3254 lines
1.6 MiB
3254 lines
1.6 MiB
{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# Deep Otello AI\n",
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"\n",
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"The game reversi is a very good game to apply deep learning methods to.\n",
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"\n",
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"Othello also known as reversi is a board game first published in 1883 by eiter Lewis Waterman or John W. Mollet in England (each one was denouncing the other as fraud).\n",
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"It is a strickt turn based zero-sum game with a clear Markov chain and now hidden states like in card games with an unknown distribution of cards or unknown player allegiance.\n",
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"There is like for the game go only one set of stones with two colors which is much easier to abstract than chess with its 6 unique pieces.\n",
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"The game has a symmetrical game board wich allows to play with rotating the state around an axis to allow for a breaking of sequences or interesting ANN architectures, quadruple the data generation by simulation or interesting test cases where a symetry in turns should be observable if the AI reaches an \"objective\" policy."
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## The game rules\n",
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"\n",
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"Othello is played on a board with 8 x 8 fields for two player.\n",
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"The board geometry is equal to a chess game.\n",
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"The game is played with game stones that are black on one siede and white on the other.\n",
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"\n",
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"\n",
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"\n",
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"The player take turns.\n",
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"A player places a stone with his or her color up on the game board.\n",
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"The player can only place stones when he surrounds a number of stones with the opponents color with the new stone and already placed stones of his color.\n",
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"Those surrounded stones can either be horizontally, vertically and/or diagonally be placed.\n",
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"All stones thus surrounded will be flipped to be of the players color.\n",
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"Turns are only possible if the player is also changing the color of the opponents stones. If a player can't act he is skipped.\n",
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"The game ends if both players can't act. The player with the most stones wins.\n",
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"If the score is counted in detail unclaimed fields go to the player with more stones of his or her color on the board.\n",
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"The game begins with four stones places in the center of the game. Each player gets two. They are placed diagonally to each other.\n",
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"\n",
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"\n",
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"<img alt=\"Startaufstellung.png\" src=\"Startaufstellung.png\"/>\n",
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"\n",
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"## Some common Othello strategies\n",
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"\n",
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"As can be easily understood the placement of stones and on the bord is always a careful balance of attack and defence.\n",
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"If the player occupies huge homogenous stretches on the board it can be attacked easier.\n",
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"The boards corners provide safety from wich occupied territory is impossible to loos but since it is only possible to reach the corners if the enemy is forced to allow this or calculates the cost of giving a stable base to the enemy it is difficult to obtain.\n",
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"There are some text on otello computer strategies which implement greedy algorithms for reversi based on a modified score to each field.\n",
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"Those different values are score modifiers for a traditional greedy algorithm.\n",
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"If a players stone has captured such a filed the score reached is multiplied by the modifier.\n",
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"The total score is the score reached by the player subtracted with the score of the enemy.\n",
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"The scores change in the course of the game and converges against one. This gives some indications of what to expect from an Othello AI.\n",
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"\n",
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"<img alt=\"ComputerPossitionScore\" src=\"computer-score.png\"/>\n"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Initial design decisions\n",
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"\n",
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"At the beginning of this project I made some design decisions.\n",
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"The first onw was that I do not want to use a gym library because it limits the data formats accessible.\n",
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"I choose to implement the hole game as entry in a stack in numpy arrays to be able to accommodate interfacing with a neural network easier and to use scipy pattern recognition tools to implement some game mechanics for a fast simulation cycle.\n",
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"I chose to ignore player colors as far as I could instead a player perspective was used. Which allowed to change the perspective with a flipping of the sign. (multiplying with -1).\n",
