \n", + "on move: O\n", + " O X \n", + " X \n", + " X O \n", + "on move: X\n", + "O O X \n", + " X \n", + " X O \n", + "on move: O\n", + "O O X \n", + "X X \n", + " X O \n", + "on move: X\n", + "O O X \n", + "X X O \n", + " X O \n", + "on move: O\n", + "O O X \n", + "X X O \n", + "X X O \n", + "Episode 2, Total Reward: 1\n", + "Average Reward: 0.0\n", + "on move: O\n", + " X \n", + " \n", + " \n", + "on move: X\n", + " O X \n", + " \n", + " \n", + "on move: O\n", + " O X \n", + " \n", + " X \n", + "on move: X\n", + " O X \n", + " O \n", + " X \n", + "on move: O\n", + " O X \n", + " O \n", + "X X \n", + "on move: X\n", + " O X \n", + "O O \n", + "X X \n", + "on move: O\n", + " O X \n", + "O O \n", + "X X X \n", + "Episode 3, Total Reward: 1\n", + "Average Reward: 0.3333333333333333\n", + "on move: O\n", + " \n", + " \n", + " X \n", + "on move: X\n", + "O \n", + " \n", + " X \n", + "on move: O\n", + "O \n", + " \n", + " X X \n", + "on move: X\n", + "O O \n", + " \n", + " X X \n", + "on move: O\n", + "O O X \n", + " \n", + " X X \n", + "on move: X\n", + "O O X \n", + " O \n", + " X X \n", + "on move: O\n", + "O O X \n", + "X O \n", + " X X \n", + "on move: X\n", + "O O X \n", + "X O O \n", + " X X \n", + "on move: O\n", + "O O X \n", + "X O O \n", + "X X X \n", + "Episode 4, Total Reward: 1\n", + "Average Reward: 0.5\n", + "on move: O\n", + " X \n", + " \n", + " \n", + "on move: X\n", + " X \n", + " \n", + " O \n", + "on move: O\n", + " X \n", + " \n", + "X O \n", + "on move: X\n", + " X \n", + " O \n", + "X O \n", + "on move: O\n", + "X X \n", + " O \n", + "X O \n", + "on move: X\n", + "X X \n", + " O \n", + "X O O \n", + "on move: O\n", + "X X \n", + "X O \n", + "X O O \n", + "Episode 5, Total Reward: 1\n", + "Average Reward: 0.6\n", + "on move: O\n", + " \n", + " \n", + "X \n", + "on move: X\n", + " \n", + " \n", + "X O \n", + "on move: O\n", + " X \n", + " \n", + "X O \n", + "on move: X\n", + "O X \n", + " \n", + "X O \n", + "on move: O\n", + "O X \n", + "X \n", + "X O \n", + "on move: X\n", + "O X O \n", + "X \n", + "X O \n", + "on move: O\n", + "O X O \n", + "X X \n", + "X O \n", + "on move: X\n", + "O X O \n", + "X O X \n", + "X O \n", + "on move: O\n", + "O X O \n", + "X O X \n", + "X O X \n", + "Episode 6, Total Reward: 0\n", + "Average Reward: 0.5\n", + "on move: O\n", + " \n", + " \n", + "X \n", + "on move: X\n", + " \n", + " \n", + "X O \n", + "on move: O\n", + " \n", + " \n", + "X O X \n", + "on move: X\n", + " O \n", + " \n", + "X O X \n", + "on move: O\n", + " O \n", + " X \n", + "X O X \n", + "on move: X\n", + " O \n", + "O X \n", + "X O X \n", + "on move: O\n", + "X O \n", + "O X \n", + "X O X \n", + "on move: X\n", + "X O O \n", + "O X \n", + "X O X \n", + "on move: O\n", + "X O O \n", + "O X X \n", + "X O X \n", + "Episode 7, Total Reward: 1\n", + "Average Reward: 0.5714285714285714\n", + "on move: O\n", + " \n", + " \n", + " X \n", + "on move: X\n", + " \n", + " O \n", + " X \n", + "on move: O\n", + "X \n", + " O \n", + " X \n", + "on move: X\n", + "X \n", + " O \n", + "O X \n", + "on move: O\n", + "X X \n", + " O \n", + "O X \n", + "on move: X\n", + "X X O \n", + " O \n", + "O X \n", + "on move: O\n", + "X X O \n", + " O \n", + "O X X \n", + "on move: X\n", + "X X O \n", + " O O \n", + "O X X \n", + "Episode 8, Total Reward: -1\n", + "Average Reward: 0.375\n", + "on move: O\n", + "X \n", + " \n", + " \n", + "on move: X\n", + "X \n", + " \n", + " O \n", + "on move: O\n", + "X \n", + " X \n", + " O \n", + "on move: X\n", + "X \n", + " X \n", + " O O \n", + "on move: O\n", + "X \n", + " X X \n", + " O O \n", + "on move: X\n", + "X O \n", + " X X \n", + " O O \n", + "on move: O\n", + "X X O \n", + " X X \n", + " O O \n", + "on move: X\n", + "X X O \n", + " X X \n", + "O O O \n", + "Episode 9, Total Reward: -1\n", + "Average Reward: 0.2222222222222222\n", + "on move: O\n", + "X \n", + " \n", + " \n", + "on move: X\n", + "X \n", + " \n", + "O \n", + "on move: O\n", + "X \n", + " X \n", + "O \n", + "on move: X\n", + "X O \n", + " X \n", + "O \n", + "on move: O\n", + "X O \n", + " X \n", + "O X \n", + "on move: X\n", + "X O \n", + "O X \n", + "O X \n", + "on move: O\n", + "X O \n", + "O X \n", + "O X X \n", + "on move: X\n", + "X O O \n", + "O X \n", + "O X X \n", + "on move: O\n", + "X O O \n", + "O X X \n", + "O X X \n", + "Episode 10, Total Reward: 1\n", + "Average Reward: 0.3\n", + "on move: O\n", + " \n", + " \n", + "X \n", + "on move: X\n", + " \n", + " \n", + "X O \n", + "on move: O\n", + " X \n", + " \n", + "X O \n", + "on move: X\n", + " X \n", + " \n", + "X O O \n", + "on move: O\n", + " X \n", + " X \n", + "X O O \n", + "on move: X\n", + "O X \n", + " X \n", + "X O O \n", + "on move: O\n", + "O X \n", + " X X \n", + "X O O \n", + "on move: X\n", + "O X O \n", + " X X \n", + "X O O \n", + "on move: O\n", + "O X O \n", + "X X X \n", + "X O O \n", + "Episode 11, Total Reward: 1\n", + "Average Reward: 0.36363636363636365\n", + "on move: O\n", + " \n", + " X \n", + " \n", + "on move: X\n", + " \n", + " X \n", + " O \n", + "on move: O\n", + "X \n", + " X \n", + " O \n", + "on move: X\n", + "X \n", + " O X \n", + " O \n", + "on move: O\n", + "X X \n", + " O X \n", + " O \n", + "on move: X\n", + "X X \n", + "O O X \n", + " O \n", + "on move: O\n", + "X X X \n", + "O O X \n", + " O \n", + "Episode 12, Total Reward: 1\n", + "Average Reward: 0.4166666666666667\n", + "on move: O\n", + " \n", + " \n", + " X \n", + "on move: X\n", + " O \n", + " \n", + " X \n", + "on move: O\n", + " O \n", + "X \n", + " X \n", + "on move: X\n", + " O \n", + "X O \n", + " X \n", + "on move: O\n", + " O \n", + "X O \n", + " X X \n", + "on move: X\n", + " O \n", + "X O \n", + "O X X \n", + "Episode 13, Total Reward: -1\n", + "Average Reward: 0.3076923076923077\n", + "on move: O\n", + " \n", + " \n", + "X \n", + "on move: X\n", + " \n", + " O \n", + "X \n", + "on move: O\n", + " \n", + " O \n", + "X X \n", + "on move: X\n", + " O \n", + " O \n", + "X X \n", + "on move: O\n", + "X O \n", + " O \n", + "X X \n", + "on move: X\n", + "X O O \n", + " O \n", + "X X \n", + "on move: O\n", + "X O O \n", + " O X \n", + "X X \n", + "on move: X\n", + "X O O \n", + " O X \n", + "X X O \n", + "on move: O\n", + "X O O \n", + "X O X \n", + "X X O \n", + "Episode 14, Total Reward: 1\n", + "Average Reward: 0.35714285714285715\n", + "on move: O\n", + "X \n", + " \n", + " \n", + "on move: X\n", + "X \n", + " O \n", + " \n", + "on move: O\n", + "X \n", + " X O \n", + " \n", + "on move: X\n", + "X \n", + "O X O \n", + " \n", + "on move: O\n", + "X \n", + "O X O \n", + " X \n", + "Episode 15, Total Reward: 1\n", + "Average Reward: 0.4\n", + "on move: O\n", + "X \n", + " \n", + " \n", + "on move: X\n", + "X \n", + " \n", + "O \n", + "on move: O\n", + "X X \n", + " \n", + "O \n", + "on move: X\n", + "X X \n", + "O \n", + "O \n", + "on move: O\n", + "X X \n", + "O X \n", + "O \n", + "on move: X\n", + "X X \n", + "O X \n", + "O O \n", + "on move: O\n", + "X X X \n", + "O X \n", + "O O \n", + "Episode 16, Total Reward: 1\n", + "Average Reward: 0.4375\n", + "on move: O\n", + " \n", + " \n", + "X \n", + "on move: X\n", + " \n", + " \n", + "X O \n", + "on move: O\n", + " \n", + "X \n", + "X O \n", + "on move: X\n", + " \n", + "X O \n", + "X O \n", + "on move: O\n", + " X \n", + "X O \n", + "X O \n", + "on move: X\n", + " X \n", + "X O \n", + "X O O \n", + "on move: O\n", + " X \n", + "X O X \n", + "X O O \n", + "on move: X\n", + "O X \n", + "X O X \n", + "X O O \n", + "Episode 17, Total Reward: -1\n", + "Average Reward: 0.35294117647058826\n", + "on move: O\n", + " \n", + " \n", + "X \n", + "on move: X\n", + " \n", + " \n", + "X O \n", + "on move: O\n", + " X \n", + " \n", + "X O \n", + "on move: X\n", + " X \n", + " O \n", + "X O \n", + "on move: O\n", + "X X \n", + " O \n", + "X O \n", + "on move: X\n", + "X X \n", + " O \n", + "X O O \n", + "on move: O\n", + "X X \n", + "X O \n", + "X O O \n", + "Episode 18, Total Reward: 1\n", + "Average Reward: 0.3888888888888889\n", + "on move: O\n", + " \n", + " X \n", + " \n", + "on move: X\n", + " \n", + " X \n", + " O \n", + "on move: O\n", + " X \n", + " X \n", + " O \n", + "on move: X\n", + " X \n", + " X \n", + "O O \n", + "on move: O\n", + "X X \n", + " X \n", + "O O \n", + "on move: X\n", + "X X \n", + " X \n", + "O O O \n", + "Episode 19, Total Reward: -1\n", + "Average Reward: 0.3157894736842105\n", + "on move: O\n", + " \n", + " X \n", + " \n", + "on move: X\n", + " O \n", + " X \n", + " \n", + "on move: O\n", + " O \n", + " X \n", + " X \n", + "on move: X\n", + " O \n", + " X \n", + "O X \n", + "on move: O\n", + "X O \n", + " X \n", + "O X \n", + "on move: X\n", + "X O \n", + "O X \n", + "O X \n", + "on move: O\n", + "X O \n", + "O X \n", + "O X X \n", + "on move: X\n", + "X O O \n", + "O X \n", + "O X X \n", + "on move: O\n", + "X O O \n", + "O X X \n", + "O X X \n", + "Episode 20, Total Reward: 1\n", + "Average Reward: 0.35\n", + "on move: O\n", + " \n", + " X \n", + " \n", + "on move: X\n", + " \n", + "O X \n", + " \n", + "on move: O\n", + " \n", + "O X X \n", + " \n", + "on move: X\n", + " O \n", + "O X X \n", + " \n", + "on move: O\n", + " X O \n", + "O X X \n", + " \n", + "on move: X\n", + "O X O \n", + "O X X \n", + " \n", + "on move: O\n", + "O X O \n", + "O X X \n", + " X \n", + "on move: X\n", + "O X O \n", + "O X X \n", + " O X \n", + "on move: O\n", + "O X O \n", + "O X X \n", + "X O X \n", + "Episode 21, Total Reward: 0\n", + "Average Reward: 0.3333333333333333\n", + "on move: O\n", + " \n", + "X \n", + " \n", + "on move: X\n", + " O \n", + "X \n", + " \n", + "on move: O\n", + " O X \n", + "X \n", + " \n", + "on move: X\n", + " O X \n", + "X \n", + "O \n", + "on move: O\n", + " O X \n", + "X X \n", + "O \n", + "on move: X\n", + " O X \n", + "X X \n", + "O O \n", + "on move: O\n", + " O X \n", + "X X X \n", + "O O \n", + "Episode 22, Total Reward: 1\n", + "Average Reward: 0.36363636363636365\n", + "on move: O\n", + " X \n", + " \n", + " \n", + "on move: X\n", + " X \n", + " O \n", + " \n", + "on move: O\n", + " X \n", + " O \n", + "X \n", + "on move: X\n", + "O X \n", + " O \n", + "X \n", + "on move: O\n", + "O X \n", + " O \n", + "X X \n", + "on move: X\n", + "O X \n", + " O O \n", + "X X \n", + "on move: O\n", + "O X X \n", + " O O \n", + "X X \n", + "on move: X\n", + "O X X \n", + "O O O \n", + "X X \n", + "Episode 23, Total Reward: -1\n", + "Average Reward: 0.30434782608695654\n", + "on move: O\n", + " \n", + " X \n", + " \n", + "on move: X\n", + " \n", + " X \n", + " O \n", + "on move: O\n", + " \n", + " X \n", + "X O \n", + "on move: X\n", + " \n", + " O X \n", + "X O \n", + "on move: O\n", + "X \n", + " O X \n", + "X O \n", + "on move: X\n", + "X O \n", + " O X \n", + "X O \n", + "on move: O\n", + "X O \n", + " O X \n", + "X X O \n", + "on move: X\n", + "X O O \n", + " O X \n", + "X X O \n", + "on move: O\n", + "X O O \n", + "X O X \n", + "X X O \n", + "Episode 24, Total Reward: 1\n", + "Average Reward: 0.3333333333333333\n", + "on move: O\n", + " \n", + " X \n", + " \n", + "on move: X\n", + " O \n", + " X \n", + " \n", + "on move: O\n", + " O \n", + "X X \n", + " \n", + "on move: X\n", + " O \n", + "X X \n", + "O \n", + "on move: O\n", + " O \n", + "X X \n", + "O X \n", + "on move: X\n", + "O O \n", + "X X \n", + "O X \n", + "on move: O\n", + "O O X \n", + "X X \n", + "O X \n", + "on move: X\n", + "O O X \n", + "X X O \n", + "O X \n", + "on move: O\n", + "O O X \n", + "X X O \n", + "O X X \n", + "Episode 25, Total Reward: 0\n", + "Average Reward: 0.32\n", + "on move: O\n", + " \n", + " \n", + "X \n", + "on move: X\n", + " \n", + " \n", + "X O \n", + "on move: O\n", + " \n", + " X \n", + "X O \n", + "on move: X\n", + " \n", + " X O \n", + "X O \n", + "on move: O\n", + " \n", + "X X O \n", + "X O \n", + "on move: X\n", + "O \n", + "X X O \n", + "X O \n", + "on move: O\n", + "O X \n", + "X X O \n", + "X O \n", + "Episode 26, Total Reward: 1\n", + "Average Reward: 0.34615384615384615\n", + "on move: O\n", + " \n", + " \n", + " X \n", + "on move: X\n", + " \n", + "O \n", + " X \n", + "on move: O\n", + "X \n", + "O \n", + " X \n", + "on move: X\n", + "X \n", + "O \n", + "O X \n", + "on move: O\n", + "X \n", + "O \n", + "O X X \n", + "on move: X\n", + "X \n", + "O O \n", + "O X X \n", + "on move: O\n", + "X X \n", + "O O \n", + "O X X \n", + "on move: X\n", + "X X O \n", + "O O \n", + "O X X \n", + "Episode 27, Total Reward: -1\n", + "Average Reward: 0.2962962962962963\n", + "on move: O\n", + " X \n", + " \n", + " \n", + "on move: X\n", + " X \n", + " \n", + "O \n", + "on move: O\n", + " X \n", + " X \n", + "O \n", + "on move: X\n", + " X \n", + " X \n", + "O O \n", + "on move: O\n", + " X \n", + " X \n", + "O X O \n", + "on move: X\n", + " X \n", + "O X \n", + "O X O \n", + "on move: O\n", + "X X \n", + "O X \n", + "O X O \n", + "on move: X\n", + "X O X \n", + "O X \n", + "O X O \n", + "on move: O\n", + "X O X \n", + "O X X \n", + "O X O \n", + "Episode 28, Total Reward: 0\n", + "Average Reward: 0.2857142857142857\n", + "on move: O\n", + "X \n", + " \n", + " \n", + "on move: X\n", + "X \n", + " O \n", + " \n", + "on move: O\n", + "X \n", + "X O \n", + " \n", + "on move: X\n", + "X O \n", + "X O \n", + " \n", + "on move: O\n", + "X O \n", + "X O \n", + " X \n", + "on move: X\n", + "X O \n", + "X O O \n", + " X \n", + "on move: O\n", + "X O \n", + "X O O \n", + "X X \n", + "Episode 29, Total Reward: 1\n", + "Average Reward: 0.3103448275862069\n", + "on move: O\n", + " \n", + "X \n", + " \n", + "on move: X\n", + "O \n", + "X \n", + " \n", + "on move: O\n", + "O \n", + "X X \n", + " \n", + "on move: X\n", + "O \n", + "X O X \n", + " \n", + "on move: O\n", + "O \n", + "X O X \n", + " X \n", + "on move: X\n", + "O O \n", + "X O X \n", + " X \n", + "on move: O\n", + "O O \n", + "X O X \n", + "X X \n", + "on move: X\n", + "O O O \n", + "X O X \n", + "X X \n", + "Episode 30, Total Reward: -1\n", + "Average Reward: 0.26666666666666666\n", + "on move: O\n", + "X \n", + " \n", + " \n", + "on move: X\n", + "X \n", + " O \n", + " \n", + "on move: O\n", + "X \n", + "X O \n", + " \n", + "on move: X\n", + "X \n", + "X O \n", + " O \n", + "on move: O\n", + "X \n", + "X O \n", + "X O \n", + "Episode 31, Total Reward: 1\n", + "Average Reward: 0.2903225806451613\n", + "on move: O\n", + " \n", + " \n", + " X \n", + "on move: X\n", + " \n", + " O \n", + " X \n", + "on move: O\n", + " X \n", + " O \n", + " X \n", + "on move: X\n", + " O X \n", + " O \n", + " X \n", + "on move: O\n", + "X O X \n", + " O \n", + " X \n", + "on move: X\n", + "X O X \n", + " O \n", + " X O \n", + "on move: O\n", + "X O X \n", + "X O \n", + " X O \n", + "on move: X\n", + "X O X \n", + "X O \n", + "O X O \n", + "on move: O\n", + "X O X \n", + "X X O \n", + "O X O \n", + "Episode 32, Total Reward: 0\n", + "Average Reward: 0.28125\n", + "on move: O\n", + " X \n", + " \n", + " \n", + "on move: X\n", + " X \n", + " \n", + "O \n", + "on move: O\n", + "X X \n", + " \n", + "O \n", + "on move: X\n", + "X X \n", + " \n", + "O O \n", + "on move: O\n", + "X X \n", + " X \n", + "O O \n", + "on move: X\n", + "X X \n", + "O X \n", + "O O \n", + "on move: O\n", + "X X \n", + "O X X \n", + "O O \n", + "on move: X\n", + "X X \n", + "O X X \n", + "O O O \n", + "Episode 33, Total Reward: -1\n", + "Average Reward: 0.24242424242424243\n", + "on move: O\n", + " \n", + " \n", + " X \n", + "on move: X\n", + " \n", + " O \n", + " X \n", + "on move: O\n", + " X \n", + " O \n", + " X \n", + "on move: X\n", + " X \n", + " O O \n", + " X \n", + "on move: O\n", + " X \n", + " O O \n", + "X X \n", + "on move: X\n", + " O X \n", + " O O \n", + "X X \n", + "on move: O\n", + " O X \n", + " O O \n", + "X X X \n", + "Episode 34, Total Reward: 1\n", + "Average Reward: 0.2647058823529412\n", + "on move: O\n", + " \n", + " \n", + " X \n", + "on move: X\n", + " \n", + " O \n", + " X \n", + "on move: O\n", + " \n", + " X O \n", + " X \n", + "on move: X\n", + " \n", + " X O \n", + "O X \n", + "on move: O\n", + " \n", + " X O \n", + "O X X \n", + "on move: X\n", + " O \n", + " X O \n", + "O X X \n", + "on move: O\n", + " X O \n", + " X O \n", + "O X X \n", + "Episode 35, Total Reward: 1\n", + "Average Reward: 0.2857142857142857\n", + "on move: O\n", + " \n", + " \n", + "X \n", + "on move: X\n", + " O \n", + " \n", + "X \n", + "on move: O\n", + " O \n", + " \n", + "X X \n", + "on move: X\n", + " O O \n", + " \n", + "X X \n", + "on move: O\n", + " O O \n", + " \n", + "X X X \n", + "Episode 36, Total Reward: 1\n", + "Average Reward: 0.3055555555555556\n", + "on move: O\n", + " \n", + " X \n", + " \n", + "on move: X\n", + " \n", + " X O \n", + " \n", + "on move: O\n", + "X \n", + " X O \n", + " \n", + "on move: X\n", + "X \n", + " X O \n", + " O \n", + "on move: O\n", + "X \n", + "X X O \n", + " O \n", + "on move: X\n", + "X \n", + "X X O \n", + "O O \n", + "on move: O\n", + "X X \n", + "X X O \n", + "O O \n", + "on move: X\n", + "X X \n", + "X X O \n", + "O O O \n", + "Episode 37, Total Reward: -1\n", + "Average Reward: 0.2702702702702703\n", + "on move: O\n", + " \n", + " \n", + "X \n", + "on move: X\n", + " \n", + "O \n", + "X \n", + "on move: O\n", + " \n", + "O X \n", + "X \n", + "on move: X\n", + " \n", + "O X \n", + "X O \n", + "on move: O\n", + " \n", + "O X X \n", + "X O \n", + "on move: X\n", + "O \n", + "O X X \n", + "X O \n", + "on move: O\n", + "O X \n", + "O X X \n", + "X O \n", + "Episode 38, Total Reward: 1\n", + "Average Reward: 0.2894736842105263\n", + "on move: O\n", + "X \n", + " \n", + " \n", + "on move: X\n", + "X \n", + " \n", + " O \n", + "on move: O\n", + "X \n", + " \n", + "X O \n", + "on move: X\n", + "X \n", + " O \n", + "X O \n", + "on move: O\n", + "X X \n", + " O \n", + "X O \n", + "on move: X\n", + "X X O \n", + " O \n", + "X O \n", + "on move: O\n", + "X X O \n", + " O \n", + "X O X \n", + "on move: X\n", + "X X O \n", + " O O \n", + "X O X \n", + "on move: O\n", + "X X O \n", + "X O O \n", + "X O X \n", + "Episode 39, Total Reward: 1\n", + "Average Reward: 