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"The array format should also allow for data multiplication or the breaking of strikt sequences by flipping the game along one the for axis, (horizontal, vertical, transpose along both diagonals).\n",
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"\n",
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"I wanted to implement different agents as classes that act on those game stacks.\n",
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"\n",
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"Since computation time is critical all computational have results are saved.\n",
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"The analysis of those is then repeated in real time. If a recalculation of such a section is required the save file can be deleted and the code should be executed again."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {},
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"outputs": [],
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"source": [
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"%load_ext blackcellmagic\n",
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"%load_ext line_profiler\n",
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"%load_ext memory_profiler"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Imports and dependencies\n",
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"\n",
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"The following direct dependencies where used for this project:\n",
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"```toml\n",
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"jupyter = \"^1.0.0\"\n",
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"matplotlib = \"^3.6.3\"\n",
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"numpy = \"^1.24.1\"\n",
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"pytest = \"^7.2.1\"\n",
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"python = \"3.10.*\"\n",
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"scipy = \"^1.10.0\"\n",
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"tqdm = \"^4.64.1\"\n",
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"jupyterlab = \"^3.6.1\"\n",
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"torchvision = \"^0.14.1\"\n",
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"torchaudio = \"^0.13.1\"\n",
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"```\n",
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"* `Jupyter` and `jupyterlab` on pycharm was used as an IDE / Ipython was used to implement this code.\n",
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"* `matplotlib` was used for visualisation and statistics.\n",
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"* `numpy` was used for array support and mathematical functions\n",
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"* `tqdm` was used for progress bars\n",
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"* `scipy` contains fast pattern recognition tools for images. It was used to make an initial estimation about where possible turns should be.\n",
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"* `torch` supplied the ANN functionalities."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {},
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"outputs": [],
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"source": [
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"import pickle\n",
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"import abc\n",
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"import itertools\n",
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"import os.path\n",
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"from abc import ABC\n",
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"from enum import Enum\n",
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"from typing import Final\n",
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"from IPython.display import clear_output, display\n",
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"from pathlib import Path\n",
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"import glob\n",
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"import copy\n",
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"from functools import lru_cache, wraps\n",
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"\n",
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"import matplotlib.pyplot as plt\n",
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"import numpy as np\n",
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"import pandas as pd\n",
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"import seaborn as sns\n",
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"import torch\n",
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"import torch.nn as nn\n",
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"from torch.nn import functional\n",
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"from ipywidgets import interact\n",
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"from scipy.ndimage import binary_dilation\n",
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"from tqdm.notebook import tqdm"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Constants\n",
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"\n",
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"Some general constants needed to be defined. Such as board game size and Player and Enemy representations. Also, directional offsets and the initial placement of blocks."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"metadata": {},
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"outputs": [],
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"source": [
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"BOARD_SIZE: Final[int] = 8 # defines the board side length as 8\n",
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"PLAYER: Final[int] = 1 # defines the number symbolising the player as 1\n",
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"ENEMY: Final[int] = -1 # defines the number symbolising the enemy as -1\n",
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"EXAMPLE_STACK_SIZE: Final[int] = 1000 # defines the game stack size for examples\n",
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"IMPOSSIBLE: Final[np.ndarray] = np.array([-1, -1], dtype=int)\n",
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"IMPOSSIBLE.setflags(write=False)\n",
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"SIMULATE_TURNS: Final[int] = 70\n",
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"VERIFY_POLICY: Final[bool] = False\n",
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"TRAINING_RESULT_PATH: Final[Path] = Path(\"training_data\")\n",
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"if not os.path.exists(TRAINING_RESULT_PATH):\n",
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" os.mkdir(TRAINING_RESULT_PATH)"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"The directions array contains all the numerical offsets needed to move along one of the 8 directions in a 2 dimensional grid. This will allow an iteration over the game board.\n",
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"\n",
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"![8-directions.png](8-directions.png \"Offset in 8 directions\")"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": "array([[-1, -1],\n [-1, 0],\n [-1, 1],\n [ 0, -1],\n [ 0, 1],\n [ 1, -1],\n [ 1, 0],\n [ 1, 1]])"
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},
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"execution_count": 4,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"DIRECTIONS: Final[np.ndarray] = np.array(\n",
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" [[i, j] for i in range(-1, 2) for j in range(-1, 2) if j != 0 or i != 0],\n",
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" dtype=int,\n",
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")\n",
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"DIRECTIONS.setflags(write=False)\n",
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"DIRECTIONS"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"Another constant needed is the initial start square at the center of the board."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": "array([[-1, 1],\n [ 1, -1]])"
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},
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"execution_count": 5,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"START_SQUARE: Final[np.ndarray] = np.array(\n",
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" [[ENEMY, PLAYER], [PLAYER, ENEMY]], dtype=int\n",
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")\n",
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"START_SQUARE.setflags(write=False)\n",
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"START_SQUARE"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Creating new boards\n",
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"\n",
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"The first function implemented and tested is a function to generate the starting environment as a stack of games.\n",
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"As described above I simply placed a 2 by 2 square in the center of an empty stack of boards."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 6,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": "array([[ 0, 0, 0, 0, 0, 0, 0, 0],\n [ 0, 0, 0, 0, 0, 0, 0, 0],\n [ 0, 0, 0, 0, 0, 0, 0, 0],\n [ 0, 0, 0, -1, 1, 0, 0, 0],\n [ 0, 0, 0, 1, -1, 0, 0, 0],\n [ 0, 0, 0, 0, 0, 0, 0, 0],\n [ 0, 0, 0, 0, 0, 0, 0, 0],\n [ 0, 0, 0, 0, 0, 0, 0, 0]])"
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},
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"execution_count": 6,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"def get_new_games(number_of_games: int) -> np.ndarray:\n",
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" \"\"\"Generates a stack of initialised game boards.\n",
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"\n",
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" Args:\n",
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" number_of_games: The size of the board stack.\n",
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"\n",
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" Returns: The generates stack of games as a stack n x 8 x 8.\n",
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"\n",
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" \"\"\"\n",
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" empty = np.zeros([number_of_games, BOARD_SIZE, BOARD_SIZE], dtype=int)\n",
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" empty[:, 3:5, 3:5] = START_SQUARE\n",
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" return empty\n",
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"\n",
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"\n",
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"get_new_games(1)[0]"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 7,
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"metadata": {},
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"outputs": [],
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"source": [
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"test_number_of_games = 3\n",
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"assert get_new_games(test_number_of_games).shape == (\n",
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" test_number_of_games,\n",
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" BOARD_SIZE,\n",
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" BOARD_SIZE,\n",
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")\n",
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"np.testing.assert_equal(\n",
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" get_new_games(test_number_of_games).sum(axis=1),\n",
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" np.zeros(\n",
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" [\n",
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" test_number_of_games,\n",
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" 8,\n",
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" ]\n",
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" ),\n",
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")\n",
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"np.testing.assert_equal(\n",
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" get_new_games(test_number_of_games).sum(axis=2),\n",
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" np.zeros(\n",
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" [\n",
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" test_number_of_games,\n",
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" 8,\n",
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" ]\n",
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" ),\n",
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")\n",