0.3076923076923077\n", + "on move: O\n", + " \n", + "X \n", + " \n", + "on move: X\n", + " \n", + "X \n", + " O \n", + "on move: O\n", + " \n", + "X \n", + " O X \n", + "on move: X\n", + "O \n", + "X \n", + " O X \n", + "on move: O\n", + "O \n", + "X \n", + "X O X \n", + "on move: X\n", + "O O \n", + "X \n", + "X O X \n", + "on move: O\n", + "O X O \n", + "X \n", + "X O X \n", + "on move: X\n", + "O X O \n", + "X O \n", + "X O X \n", + "on move: O\n", + "O X O \n", + "X X O \n", + "X O X \n", + "Episode 40, Total Reward: 0\n", + "Average Reward: 0.3\n", + "on move: O\n", + " \n", + " \n", + " X \n", + "on move: X\n", + " \n", + " O \n", + " X \n", + "on move: O\n", + " X \n", + " O \n", + " X \n", + "on move: X\n", + " X \n", + " O \n", + " O X \n", + "on move: O\n", + " X \n", + " X O \n", + " O X \n", + "on move: X\n", + " X \n", + " X O \n", + "O O X \n", + "on move: O\n", + " X X \n", + " X O \n", + "O O X \n", + "on move: X\n", + "O X X \n", + " X O \n", + "O O X \n", + "on move: O\n", + "O X X \n", + "X X O \n", + "O O X \n", + "Episode 41, Total Reward: 0\n", + "Average Reward: 0.2926829268292683\n", + "on move: O\n", + " X \n", + " \n", + " \n", + "on move: X\n", + " X \n", + " O \n", + " \n", + "on move: O\n", + "X X \n", + " O \n", + " \n", + "on move: X\n", + "X X \n", + " O \n", + "O \n", + "on move: O\n", + "X X X \n", + " O \n", + "O \n", + "Episode 42, Total Reward: 1\n", + "Average Reward: 0.30952380952380953\n", + "on move: O\n", + " \n", + " \n", + " X \n", + "on move: X\n", + " \n", + " \n", + " X O \n", + "on move: O\n", + " X \n", + " \n", + " X O \n", + "on move: X\n", + " X \n", + " O \n", + " X O \n", + "on move: O\n", + "X X \n", + " O \n", + " X O \n", + "on move: X\n", + "X X O \n", + " O \n", + " X O \n", + "on move: O\n", + "X X O \n", + " O \n", + "X X O \n", + "on move: X\n", + "X X O \n", + " O O \n", + "X X O \n", + "Episode 43, Total Reward: -1\n", + "Average Reward: 0.27906976744186046\n", + "on move: O\n", + " X \n", + " \n", + " \n", + "on move: X\n", + " O X \n", + " \n", + " \n", + "on move: O\n", + " O X \n", + "X \n", + " \n", + "on move: X\n", + " O X \n", + "X \n", + " O \n", + "on move: O\n", + "X O X \n", + "X \n", + " O \n", + "on move: X\n", + "X O X \n", + "X \n", + "O O \n", + "on move: O\n", + "X O X \n", + "X X \n", + "O O \n", + "on move: X\n", + "X O X \n", + "X O X \n", + "O O \n", + "Episode 44, Total Reward: -1\n", + "Average Reward: 0.25\n", + "on move: O\n", + "X \n", + " \n", + " \n", + "on move: X\n", + "X \n", + " \n", + "O \n", + "on move: O\n", + "X \n", + " X \n", + "O \n", + "on move: X\n", + "X \n", + " X O \n", + "O \n", + "on move: O\n", + "X \n", + " X O \n", + "O X \n", + "Episode 45, Total Reward: 1\n", + "Average Reward: 0.26666666666666666\n", + "on move: O\n", + "X \n", + " \n", + " \n", + "on move: X\n", + "X \n", + " O \n", + " \n", + "on move: O\n", + "X \n", + " X O \n", + " \n", + "on move: X\n", + "X \n", + "O X O \n", + " \n", + "on move: O\n", + "X \n", + "O X O \n", + " X \n", + "on move: X\n", + "X \n", + "O X O \n", + "O X \n", + "on move: O\n", + "X X \n", + "O X O \n", + "O X \n", + "Episode 46, Total Reward: 1\n", + "Average Reward: 0.2826086956521739\n", + "on move: O\n", + " X \n", + " \n", + " \n", + "on move: X\n", + " X \n", + " O \n", + " \n", + "on move: O\n", + " X \n", + " O \n", + " X \n", + "on move: X\n", + " X \n", + "O O \n", + " X \n", + "on move: O\n", + "X X \n", + "O O \n", + " X \n", + "on move: X\n", + "X X \n", + "O O \n", + " O X \n", + "on move: O\n", + "X X \n", + "O O \n", + "X O X \n", + "on move: X\n", + "X X \n", + "O O O \n", + "X O X \n", + "Episode 47, Total Reward: -1\n", + "Average Reward: 0.2553191489361702\n", + "on move: O\n", + " \n", + " \n", + " X \n", + "on move: X\n", + " \n", + " \n", + " O X \n", + "on move: O\n", + " \n", + " X \n", + " O X \n", + "on move: X\n", + " O \n", + " X \n", + " O X \n", + "on move: O\n", + " X O \n", + " X \n", + " O X \n", + "on move: X\n", + " X O \n", + " O X \n", + " O X \n", + "on move: O\n", + " X O \n", + " O X \n", + "X O X \n", + "on move: X\n", + "O X O \n", + " O X \n", + "X O X \n", + "on move: O\n", + "O X O \n", + "X O X \n", + "X O X \n", + "Episode 48, Total Reward: 0\n", + "Average Reward: 0.25\n", + "on move: O\n", + " \n", + "X \n", + " \n", + "on move: X\n", + " O \n", + "X \n", + " \n", + "on move: O\n", + " O \n", + "X X \n", + " \n", + "on move: X\n", + " O \n", + "X X \n", + "O \n", + "on move: O\n", + " O \n", + "X X \n", + "O X \n", + "on move: X\n", + "O O \n", + "X X \n", + "O X \n", + "on move: O\n", + "O O \n", + "X X \n", + "O X X \n", + "on move: X\n", + "O O \n", + "X X O \n", + "O X X \n", + "on move: O\n", + "O O X \n", + "X X O \n", + "O X X \n", + "Episode 49, Total Reward: 0\n", + "Average Reward: 0.24489795918367346\n", + "on move: O\n", + " \n", + "X \n", + " \n", + "on move: X\n", + "O \n", + "X \n", + " \n", + "on move: O\n", + "O \n", + "X \n", + "X \n", + "on move: X\n", + "O \n", + "X \n", + "X O \n", + "on move: O\n", + "O \n", + "X X \n", + "X O \n", + "on move: X\n", + "O O \n", + "X X \n", + "X O \n", + "on move: O\n", + "O O \n", + "X X X \n", + "X O \n", + "Episode 50, Total Reward: 1\n", + "Average Reward: 0.26\n", + "on move: O\n", + " \n", + " X \n", + " \n", + "on move: X\n", + " \n", + " X O \n", + " \n", + "on move: O\n", + " \n", + " X O \n", + "X \n", + "on move: X\n", + " \n", + " X O \n", + "X O \n", + "on move: O\n", + " X \n", + " X O \n", + "X O \n", + "Episode 51, Total Reward: 1\n", + "Average Reward: 0.27450980392156865\n", + "on move: O\n", + " \n", + "X \n", + " \n", + "on move: X\n", + " \n", + "X \n", + " O \n", + "on move: O\n", + " \n", + "X X \n", + " O \n", + "on move: X\n", + " \n", + "X X \n", + "O O \n", + "on move: O\n", + "X \n", + "X X \n", + "O O \n", + "on move: X\n", + "X \n", + "X X \n", + "O O O \n", + "Episode 52, Total Reward: -1\n", + "Average Reward: 0.25\n", + "on move: O\n", + " \n", + " \n", + "X \n", + "on move: X\n", + " \n", + "O \n", + "X \n", + "on move: O\n", + " \n", + "O \n", + "X X \n", + "on move: X\n", + " \n", + "O O \n", + "X X \n", + "on move: O\n", + " X \n", + "O O \n", + "X X \n", + "on move: X\n", + " O X \n", + "O O \n", + "X X \n", + "on move: O\n", + " O X \n", + "O O \n", + "X X X \n", + "Episode 53, Total Reward: 1\n", + "Average Reward: 0.2641509433962264\n", + "on move: O\n", + " \n", + " X \n", + " \n", + "on move: X\n", + " O \n", + " X \n", + " \n", + "on move: O\n", + " O \n", + "X X \n", + " \n", + "on move: X\n", + "O O \n", + "X X \n", + " \n", + "on move: O\n", + "O O \n", + "X X \n", + " X \n", + "on move: X\n", + "O O \n", + "X O X \n", + " X \n", + "on move: O\n", + "O O X \n", + "X O X \n", + " X \n", + "Episode 54, Total Reward: 1\n", + "Average Reward: 0.2777777777777778\n", + "on move: O\n", + " X \n", + " \n", + " \n", + "on move: X\n", + " X \n", + "O \n", + " \n", + "on move: O\n", + " X \n", + "O \n", + "X \n", + "on move: X\n", + " X \n", + "O O \n", + "X \n", + "on move: O\n", + " X X \n", + "O O \n", + "X \n", + "on move: X\n", + " X X \n", + "O O \n", + "X O \n", + "on move: O\n", + "X X X \n", + "O O \n", + "X O \n", + "Episode 55, Total Reward: 1\n", + "Average Reward: 0.2909090909090909\n", + "on move: O\n", + " \n", + " \n", + "X \n", + "on move: X\n", + " \n", + " O \n", + "X \n", + "on move: O\n", + " \n", + "X O \n", + "X \n", + "on move: X\n", + " \n", + "X O \n", + "X O \n", + "on move: O\n", + " X \n", + "X O \n", + "X O \n", + "on move: X\n", + " X O \n", + "X O \n", + "X O \n", + "on move: O\n", + "X X O \n", + "X O \n", + "X O \n", + "Episode 56, Total Reward: 1\n", + "Average Reward: 0.30357142857142855\n", + "on move: O\n", + " \n", + " X \n", + " \n", + "on move: X\n", + " O \n", + " X \n", + " \n", + "on move: O\n", + " O \n", + " X X \n", + " \n", + "on move: X\n", + "O O \n", + " X X \n", + " \n", + "on move: O\n", + "O O X \n", + " X X \n", + " \n", + "on move: X\n", + "O O X \n", + " X X \n", + " O \n", + "on move: O\n", + "O O X \n", + "X X X \n", + " O \n", + "Episode 57, Total Reward: 1\n", + "Average Reward: 0.3157894736842105\n", + "on move: O\n", + " \n", + " \n", + " X \n", + "on move: X\n", + " \n", + " O \n", + " X \n", + "on move: O\n", + "X \n", + " O \n", + " X \n", + "on move: X\n", + "X \n", + " O \n", + "O X \n", + "on move: O\n", + "X \n", + " X O \n", + "O X \n", + "Episode 58, Total Reward: 1\n", + "Average Reward: 0.3275862068965517\n", + "on move: O\n", + " \n", + " \n", + " X \n", + "on move: X\n", + " O \n", + " \n", + " X \n", + "on move: O\n", + " O \n", + " X \n", + " X \n", + "on move: X\n", + " O O \n", + " X \n", + " X \n", + "on move: O\n", + "X O O \n", + " X \n", + " X \n", + "on move: X\n", + "X O O \n", + "O X \n", + " X \n", + "on move: O\n", + "X O O \n", + "O X \n", + " X X \n", + "Episode 59, Total Reward: 1\n", + "Average Reward: 0.3389830508474576\n", + "on move: O\n", + " \n", + " \n", + " X \n", + "on move: X\n", + " \n", + " O \n", + " X \n", + "on move: O\n", + " \n", + " O \n", + "X X \n", + "on move: X\n", + " \n", + "O O \n", + "X X \n", + "on move: O\n", + " X \n", + "O O \n", + "X X \n", + "on move: X\n", + " X \n", + "O O \n", + "X O X \n", + "on move: O\n", + "X X \n", + "O O \n", + "X O X \n", + "on move: X\n", + "X X O \n", + "O O \n", + "X O X \n", + "on move: O\n", + "X X O \n", + "O X O \n", + "X O X \n", + "Episode 60, Total Reward: 1\n", + "Average Reward: 0.35\n", + "on move: O\n", + " \n", + " X \n", + " \n", + "on move: X\n", + " \n", + "O X \n", + " \n", + "on move: O\n", + " X \n", + "O X \n", + " \n", + "on move: X\n", + "O X \n", + "O X \n", + " \n", + "on move: O\n", + "O X \n", + "O X \n", + "X \n", + "on move: X\n", + "O O X \n", + "O X \n", + "X \n", + "on move: O\n", + "O O X \n", + "O X \n", + "X X \n", + "Episode 61, Total Reward: 1\n", + "Average Reward: 0.36065573770491804\n", + "on move: O\n", + " \n", + " X \n", + " \n", + "on move: X\n", + " \n", + " X O \n", + " \n", + "on move: O\n", + " \n", + "X X O \n", + " \n", + "on move: X\n", + "O \n", + "X X O \n", + " \n", + "on move: O\n", + "O \n", + "X X O \n", + " X \n", + "on move: X\n", + "O O \n", + "X X O \n", + " X \n", + "on move: O\n", + "O O \n", + "X X O \n", + " X X \n", + "on move: X\n", + "O O O \n", + "X X O \n", + " X X \n", + "Episode 62, Total Reward: -1\n", + "Average Reward: 0.3387096774193548\n", + "on move: O\n", + " \n", + " \n", + "X \n", + "on move: X\n", + "O \n", + " \n", + "X \n", + "on move: O\n", + "O X \n", + " \n", + "X \n", + "on move: X\n", + "O X \n", + " O \n", + "X \n", + "on move: O\n", + "O X \n", + " O \n", + "X X \n", + "on move: X\n", + "O X \n", + " O O \n", + "X X \n", + "on move: O\n", + "O X \n", + "X O O \n", + "X X \n", + "on move: X\n", + "O O X \n", + "X O O \n", + "X X \n", + "on move: O\n", + "O O X \n", + "X O O \n", + "X X X \n", + "Episode 63, Total Reward: 1\n", + "Average Reward: 0.3492063492063492\n", + "on move: O\n", + " \n", + "X \n", + " \n", + "on move: X\n", + " O \n", + "X \n", + " \n", + "on move: O\n", + " X O \n", + "X \n", + " \n", + "on move: X\n", + " X O \n", + "X \n", + " O \n", + "on move: O\n", + " X O \n", + "X \n", + " O X \n", + "on move: X\n", + " X O \n", + "X O \n", + " O X \n", + "on move: O\n", + " X O \n", + "X O \n", + "X O X \n", + "on move: X\n", + "O X O \n", + "X O \n", + "X O X \n", + "on move: O\n", + "O X O \n", + "X O X \n", + "X O X \n", + "Episode 64, Total Reward: 0\n", + "Average Reward: 0.34375\n", + "on move: O\n", + " X \n", + " \n", + " \n", + "on move: X\n", + " X \n", + " O \n", + " \n", + "on move: O\n", + " X \n", + " O X \n", + " \n", + "on move: X\n", + " X \n", + " O X \n", + " O \n", + "on move: O\n", + " X \n", + " O X \n", + " X O \n", + "on move: X\n", + " O X \n", + " O X \n", + " X O \n", + "on move: O\n", + " O X \n", + " O X \n", + "X X O \n", + "on move: X\n", + "O O X \n", + " O X \n", + "X X O \n", + "Episode 65, Total Reward: -1\n", + "Average Reward: 0.3230769230769231\n", + "on move: O\n", + " \n", + " \n", + "X \n", + "on move: X\n", + " \n", + " O \n", + "X \n", + "on move: O\n", + " X \n", + " O \n", + "X \n", + "on move: X\n", + " X \n", + " O \n", + "X O \n", + "on move: O\n", + " X \n", + " O X \n", + "X O \n", + "on move: X\n", + " X \n", + " O X \n", + "X O O \n", + "on move: O\n", + "X X \n", + " O X \n", + "X O O \n", + "on move: X\n", + "X O X \n", + " O X \n", + "X O O \n", + "Episode 66, Total Reward: -1\n", + "Average Reward: 0.30303030303030304\n", + "on move: O\n", + " \n", + " \n", + " X \n", + "on move: X\n", + " O \n", + " \n", + " X \n", + "on move: O\n", + " O \n", + " X \n", + " X \n", + "on move: X\n", + " O \n", + "O X \n", + " X \n", + "on move: O\n", + " O \n", + "O X \n", + " X X \n", + "on move: X\n", + " O O \n", + "O X \n", + " X X \n", + "on move: O\n", + " O O \n", + "O X \n", + "X X X \n", + "Episode 67, Total Reward: 1\n", + "Average Reward: 0.31343283582089554\n", + "on move: O\n", + " \n", + " X \n", + " \n", + "on move: X\n", + " O \n", + " X \n", + " \n", + "on move: O\n", + " O \n", + " X \n", + " X \n", + "on move: X\n", + " O \n", + " X O \n", + " X \n", + "on move: O\n", + " O X \n", + " X O \n", + " X \n", + "on move: X\n", + " O X \n", + "O X O \n", + " X \n", + "on move: O\n", + " O X \n", + "O X O \n", + "X X \n", + "Episode 68, Total Reward: 1\n", + "Average Reward: 0.3235294117647059\n", + "on move: O\n", + " \n", + " \n", + "X \n", + "on move: X\n", + "O \n", + " \n", + "X \n", + "on move: O\n", + "O \n", + " X \n", + "X \n", + "on move: X\n", + "O \n", + " O X \n", + "X \n", + "on move: O\n", + "O \n", + "X O X \n", + "X \n", + "on move: X\n", + "O \n", + "X O X \n", + "X O \n", + "on move: O\n", + "O \n", + "X O X \n", + "X O X \n", + "on move: X\n", + "O O \n", + "X O X \n", + "X O X \n", + "Episode 69, Total Reward: -1\n", + "Average Reward: 0.30434782608695654\n", + "on move: O\n", + " \n", + " X \n", + " \n", + "on move: X\n", + " \n", + " X \n", + "O \n", + "on move: O\n", + " X \n", + " X \n", + "O \n", + "on move: X\n", + " X \n", + " X \n", + "O O \n", + "on move: O\n", + " X X \n", + " X \n", + "O O \n", + "on move: X\n", + " X X \n", + " O X \n", + "O O \n", + "on move: O\n", + "X X X \n", + " O X \n", + "O O \n", + "Episode 70, Total Reward: 1\n", + "Average Reward: 0.3142857142857143\n", + "on move: O\n", + " \n", + "X \n", + " \n", + "on move: X\n", + " O \n", + "X \n", + " \n", + "on move: O\n", + " O \n", + "X \n", + " X \n", + "on move: X\n", + "O O \n", + "X \n", + " X \n", + "on move: O\n", + "O O \n", + "X X \n", + " X \n", + "on move: X\n", + "O O \n", + "X X \n", + "O X \n", + "on move: O\n", + "O O \n", + "X X \n", + "O X X \n", + "on move: X\n", + "O O O \n", + "X X \n", + "O X X \n", + "Episode 71, Total Reward: -1\n", + "Average Reward: 0.29577464788732394\n", + "on move: O\n", + " X \n", + " \n", + " \n", + "on move: X\n", + " X \n", + " O \n", + " \n", + "on move: O\n", + " X \n", + " O \n", + " X \n", + "on move: X\n", + " X \n", + " O O \n", + " X \n", + "on move: O\n", + " X \n", + " O O \n", + "X X \n", + "on move: X\n", + " X \n", + " O O \n", + "X X O \n", + "on move: O\n", + "X X \n", + " O O \n", + "X X O \n", + "on move: X\n", + "X O X \n", + " O O \n", + "X X O \n", + "on move: O\n", + "X O X \n", + "X O O \n", + "X X O \n", + "Episode 72, Total Reward: 1\n", + "Average Reward: 0.3055555555555556\n", + "on move: O\n", + " \n", + " X \n", + " \n", + "on move: X\n", + "O \n", + " X \n", + " \n", + "on move: O\n", + "O \n", + " X \n", + "X \n", + "on move: X\n", + "O \n", + " X \n", + "X O \n", + "on move: O\n", + "O \n", + " X \n", + "X X O \n", + "on move: X\n", + "O \n", + "O X \n", + "X X O \n", + "on move: O\n", + "O X \n", + "O X \n", + "X X O \n", + "on move: X\n", + "O O X \n", + "O X \n", + "X X O \n", + "on move: O\n", + "O O X \n", + "O X X \n", + "X X O \n", + "Episode 73, Total Reward: 1\n", + "Average Reward: 0.3150684931506849\n", + "on move: O\n", + " \n", + "X \n", + " \n", + "on move: X\n", + " \n", + "X \n", + " O \n", + "on move: O\n", + " \n", + "X \n", + "X O \n", + "on move: X\n", + "O \n", + "X \n", + "X O \n", + "on move: O\n", + "O X \n", + "X \n", + "X O \n", + "on move: X\n", + "O X \n", + "X \n", + "X O O \n", + "on move: O\n", + "O X X \n", + "X \n", + "X O O \n", + "on move: X\n", + "O X X \n", + "X O \n", + "X O O \n", + "Episode 74, Total Reward: -1\n", + "Average Reward: 0.2972972972972973\n", + "on move: O\n", + " X \n", + " \n", + " \n", + "on move: X\n", + " O X \n", + " \n", + " \n", + "on move: O\n", + " O X \n", + " X \n", + " \n", + "on move: X\n", + " O X \n", + " X \n", + " O \n", + "on move: O\n", + " O X \n", + "X X \n", + " O \n", + "on move: X\n", + " O X \n", + "X X \n", + " O O \n", + "on move: O\n", + "X O X \n", + "X X \n", + " O O \n", + "on move: X\n", + "X O X \n", + "X O X \n", + " O O \n", + "Episode 75, Total Reward: -1\n", + "Average Reward: 0.28\n", + "on move: O\n", + " X \n", + " \n", + " \n", + "on move: X\n", + " X \n", + " \n", + " O \n", + "on move: O\n", + " X \n", + " \n", + " X O \n", + "on move: X\n", + " X \n", + " O \n", + " X O \n", + "on move: O\n", + " X X \n", + " O \n", + " X O \n", + "on move: X\n", + " X X \n", + " O O \n", + " X O \n", + "on move: O\n", + "X X X \n", + " O O \n", + " X O \n", + "Episode 76, Total Reward: 1\n", + "Average Reward: 0.2894736842105263\n", + "on move: O\n", + " \n", + " X \n", + " \n", + "on move: X\n", + " O \n", + " X \n", + " \n", + "on move: O\n", + "X O \n", + " X \n", + " \n", + "on move: X\n", + "X O \n", + " O X \n", + " \n", + "on move: O\n", + "X O \n", + " O X \n", + "X \n", + "on move: X\n", + "X O \n", + "O O X \n", + "X \n", + "on move: O\n", + "X O X \n", + "O O X \n", + "X \n", + "on move: X\n", + "X O X \n", + "O O X \n", + "X O \n", + "Episode 77, Total Reward: -1\n", + "Average Reward: 0.2727272727272727\n", + "on move: O\n", + " \n", + " \n", + " X \n", + "on move: X\n", + " O \n", + " \n", + " X \n", + "on move: O\n", + " O \n", + " \n", + " X X \n", + "on move: X\n", + "O O \n", + " \n", + " X X \n", + "on move: O\n", + "O O \n", + " X \n", + " X X \n", + "on move: X\n", + "O O \n", + " X \n", + "O X X \n", + "on move: O\n", + "O O X \n", + " X \n", + "O X X \n", + "Episode 78, Total Reward: 1\n", + "Average Reward: 0.28205128205128205\n", + "on move: O\n", + " \n", + " \n", + "X \n", + "on move: X\n", + " O \n", + " \n", + "X \n", + "on move: O\n", + " O \n", + " \n", + "X X \n", + "on move: X\n", + "O O \n", + " \n", + "X X \n", + "on move: O\n", + "O O \n", + "X \n", + "X X \n", + "on move: X\n", + "O O \n", + "X \n", + "X X O \n", + "on move: O\n", + "O O X \n", + "X \n", + "X X O \n", + "on move: X\n", + "O O X \n", + "X O \n", + "X X O \n", + "on move: O\n", + "O O X \n", + "X X O \n", + "X X O \n", + "Episode 79, Total Reward: 1\n", + "Average Reward: 0.2911392405063291\n", + "on move: O\n", + " \n", + " X \n", + " \n", + "on move: X\n", + " \n", + " X \n", + " O \n", + "on move: O\n", + " \n", + "X X \n", + " O \n", + "on move: X\n", + " O \n", + "X X \n", + " O \n", + "on move: O\n", + "X O \n", + "X X \n", + " O \n", + "on move: X\n", + "X O O \n", + "X X \n", + " O \n", + "on move: O\n", + "X O O \n", + "X X \n", + "X O \n", + "Episode 80, Total Reward: 1\n", + "Average Reward: 0.3\n", + "on move: O\n", + " \n", + "X \n", + " \n", + "on move: X\n", + " \n", + "X \n", + " O \n", + "on move: O\n", + " \n", + "X X \n", + " O \n", + "on move: X\n", + " O \n", + "X X \n", + " O \n", + "on move: O\n", + " O \n", + "X X \n", + "X O \n", + "on move: X\n", + "O O \n", + "X X \n", + "X O \n", + "on move: O\n", + "O O X \n", + "X X \n", + "X O \n", + "Episode 81, Total Reward: 1\n", + "Average Reward: 0.30864197530864196\n", + "on move: O\n", + "X \n", + " \n", + " \n", + "on move: X\n", + "X \n", + " \n", + " O \n", + "on move: O\n", + "X \n", + "X \n", + " O \n", + "on move: X\n", + "X \n", + "X O \n", + " O \n", + "on move: O\n", + "X X \n", + "X O \n", + " O \n", + "on move: X\n", + "X X \n", + "X O \n", + "O O \n", + "on move: O\n", + "X X \n", + "X O \n", + "O X O \n", + "on move: X\n", + "X X \n", + "X O O \n", + "O X O \n", + "on move: O\n", + "X X X \n", + "X O O \n", + "O X O \n", + "Episode 82, Total Reward: 1\n", + "Average Reward: 0.3170731707317073\n", + "on move: O\n", + " X \n", + " \n", + " \n", + "on move: X\n", + " X \n", + " \n", + " O \n", + "on move: O\n", + " X \n", + "X \n", + " O \n", + "on move: X\n", + "O X \n", + "X \n", + " O \n", + "on move: O\n", + "O X \n", + "X \n", + " O X \n", + "on move: X\n", + "O X \n", + "X O \n", + " O X \n", + "on move: O\n", + "O X \n", + "X O \n", + "X O X \n", + "on move: X\n", + "O O X \n", + "X O \n", + "X O X \n", + "on move: O\n", + "O O X \n", + "X X O \n", + "X O X \n", + "Episode 83, Total Reward: 1\n", + "Average Reward: 0.3253012048192771\n", + "on move: O\n", + " \n", + " X \n", + " \n", + "on move: X\n", + "O \n", + " X \n", + " \n", + "on move: O\n", + "O \n", + " X X \n", + " \n", + "on move: X\n", + "O \n", + "O X X \n", + " \n", + "on move: O\n", + "O \n", + "O X X \n", + " X \n", + "on move: X\n", + "O \n", + "O X X \n", + " X O \n", + "on move: O\n", + "O X \n", + "O X X \n", + " X O \n", + "on move: X\n", + "O X \n", + "O X X \n", + "O X O \n", + "Episode 84, Total Reward: -1\n", + "Average Reward: 0.30952380952380953\n", + "on move: O\n", + " \n", + " \n", + " X \n", + "on move: X\n", + " O \n", + " \n", + " X \n", + "on move: O\n", + " O \n", + " X \n", + " X \n", + "on move: X\n", + " O \n", + " X \n", + " X O \n", + "on move: O\n", + " O X \n", + " X \n", + " X O \n", + "on move: X\n", + "O O X \n", + " X \n", + " X O \n", + "on move: O\n", + "O O X \n", + " X \n", + "X X O \n", + "on move: X\n", + "O O X \n", + " O X \n", + "X X O \n", + "Episode 85, Total Reward: -1\n", + "Average Reward: 0.29411764705882354\n", + "on move: O\n", + " \n", + "X \n", + " \n", + "on move: X\n", + " \n", + "X \n", + " O \n", + "on move: O\n", + " \n", + "X \n", + "X O \n", + "on move: X\n", + " O \n", + "X \n", + "X O \n", + "on move: O\n", + " O X \n", + "X \n", + "X O \n", + "on move: X\n", + " O X \n", + "X O \n", + "X O \n", + "on move: O\n", + "X O X \n", + "X O \n", + "X O \n", + "Episode 86, Total Reward: 1\n", + "Average Reward: 0.3023255813953488\n", + "on move: O\n", + " X \n", + " \n", + " \n", + "on move: X\n", + " X \n", + " O \n", + " \n", + "on move: O\n", + "X X \n", + " O \n", + " \n", + "on move: X\n", + "X X O \n", + " O \n", + " \n", + "on move: O\n", + "X X O \n", + " O \n", + " X \n", + "on move: X\n", + "X X O \n", + "O O \n", + " X \n", + "on move: O\n", + "X X O \n", + "O O X \n", + " X \n", + "on move: X\n", + "X X O \n", + "O O X \n", + " X O \n", + "on move: O\n", + "X X O \n", + "O O X \n", + "X X O \n", + "Episode 87, Total Reward: 0\n", + "Average Reward: 0.2988505747126437\n", + "on move: O\n", + " \n", + " X \n", + " \n", + "on move: X\n", + "O \n", + " X \n", + " \n", + "on move: O\n", + "O \n", + " X X \n", + " \n", + "on move: X\n", + "O \n", + " X X \n", + "O \n", + "on move: O\n", + "O \n", + " X X \n", + "O X \n", + "on move: X\n", + "O \n", + "O X X \n", + "O X \n", + "Episode 88, Total Reward: -1\n", + "Average Reward: 0.2840909090909091\n", + "on move: O\n", + " \n", + " X \n", + " \n", + "on move: X\n", + " \n", + " X \n", + "O \n", + "on move: O\n", + " X \n", + " X \n", + "O \n", + "on move: X\n", + " X \n", + " X \n", + "O O \n", + "on move: O\n", + " X \n", + " X X \n", + "O O \n", + "on move: X\n", + "O X \n", + " X X \n", + "O O \n", + "on move: O\n", + "O X \n", + "X X X \n", + "O O \n", + "Episode 89, Total Reward: 1\n", + "Average Reward: 0.29213483146067415\n", + "on move: O\n", + " \n", + "X \n", + " \n", + "on move: X\n", + " O \n", + "X \n", + " \n", + "on move: O\n", + " O \n", + "X X \n", + " \n", + "on move: X\n", + " O O \n", + "X X \n", + " \n", + "on move: O\n", + " O O \n", + "X X \n", + " X \n", + "on move: X\n", + " O O \n", + "X X \n", + " O X \n", + "on move: O\n", + " O O \n", + "X X X \n", + " O X \n", + "Episode 90, Total