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"assert np.all(get_new_games(test_number_of_games)[:, 3:4, 3:4] != 0)\n",
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"del test_number_of_games"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Visualisation tools\n",
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"\n",
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"In this section a visualisation help was implemented for debugging of the game and a proper display of the results.\n",
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"For this visualisation ChatGPT was used as a prompted code generator that was later reviewed and refactored by hand to integrate seamlessly into the project as a whole.\n",
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"White stones represent the player, black stones the enemy. A single plot can be used as a subplot when the `ax` argument is used."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 8,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": "<Figure size 300x300 with 1 Axes>",
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"image/png": 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\n"
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"def plot_othello_board(\n",
|
|
" board: np.ndarray | torch.Tensor,\n",
|
|
" action: np.ndarray | None = None,\n",
|
|
" score: float | None = None,\n",
|
|
" ax=None,\n",
|
|
") -> None:\n",
|
|
" \"\"\"Plots a single otello board.\n",
|
|
"\n",
|
|
" If a matplot axis object is given the board will be plotted into that axis. If not an axis object will be generated.\n",
|
|
" The image generated will be shown directly.\n",
|
|
"\n",
|
|
" Args:\n",
|
|
" board: The bord that should be plotted. Only a single games is allowed. A numpy array of the form 8x8 is expected.\n",
|
|
" action: The action taken on each board.\n",
|
|
" score: The score reached with the turn.\n",
|
|
" ax: If needed a matplotlib axis object can be defined that is used to place the board as a sublot into a bigger context.\n",
|
|
" \"\"\"\n",
|
|
" # convert a tensor into an array\n",
|
|
" if isinstance(board, torch.Tensor):\n",
|
|
" board = board.cpu().detach().numpy()\n",
|
|
"\n",
|
|
" # ensure the shape of the array fits\n",
|
|
" assert board.shape == (8, 8)\n",
|
|
" plot_all = False\n",
|
|
"\n",
|
|
" # create a figure if no axis is given\n",
|
|
" if ax is None:\n",
|
|
" fig_size = 3\n",
|
|
" plot_all = True\n",
|
|
" fig, ax = plt.subplots(figsize=(fig_size, fig_size))\n",
|
|
"\n",
|
|
" # set the background color\n",
|
|
" ax.set_facecolor(\"#0f6b28\")\n",
|
|
"\n",
|
|
" # plot the actions\n",
|
|
" if action is not None:\n",
|
|
" ax.scatter(action[0], action[1], s=350 if plot_all else 200, c=\"red\")\n",
|
|
"\n",
|
|
" # plot black and white stones\n",
|
|
" for x_pos, y_pos in itertools.product(range(BOARD_SIZE), range(BOARD_SIZE)):\n",
|
|
" if board[x_pos, y_pos] == ENEMY:\n",
|
|
" color = \"white\"\n",
|
|
" elif board[x_pos, y_pos] == PLAYER:\n",
|
|
" color = \"black\"\n",
|
|
" else:\n",
|
|
" continue\n",
|
|
" ax.scatter(x_pos, y_pos, s=280 if plot_all else 140, c=color)\n",
|
|
"\n",
|
|
" # plot the lines separating the fields\n",
|
|
" for x_pos in range(-1, 8):\n",
|
|
" ax.axhline(x_pos + 0.5, color=\"black\", lw=2)\n",
|
|
" ax.axvline(x_pos + 0.5, color=\"black\", lw=2)\n",
|
|
"\n",
|
|
" # define the size of the plot\n",
|
|
" ax.set_xlim(-0.5, 7.5)\n",
|
|
" ax.set_ylim(7.5, -0.5)\n",
|
|
"\n",
|
|
" # set the axis labels\n",
|
|
" ax.set_xticks(np.arange(8))\n",
|
|
" ax.set_xticklabels(list(\"ABCDEFGH\"))\n",
|
|
" ax.set_yticks(np.arange(8))\n",
|
|
" ax.set_yticklabels(list(\"12345678\"))\n",
|
|
"\n",
|
|
" # overrides the x_label text if a score should be plotted\n",
|
|
" if score is None:\n",
|
|
" ax.set_xlabel(\n",
|
|
" f\"W{np.sum(board == ENEMY)} / {np.sum(board == 0)} / B{np.sum(board == PLAYER)}\"\n",
|
|
" )\n",
|
|
" else:\n",
|
|
" ax.set_xlabel(f\"Score: {score}\")\n",
|
|
" if plot_all:\n",
|
|
" plt.tight_layout()\n",
|
|
" plt.show()\n",
|
|
"\n",
|
|
"\n",
|
|
"plot_othello_board(get_new_games(1)[0], action=np.array([3, 3]))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 9,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"PLOTS_PER_ROW = 4\n",
|
|
"\n",
|
|
"\n",
|
|
"def plot_othello_boards(\n",
|
|
" boards: np.ndarray,\n",
|
|
" actions: np.ndarray | None = None,\n",
|
|
" scores: np.ndarray | None = None,\n",
|
|
") -> None:\n",
|
|
" \"\"\"Plots multiple boards into subplots.\n",
|
|
"\n",
|
|
" The plots are shown directly.\n",
|
|
"\n",
|
|
" Args:\n",
|
|
" boards: Plots the boards given into subplots. The maximum number of boards accepted is 70.\n",
|
|
" actions: A list of actions taken on each of the boards.\n",
|
|
" scores: A list of scores reached at each board.\n",
|
|
" \"\"\"\n",
|
|
" # checking if the array input shapes do fit\n",
|
|
" assert len(boards.shape) == 3\n",
|
|
" assert boards.shape[1:] == (BOARD_SIZE, BOARD_SIZE)\n",
|
|
" assert boards.shape[0] < 70\n",
|
|
"\n",
|
|
" if actions is not None:\n",
|
|
" assert len(actions.shape) == 2\n",
|
|
" assert actions.shape[1] == 2\n",
|
|
" assert boards.shape[0] == actions.shape[0]\n",
|
|
"\n",
|
|
" if scores is not None:\n",
|
|
" assert len(scores.shape) == 1\n",
|
|
" assert boards.shape[0] == scores.shape[0]\n",
|
|
"\n",
|
|
" # plots the boards\n",
|
|
" rows = int(np.ceil(boards.shape[0] / PLOTS_PER_ROW))\n",
|
|
" fig, axs = plt.subplots(rows, PLOTS_PER_ROW, figsize=(12, 3 * rows))\n",
|
|
" for game_index, ax in enumerate(axs.flatten()):\n",
|
|
" if game_index >= boards.shape[0]:\n",
|
|
" fig.delaxes(ax)\n",
|
|
" else:\n",
|
|
" action = actions[game_index] if actions is not None else None\n",
|
|
" score = scores[game_index] if scores is not None else None\n",
|
|
" plot_othello_board(boards[game_index], action=action, score=score, ax=ax)\n",
|
|
" plt.tight_layout()\n",
|
|
" plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 10,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"def drop_duplicate_boards(\n",
|
|
" boards: np.ndarray,\n",
|
|
" actions: np.ndarray | None,\n",
|
|
") -> tuple[np.ndarray, np.ndarray | None]:\n",
|
|
" \"\"\"Takes a sequence of boards and drops all boards that are unchanged.\n",
|
|
"\n",
|
|
" Args:\n",
|
|
" boards: A list of boards to be reduced.\n",
|
|
" actions: A list of actions to be reduced alongside the bords.\n",
|
|
"\n",
|
|
" Returns:\n",
|
|
" A sequence of boards where boards that where equal are dropped.\n",
|
|
" \"\"\"\n",
|
|
" non_duplicates = ~np.all(boards == np.roll(boards, axis=0, shift=1), axis=(1, 2))\n",
|
|
" return (\n",
|
|
" boards[non_duplicates],\n",
|
|
" np.roll(actions, axis=0, shift=1)[non_duplicates]\n",
|
|
" if actions is not None\n",
|
|
" else None,\n",
|
|
" )"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Hash Otello Boards\n",
|
|
"\n",
|
|
"A challenge for training any reinforcement learning algorithm is how to properly calibrate the exploration rate."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 11,
|
|
"metadata": {
|
|
"tags": []
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"def hash_board(board: np.ndarray) -> int:\n",
|
|
" assert board.shape == (8, 8) or board.shape == (64,)\n",
|
|
" return hash(tuple(board.reshape(-1)))\n",
|
|
"\n",
|
|
"\n",
|
|
"def count_unique_boards(boards: np.ndarray) -> int:\n",
|
|
" return np.unique(\n",
|
|
" np.apply_along_axis(hash_board, axis=1, arr=boards.reshape(-1, 64))\n",
|
|
" ).size\n",
|
|
"\n",
|
|
"\n",
|
|
"a = count_unique_boards(np.random.randint(-1, 2, size=(10000, 8, 8)))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Find possible actions to take\n",
|
|
"\n",
|
|
"The frist step in the implementation of an AI like this is to get an overview over the possible actions that can be taken in a situation.\n",
|
|
"Here was the design choice taken to first find fields that are empty and have at least one neighbouring enemy stone.\n",
|
|
"This was implemented with element wise check for a stone and a binary dilation marking all fields neighboring an enemy stone.\n",
|
|
"For that the `SURROUNDING` mask was used. Both aries are then element wise combined using and.\n",
|
|
"The resulting array contains all filed where a turn could potentially be made. Those are then check in detail.\n",
|
|
"The previous element wise operations on the numpy array increase the spead for this operation dramatically.\n",
|
|
"\n",
|
|
"The check for a possible turn is done in detail by following each direction step by step as long as there are enemy stones in that direction.\n",
|
|
"If the board end is reached or en empty filed before reaching a field occupied by the player that direction does not surround enemy stones.\n",
|
|
"If one direction surrounds enemy stone a turn is possible.\n",
|
|
"This detailed step is implemented as a recursion and need to go at leas one step to return True."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 12,
|
|
"metadata": {
|
|
"tags": []
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": "array([[[1, 1, 1],\n [1, 0, 1],\n [1, 1, 1]]])"
|
|
},
|
|
"execution_count": 12,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"SURROUNDING: Final = np.array(\n",
|
|
" [[[1, 1, 1], [1, 0, 1], [1, 1, 1]]]\n",
|
|
") # defines the binary dilation mask to check if a field is next to an enemy stones\n",
|
|
"SURROUNDING"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 13,
|
|
"metadata": {
|
|
"tags": []
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"# Source https://gist.github.com/Susensio/61f4fee01150caaac1e10fc5f005eb75\n",
|
|
"def np_cache(*lru_args, array_argument_elements: tuple[int, ...] = (0,), **lru_kwargs):\n",
|
|
" \"\"\"\n",
|
|
" LRU cache implementation for functions whose parameter at ``array_argument_index`` is a numpy array of dimensions <= 2\n",
|
|
"\n",
|
|
" Example:\n",
|
|
" >>> from sem_env.utils.cache import np_cache\n",
|
|
" >>> array = np.array([[1, 2, 3], [4, 5, 6]])\n",
|
|
" >>> @np_cache(maxsize=256)\n",
|
|
" ... def multiply(array, factor):\n",
|
|
" ... return factor * array\n",
|
|
" >>> multiply(array, 2)\n",
|
|
" >>> multiply(array, 2)\n",
|
|
" >>> multiply.cache_info()\n",
|
|
" CacheInfo(hits=1, misses=1, maxsize=256, currsize=1)\n",
|
|
" \"\"\"\n",
|
|
"\n",
|
|
" def decorator(function):\n",
|
|
" @wraps(function)\n",
|
|
" def wrapper(*args, **kwargs):\n",
|
|
" args = list(args)\n",
|
|
" for array_argument_index in array_argument_elements:\n",
|
|
" np_array = args[array_argument_index]\n",
|
|
" if len(np_array.shape) > 2:\n",
|
|
" raise RuntimeError(\n",
|
|
" f\"np_cache is currently only supported for arrays of dim. less than 3 but got shape: {np_array.shape}\"\n",
|
|
" )\n",
|
|
" hashable_array = tuple(np_array.reshape(-1))\n",
|
|
"\n",
|
|
" args[array_argument_index] = hashable_array\n",
|
|
" return cached_wrapper(*args, **kwargs)\n",
|
|
"\n",
|
|
" @lru_cache(*lru_args, **lru_kwargs)\n",
|
|
" def cached_wrapper(*args, **kwargs):\n",
|
|
" args = list(args)\n",
|
|
" for array_argument_index in array_argument_elements:\n",
|
|
" hashable_array = args[array_argument_index]\n",
|
|
" array = np.array(hashable_array).reshape(8, 8)\n",
|
|
" args[array_argument_index] = array\n",
|
|
" return function(*args, **kwargs)\n",
|
|
"\n",
|
|
" # copy lru_cache attributes over too\n",
|
|
" wrapper.cache_info = cached_wrapper.cache_info\n",
|
|
" wrapper.cache_clear = cached_wrapper.cache_clear\n",
|
|
" return wrapper\n",
|
|
"\n",
|
|
" return decorator"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 14,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"153 µs ± 4.7 µs per loop (mean ± std. dev. of 7 runs, 10,000 loops each)\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"text/plain": "array([[[False, False, False, False, False, False, False, False],\n [False, False, False, False, False, False, False, False],\n [False, False, False, True, False, False, False, False],\n [False, False, True, False, False, False, False, False],\n [False, False, False, False, False, True, False, False],\n [False, False, False, False, True, False, False, False],\n [False, False, False, False, False, False, False, False],\n [False, False, False, False, False, False, False, False]]])"
|
|
},
|
|
"execution_count": 14,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"def _recursive_steps(\n",
|
|
" board: np.ndarray,\n",
|
|
" rec_direction: np.ndarray,\n",
|
|
" rec_position: np.ndarray,\n",
|
|
" step_one: int = 0,\n",
|
|
") -> int:\n",
|
|
" \"\"\"Check if a player can place a stone on the board specified in the direction specified and direction specified.\n",
|
|
"\n",
|
|
" Args:\n",
|
|
" board: The board that should be checked for a playable action.\n",
|
|
" rec_direction: The direction that should be checked.\n",
|
|
" rec_position: The position that should be checked.\n",
|
|
" step_one: Defines if the call of this function is the firs or not. Should be kept to the default value for proper functionality.\n",
|
|
"\n",
|
|
" Returns:\n",
|
|
" True if a turn is possible for possition and direction on the board defined.\n",
|
|
" \"\"\"\n",
|
|