Reward: 1\n", + "Average Reward: 0.3\n", + "on move: O\n", + " \n", + " X \n", + " \n", + "on move: X\n", + " O \n", + " X \n", + " \n", + "on move: O\n", + " O \n", + "X X \n", + " \n", + "on move: X\n", + " O \n", + "X X \n", + "O \n", + "on move: O\n", + " O \n", + "X X \n", + "O X \n", + "on move: X\n", + " O \n", + "X X \n", + "O X O \n", + "on move: O\n", + " X O \n", + "X X \n", + "O X O \n", + "on move: X\n", + " X O \n", + "X O X \n", + "O X O \n", + "Episode 91, Total Reward: -1\n", + "Average Reward: 0.2857142857142857\n", + "on move: O\n", + " \n", + " X \n", + " \n", + "on move: X\n", + " \n", + " O X \n", + " \n", + "on move: O\n", + " X \n", + " O X \n", + " \n", + "on move: X\n", + " X \n", + " O X \n", + " O \n", + "on move: O\n", + " X \n", + "X O X \n", + " O \n", + "on move: X\n", + " X \n", + "X O X \n", + "O O \n", + "on move: O\n", + "X X \n", + "X O X \n", + "O O \n", + "on move: X\n", + "X X \n", + "X O X \n", + "O O O \n", + "Episode 92, Total Reward: -1\n", + "Average Reward: 0.2717391304347826\n", + "on move: O\n", + " \n", + " \n", + " X \n", + "on move: X\n", + " \n", + " \n", + "O X \n", + "on move: O\n", + " X \n", + " \n", + "O X \n", + "on move: X\n", + " X \n", + " O \n", + "O X \n", + "on move: O\n", + "X X \n", + " O \n", + "O X \n", + "on move: X\n", + "X X \n", + " O \n", + "O X O \n", + "on move: O\n", + "X X \n", + "X O \n", + "O X O \n", + "on move: X\n", + "X X \n", + "X O O \n", + "O X O \n", + "on move: O\n", + "X X X \n", + "X O O \n", + "O X O \n", + "Episode 93, Total Reward: 1\n", + "Average Reward: 0.27956989247311825\n", + "on move: O\n", + " \n", + " X \n", + " \n", + "on move: X\n", + " \n", + "O X \n", + " \n", + "on move: O\n", + " \n", + "O X X \n", + " \n", + "on move: X\n", + " \n", + "O X X \n", + "O \n", + "on move: O\n", + " X \n", + "O X X \n", + "O \n", + "on move: X\n", + " O X \n", + "O X X \n", + "O \n", + "on move: O\n", + "X O X \n", + "O X X \n", + "O \n", + "on move: X\n", + "X O X \n", + "O X X \n", + "O O \n", + "on move: O\n", + "X O X \n", + "O X X \n", + "O X O \n", + "Episode 94, Total Reward: 0\n", + "Average Reward: 0.2765957446808511\n", + "on move: O\n", + " X \n", + " \n", + " \n", + "on move: X\n", + " X \n", + " \n", + "O \n", + "on move: O\n", + " X \n", + " \n", + "O X \n", + "on move: X\n", + " O X \n", + " \n", + "O X \n", + "on move: O\n", + " O X \n", + " X \n", + "O X \n", + "Episode 95, Total Reward: 1\n", + "Average Reward: 0.28421052631578947\n", + "on move: O\n", + " \n", + " X \n", + " \n", + "on move: X\n", + " \n", + " X O \n", + " \n", + "on move: O\n", + "X \n", + " X O \n", + " \n", + "on move: X\n", + "X \n", + " X O \n", + " O \n", + "on move: O\n", + "X X \n", + " X O \n", + " O \n", + "on move: X\n", + "X X O \n", + " X O \n", + " O \n", + "on move: O\n", + "X X O \n", + " X O \n", + " O X \n", + "Episode 96, Total Reward: 1\n", + "Average Reward: 0.2916666666666667\n", + "on move: O\n", + " \n", + "X \n", + " \n", + "on move: X\n", + " \n", + "X \n", + " O \n", + "on move: O\n", + "X \n", + "X \n", + " O \n", + "on move: X\n", + "X \n", + "X \n", + "O O \n", + "on move: O\n", + "X X \n", + "X \n", + "O O \n", + "on move: X\n", + "X X \n", + "X O \n", + "O O \n", + "on move: O\n", + "X X \n", + "X O X \n", + "O O \n", + "on move: X\n", + "X X \n", + "X O X \n", + "O O O \n", + "Episode 97, Total Reward: -1\n", + "Average Reward: 0.27835051546391754\n", + "on move: O\n", + " \n", + "X \n", + " \n", + "on move: X\n", + " \n", + "X \n", + " O \n", + "on move: O\n", + " X \n", + "X \n", + " O \n", + "on move: X\n", + "O X \n", + "X \n", + " O \n", + "on move: O\n", + "O X \n", + "X X \n", + " O \n", + "on move: X\n", + "O X \n", + "X X \n", + "O O \n", + "on move: O\n", + "O X \n", + "X X X \n", + "O O \n", + "Episode 98, Total Reward: 1\n", + "Average Reward: 0.2857142857142857\n", + "on move: O\n", + " \n", + " X \n", + " \n", + "on move: X\n", + " O \n", + " X \n", + " \n", + "on move: O\n", + " O \n", + " X \n", + "X \n", + "on move: X\n", + "O O \n", + " X \n", + "X \n", + "on move: O\n", + "O O \n", + " X X \n", + "X \n", + "on move: X\n", + "O O O \n", + " X X \n", + "X \n", + "Episode 99, Total Reward: -1\n", + "Average Reward: 0.2727272727272727\n", + "on move: O\n", + "X \n", + " \n", + " \n", + "on move: X\n", + "X \n", + " O \n", + " \n", + "on move: O\n", + "X \n", + " O \n", + " X \n", + "on move: X\n", + "X \n", + " O \n", + "O X \n", + "on move: O\n", + "X X \n", + " O \n", + "O X \n", + "on move: X\n", + "X O X \n", + " O \n", + "O X \n", + "on move: O\n", + "X O X \n", + " O X \n", + "O X \n", + "on move: X\n", + "X O X \n", + " O X \n", + "O X O \n", + "on move: O\n", + "X O X \n", + "X O X \n", + "O X O \n", + "Episode 100, Total Reward: 0\n", + "Average Reward: 0.27\n" + ] + } + ], + "source": [ + "environment = TicTacToeEnv()\n", + "agent = Agent(symbol=1)\n", + "\n", + "num_episodes = 100\n", + "collected_rewards = []\n", + "oom = 1\n", + "\n", + "for i in range(num_episodes):\n", + " state, _ = environment.reset() \n", + " total_reward = 0\n", + " done = False\n", + " om = oom \n", + "\n", + " for j in range(9): \n", + " moves = environment.move_generator() \n", + "\n", + " if not moves:\n", + " break\n", + "\n", + " if len(moves) == 1:\n", + " move = moves[0] \n", + " else:\n", + " move = agent.get_action(moves) \n", + "\n", + " next_state, reward, done, info = environment.step(move)\n", + " total_reward += reward\n", + " state = next_state\n", + "\n", + " environment.render()\n", + "\n", + " if done:\n", + " break\n", + "\n", + " om = -om \n", + "\n", + " collected_rewards.append(total_reward)\n", + "\n", + " print(f\"Episode {i+1}, Total Reward: {total_reward}\")\n", + " average_reward = sum(collected_rewards) / len(collected_rewards)\n", + " print(f\"Average Reward: {average_reward}\")\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "aimenv", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.5" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}