" rec_position = rec_position + rec_direction\n",
|
|
" if np.any((rec_position >= BOARD_SIZE) | (rec_position < 0)):\n",
|
|
" return 0\n",
|
|
" next_field = board[tuple(rec_position.tolist())]\n",
|
|
" if next_field == 0:\n",
|
|
" return 0\n",
|
|
" if next_field == -1:\n",
|
|
" return _recursive_steps(\n",
|
|
" board, rec_direction, rec_position, step_one=step_one + 1\n",
|
|
" )\n",
|
|
" if next_field == 1:\n",
|
|
" return step_one\n",
|
|
"\n",
|
|
"\n",
|
|
"@np_cache(maxsize=2000, array_argument_elements=(0, 1))\n",
|
|
"def _get_possible_turns_for_board(board: np.ndarray, poss_turns: np.ndarray):\n",
|
|
" for idx, idy in itertools.product(range(BOARD_SIZE), range(BOARD_SIZE)):\n",
|
|
" if poss_turns[idx, idy]:\n",
|
|
" position = idx, idy\n",
|
|
" poss_turns[idx, idy] = any(\n",
|
|
" _recursive_steps(board[:, :], direction, position) > 0\n",
|
|
" for direction in DIRECTIONS\n",
|
|
" )\n",
|
|
" return poss_turns\n",
|
|
"\n",
|
|
"\n",
|
|
"def get_possible_turns(boards: np.ndarray, tqdm_on: bool = False) -> np.ndarray:\n",
|
|
" \"\"\"Analyses a stack of boards.\n",
|
|
"\n",
|
|
" Args:\n",
|
|
" boards: A stack of boards to check.\n",
|
|
" tqdm_on: Uses tqdm to track the progress.\n",
|
|
"\n",
|
|
" Returns:\n",
|
|
" A stack of game boards containing boolean values showing where turns are possible for the player.\n",
|
|
" \"\"\"\n",
|
|
" assert len(boards.shape) == 3, \"The number fo input dimensions does not fit.\"\n",
|
|
" assert boards.shape[1:] == (\n",
|
|
" BOARD_SIZE,\n",
|
|
" BOARD_SIZE,\n",
|
|
" ), \"The input dimensions do not fit.\"\n",
|
|
"\n",
|
|
" poss_turns = boards == 0 # checks where fields are empty.\n",
|
|
" poss_turns &= binary_dilation(\n",
|
|
" boards == -1, SURROUNDING\n",
|
|
" ) # checks where fields are next to an enemy filed an empty\n",
|
|
" iterate_over = range(boards.shape[0])\n",
|
|
"\n",
|
|
" if tqdm_on:\n",
|
|
" iterate_over = tqdm(iterate_over, total=np.prod(boards.shape))\n",
|
|
" for game in iterate_over:\n",
|
|
" poss_turns[game] = _get_possible_turns_for_board(boards[game], poss_turns[game])\n",
|
|
" return poss_turns\n",
|
|
"\n",
|
|
"\n",
|
|
"# some simple testing to ensure the function works after simple changes\n",
|
|
"# this testing is complete, its more of a smoke-test\n",
|
|
"test_array = get_new_games(3)\n",
|
|
"expected_result = np.zeros_like(test_array, dtype=bool)\n",
|
|
"expected_result[:, 4, 5] = expected_result[:, 2, 3] = True\n",
|
|
"expected_result[:, 5, 4] = expected_result[:, 3, 2] = True\n",
|
|
"np.testing.assert_equal(get_possible_turns(test_array), expected_result)\n",
|
|
"\n",
|
|
"\n",
|
|
"%timeit get_possible_turns(get_new_games(10)) # checks turn possibility evaluation time for 10 initial games\n",
|
|
"# %timeit get_possible_turns(get_new_games(EXAMPLE_STACK_SIZE)) # check turn possibility evaluation time for EXAMPLE_STACK_SIZE initial games\n",
|
|
"\n",
|
|
"# shows a singe game\n",
|
|
"get_possible_turns(get_new_games(3))[:1]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"Besides the ability to generate an array of possible turns there needs to be a functions that check if a given turn is possible.\n",
|
|
"On is needed for the action space validation. The other is for validating a players turn."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 15,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"def move_possible(board: np.ndarray, move: np.ndarray) -> bool:\n",
|
|
" \"\"\"Checks if a turn is possible.\n",
|
|
"\n",
|
|
" Checks if a turn is possible. If no turn is possible to input array [-1, -1] is expected.\n",
|
|
"\n",
|
|
" Args:\n",
|
|
" board: A board where it should be checkt if a turn is possible.\n",
|
|
" move: The move that should be taken. Expected is the index of the filed where a stone should be placed [x, y]. If no placement is possible [-1, -1] is expected as an input.\n",
|
|
"\n",
|
|
" Returns:\n",
|
|
" True if the move is possible\n",
|
|
" \"\"\"\n",
|
|
" if np.all(move == -1):\n",
|
|
" return not np.any(get_possible_turns(np.reshape(board, (1, 8, 8))))\n",
|
|
" return any(\n",
|
|
" _recursive_steps(board[:, :], direction, move) > 0 for direction in DIRECTIONS\n",
|
|
" )\n",
|
|
"\n",
|
|
"\n",
|
|
"# Some testing for this function and the underlying recursive functions that are called.\n",
|
|
"assert move_possible(get_new_games(1)[0], np.array([2, 3])) is True\n",
|
|
"assert move_possible(get_new_games(1)[0], np.array([3, 2])) is True\n",
|
|
"assert move_possible(get_new_games(1)[0], np.array([2, 2])) is False\n",
|
|
"assert move_possible(np.zeros((8, 8)), np.array([3, 2])) is False\n",
|
|
"assert move_possible(np.ones((8, 8)) * 1, np.array([-1, -1])) is True\n",
|
|
"assert move_possible(np.ones((8, 8)) * -1, np.array([-1, -1])) is True\n",
|
|
"assert move_possible(np.ones((8, 8)) * 0, np.array([-1, -1])) is True"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 16,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"def moves_possible(boards: np.ndarray, moves: np.ndarray) -> np.ndarray:\n",
|
|
" \"\"\"Checks if a stack of moves can be executed on a stack of boards.\n",
|
|
"\n",
|
|
" Args:\n",
|
|
" boards: A board where the next stone should be placed.\n",
|
|
" moves: A stack stones to be placed. Each move is formatted as an array in the form of [x, y] if no turn is possible the value [-1, -1] is expected.\n",
|
|
"\n",
|
|
" Returns:\n",
|
|
" An array marking for each and every game and move in the stack if the move can be executed.\n",
|
|
" \"\"\"\n",
|
|
" arr_moves_possible = np.zeros(boards.shape[0], dtype=bool)\n",
|
|
" for game in range(boards.shape[0]):\n",
|
|
" if np.all(\n",
|
|
" moves[game] == -1\n",
|
|
" ): # can be all or any. All should be faster since most times neither value will be -1.\n",
|
|
" arr_moves_possible[game] = not np.any(\n",
|
|
" get_possible_turns(np.reshape(boards[game], (1, 8, 8)))\n",
|
|
" )\n",
|
|
" else:\n",
|
|
" arr_moves_possible[game] = any(\n",
|
|
" _recursive_steps(boards[game, :, :], direction, moves[game]) > 0\n",
|
|
" for direction in DIRECTIONS\n",
|
|
" )\n",
|
|
" return arr_moves_possible\n",
|
|
"\n",
|
|
"\n",
|
|
"np.testing.assert_array_equal(\n",
|
|
" moves_possible(np.ones((3, 8, 8)) * 1, np.array([[-1, -1]] * 3)),\n",
|
|
" np.array([True] * 3),\n",
|
|
")\n",
|
|
"\n",
|
|
"np.testing.assert_array_equal(\n",
|
|
" moves_possible(get_new_games(3), np.array([[2, 3], [3, 2], [3, 2]])),\n",
|
|
" np.array([True] * 3),\n",
|
|
")\n",
|
|
"np.testing.assert_array_equal(\n",
|
|
" moves_possible(get_new_games(3), np.array([[2, 2], [1, 1], [0, 0]])),\n",
|
|
" np.array([False] * 3),\n",
|
|
")\n",
|
|
"np.testing.assert_array_equal(\n",
|
|
" moves_possible(np.ones((3, 8, 8)) * -1, np.array([[-1, -1]] * 3)),\n",
|
|
" np.array([True] * 3),\n",
|
|
")\n",
|
|
"np.testing.assert_array_equal(\n",
|
|
" moves_possible(np.zeros((3, 8, 8)), np.array([[-1, -1]] * 3)),\n",
|
|
" np.array([True] * 3),\n",
|
|
")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Reword functions\n",
|
|
"\n",
|
|
"For any kind of reinforcement learning is a reword function needed.\n",
|
|
"For otello this would be the final score, the information who won or changes to the score.\n",
|
|
"A combination of those three would also be possible.\n",
|
|
"It is probably not be possible to weight the current score to high in a reword function since that would be to close to a classic greedy algorithm.\n",
|
|
"But some direct influence would increase the learning speed.\n",
|
|
"In the next section are all three reword functions implemented to be combined and weight later on as needed."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 17,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"200 µs ± 4.9 µs per loop (mean ± std. dev. of 7 runs, 1,000 loops each)\n",
|
|
"33.2 µs ± 786 ns per loop (mean ± std. dev. of 7 runs, 10,000 loops each)\n",
|
|
"35.6 µs ± 346 ns per loop (mean ± std. dev. of 7 runs, 10,000 loops each)\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"def final_boards_evaluation(boards: np.ndarray) -> np.ndarray:\n",
|
|
" \"\"\"Evaluates the board at the end of the game.\n",
|
|
"\n",
|
|
" All unused fields are added to the score of the player that has more stones with his color up.\n",
|
|
" This score only applies to the end of the game.\n",
|
|
" Normally the score is represented by the number of stones each player has.\n",
|
|
" In this case the score was combined by building the difference.\n",
|
|
"\n",
|
|
" Args:\n",
|
|
" boards: A stack of game bords ot the end of the game.\n",
|
|
"\n",
|
|
" Returns:\n",
|
|
" the combined score for both player.\n",
|
|
" \"\"\"\n",
|
|
" score1, score2 = np.sum(boards == 1, axis=(1, 2)), np.sum(boards == -1, axis=(1, 2))\n",
|
|
" player_1_won = score1 > score2\n",
|
|
" player_2_won = score1 < score2\n",
|
|
" score1_final = 64 - score2[player_1_won]\n",
|
|
" score2_final = 64 - score1[player_2_won]\n",
|
|
" score = np.zeros(boards.shape[0])\n",
|
|
" score[player_1_won] = score1_final\n",
|
|
" score[player_2_won] = -score2_final\n",
|
|
" return score\n",
|
|
"\n",
|
|
"\n",
|
|
"def evaluate_boards(boards: np.ndarray) -> np.ndarray:\n",
|
|
" \"\"\"Counts the stones each player has on the board.\n",
|
|
"\n",
|
|
" Args:\n",
|
|
" boards: A stack of boards for evaluation.\n",
|
|
"\n",
|
|
" Returns:\n",
|
|
" the combined score for both player.\n",
|
|
" \"\"\"\n",
|
|
" return np.sum(boards, axis=(1, 2))\n",
|
|
"\n",
|
|
"\n",
|
|
"def evaluate_who_won(boards: np.ndarray) -> np.ndarray:\n",
|
|
" \"\"\"Checks who won or is winning a game.\n",
|
|
"\n",
|
|
" Args:\n",
|
|
" boards: A stack of boards for evaluation.\n",
|
|
"\n",
|
|
" Returns:\n",
|
|
" The information who won for both player. 1 meaning the player won, -1 means the opponent lost. 0 represents a patt.\n",
|
|
" \"\"\"\n",
|
|
" assert boards.shape[1:] == (8, 8)\n",
|
|
" return np.sign(np.sum(boards, axis=(1, 2)))\n",
|
|
"\n",
|
|
"\n",
|
|
"_boards = get_new_games(EXAMPLE_STACK_SIZE)\n",
|
|
"%timeit final_boards_evaluation(_boards)\n",
|
|
"%timeit evaluate_boards(_boards)\n",
|
|
"%timeit evaluate_who_won(_boards)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Execute a chosen action\n",
|
|
"\n",
|
|
"After an evaluation what turns are possible there needs to be a function that executes a turn.\n",
|
|
"This next sections does that."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 18,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"class InvalidTurn(ValueError):\n",
|
|
" \"\"\"\n",
|
|
" This error is thrown if a given turn is not valid.\n",
|
|
" \"\"\""
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 19,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"93.8 ms ± 3.73 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"text/plain": "<Figure size 300x300 with 1 Axes>",
|
|
"image/png": 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\n"
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"def do_moves(boards: np.ndarray, moves: np.ndarray) -> np.ndarray:\n",
|
|
" \"\"\"Executes a single move on a stack o Othello boards.\n",
|
|
"\n",
|
|
" Args:\n",
|
|
" boards: A stack of Othello boards where the next stone should be placed.\n",
|
|
" moves: A stack of stone placement orders for the game. Formatted as coordinates in an array [x, y] of the place where the stone should be placed. Should contain [-1,-1] if no new placement is possible.\n",
|
|
"\n",
|
|
" Returns:\n",
|
|
" The new state of the board.\n",
|
|
" \"\"\"\n",
|
|
"\n",
|
|
" def _do_directional_move(\n",
|
|
" board: np.ndarray, rec_move: np.ndarray, rev_direction, step_one=True\n",
|
|
" ) -> bool:\n",
|
|
" \"\"\"Changes the color of enemy stones in one direction.\n",
|
|
"\n",
|
|
" This function works recursive. The argument step_one should always be used in its default value.\n",
|
|
"\n",
|
|
" Args:\n",
|
|
" board: A bord on which a stone was placed.\n",
|
|
" rec_move: The position on the board in x and y where this function is called from. Will be moved by recursive called.\n",
|
|
" rev_direction: The position where the stone was placed. Inside this recursion it will also be the last step that was checked.\n",
|
|
" step_one: Set to true if this is the first step in the recursion. False later on.\n",
|
|
"\n",
|
|
" Returns:\n",
|
|
" True if a stone could be flipped.\n",
|
|
" All changes are made on the view of the numpy array and therefore not included in the return value.\n",
|
|
" \"\"\"\n",
|
|
" rec_position = rec_move + rev_direction\n",
|
|
" if np.any((rec_position >= 8) | (rec_position < 0)):\n",
|
|
" return False\n",
|
|
" next_field = board[tuple(rec_position.tolist())]\n",
|
|
" if next_field == 0:\n",
|
|
" return False\n",
|
|
" if next_field == 1:\n",
|
|
" return not step_one\n",
|
|
" if next_field == -1:\n",
|
|
" if _do_directional_move(board, rec_position, rev_direction, step_one=False):\n",
|
|
" board[tuple(rec_position.tolist())] = 1\n",
|
|
" return True\n",
|
|
" return False\n",
|
|
"\n",
|
|
" def _do_move(_board: np.ndarray, move: np.ndarray) -> None:\n",
|
|
" \"\"\"Executes a turn on a board.\n",
|
|
"\n",
|
|
" Args:\n",
|
|
" _board: The game board on wich to place a stone.\n",
|
|
" move: The coordinates of a stone that should be placed. Should be formatted as an array of the form [x, y]. The value [-1, -1] is expected if no turn is possible.\n",
|
|
"\n",
|
|
" Returns:\n",
|
|
" All changes are made on the view of the numpy array.\n",
|
|
" \"\"\"\n",
|
|
" if np.all(move == -1):\n",
|
|
" if not move_possible(_board, move):\n",
|
|
" raise InvalidTurn(\"An action should be taken. A turn is possible.\")\n",
|
|
" return\n",
|
|
"\n",
|
|
" # noinspection PyTypeChecker\n",
|
|
" if _board[tuple(move.tolist())] != 0:\n",
|
|
" raise InvalidTurn(\"This turn is not possible.\")\n",
|
|
"\n",
|
|
" action = False\n",
|
|
" for direction in DIRECTIONS:\n",
|
|
" if _do_directional_move(_board, move, direction):\n",
|
|
" action = True\n",
|
|
" if not action:\n",
|
|
" raise InvalidTurn(\"This turn is not possible.\")\n",
|
|
"\n",
|
|
" # noinspection PyTypeChecker\n",
|
|
" _board[tuple(move.tolist())] = 1\n",
|
|
"\n",
|
|
" boards = boards.copy()\n",
|
|
" for game in range(boards.shape[0]):\n",
|
|
" _do_move(boards[game], moves[game])\n",
|
|
" return boards\n",
|
|
"\n",
|
|
"\n",
|
|
"%timeit do_moves(get_new_games(EXAMPLE_STACK_SIZE), np.array([[2, 3]] * EXAMPLE_STACK_SIZE))[0]\n",
|
|
"\n",
|
|
"plot_othello_board(\n",
|
|
" do_moves(\n",
|
|
" get_new_games(EXAMPLE_STACK_SIZE), np.array([[2, 3]] * EXAMPLE_STACK_SIZE)\n",
|
|
" )[0],\n",
|
|
" action=np.array([2, 3]),\n",
|
|
")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## An abstract reversi game policy\n",
|
|
"\n",
|
|
"For an easy use of policies an abstract class containing the policy generation / requests an action in an inherited instance of this class.\n",
|
|
"This class filters the policy to only propose valid actions. Inherited instance do not need to care about this. This super class also manges exploration and exploitation with the epsilon value."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 20,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"class GamePolicy(ABC):\n",
|
|
" \"\"\"\n",
|
|
" A game policy. Proposes where to place a stone next.\n",
|
|
" \"\"\"\n",
|
|
"\n",
|
|
" def __init__(self, epsilon: float):\n",
|
|
" \"\"\"\n",
|
|
"\n",
|
|
" Args:\n",
|
|
" epsilon: the epsilon / greedy value. Should be between zero and one. Set the mixture of policy and exploration. One means only the policy is used. Zero means only random policies are used. All mixtures inbetween between are possible.\n",
|
|
" \"\"\"\n",
|
|
" if 0 > epsilon > 1:\n",
|
|
" raise ValueError(\"Epsilon should be between zero and one.\")\n",
|
|
" self._epsilon: float = epsilon\n",
|
|
"\n",
|
|
" @property\n",
|
|
" def epsilon(self):\n",
|
|
" return self._epsilon\n",
|
|
"\n",
|
|
" @property\n",
|
|
" @abc.abstractmethod\n",
|
|
" def policy_name(self) -> str:\n",
|
|
" \"\"\"The name of this policy\"\"\"\n",
|
|
" raise NotImplementedError()\n",
|
|
"\n",
|
|
" @abc.abstractmethod\n",
|
|
" def _internal_policy(self, boards: np.ndarray) -> np.ndarray:\n",
|
|
" \"\"\"The internal policy is an unfiltered policy. It should only be called from inside this function\n",
|
|
"\n",
|
|
" Args:\n",
|
|
" boards: A board where a policy should be calculated for.\n",
|
|
"\n",
|
|
" Returns:\n",
|
|
" The policy for this board. Should have the same size as the boards array.\n",
|
|
" \"\"\"\n",
|
|
" raise NotImplementedError()\n",
|
|
"\n",
|
|
" def get_policy(self, boards: np.ndarray) -> np.ndarray:\n",
|
|
" \"\"\"Calculates the policy that should be followed.\n",
|
|
"\n",
|
|
" Calculates the policy that should be followed.\n",
|
|
" This function does include the usage of epsilon to configure greediness and exploration.\n",
|
|
"\n",
|
|
" Args:\n",
|
|
" boards: A set of boards that show the environment where the policy should be calculated for.\n",
|
|
"\n",
|
|
" Returns:\n",
|
|
" A vector of indices. Should be formatted as an array of the form [x, y]. The value [-1, -1] is expected if no turn is possible.\n",
|
|
" \"\"\"\n",
|
|
" assert len(boards.shape) == 3\n",
|
|
" assert boards.shape[1:] == (BOARD_SIZE, BOARD_SIZE)\n",
|
|
"\n",
|
|
" if self.epsilon <= 0:\n",
|
|
" policies = np.random.rand(*boards.shape)\n",
|
|
" else:\n",
|
|
" policies = self._internal_policy(boards)\n",
|
|
" if self.epsilon < 1:\n",
|
|
" random_choices = self.epsilon <= np.random.rand((boards.shape[0]))\n",
|
|
" policies[random_choices] = np.random.rand(np.sum(random_choices), 8, 8)\n",
|
|
"\n",
|
|
" # todo talk to team about backpropagation of score and epsilon for greedy factor\n",
|
|
"\n",
|
|
" # todo possibly change this function to only validate the purpose turn and not all turns\n",
|
|
" possible_turns = get_possible_turns(boards)\n",
|
|
" policies[possible_turns == False] = -1.0\n",
|
|
" max_indices = [\n",
|
|
" np.unravel_index(policy.argmax(), policy.shape) for policy in policies\n",
|
|
" ]\n",
|
|
" policy_vector = np.array(max_indices, dtype=int)\n",
|
|
" no_turn_possible = np.all(policy_vector == 0, 1) & (policies[:, 0, 0] == -1.0)\n",
|
|
"\n",
|
|
" policy_vector[no_turn_possible, :] = IMPOSSIBLE\n",
|
|
" return policy_vector"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## A first policy\n",
|
|
"\n",
|
|
"To quantify the quality of a game AI there needs to be some benchmarks.\n",
|
|
"The easiest benchmark is to play against a random player.\n",
|
|
"The easiest player to use as a benchmark is the random player.\n",
|
|
"For this and testing purpose the random policy was implemented."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 21,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"class RandomPolicy(GamePolicy):\n",
|
|
" \"\"\"\n",
|
|
" A policy playing a random turn by setting epsilon to 0.\n",
|
|
" \"\"\"\n",
|
|
"\n",
|
|
" def __init__(self, epsilon: float = 0):\n",
|
|
" _ = epsilon\n",
|
|
" super().__init__(epsilon=0)\n",
|
|
"\n",
|
|
" @property\n",
|
|
" def policy_name(self) -> str:\n",
|
|
" return \"random\"\n",
|
|
"\n",
|
|
" def _internal_policy(self, boards: np.ndarray) -> np.ndarray:\n",
|
|
" pass\n",
|
|
"\n",
|
|
"\n",
|
|
"rnd_policy = RandomPolicy(1)\n",
|
|
"assert rnd_policy.policy_name == \"random\"\n",
|
|
"assert rnd_policy.epsilon == 0\n",
|
|
"\n",
|
|
"rnd_policy_result = rnd_policy.get_policy(get_new_games(10))\n",
|
|
"assert np.any((5 >= rnd_policy_result) & (rnd_policy_result >= 3))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 22,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"class GreedyPolicy(GamePolicy):\n",
|
|
" \"\"\"\n",
|
|
" A policy playing always one of the strongest turns.\n",
|
|
" \"\"\"\n",
|
|
"\n",
|
|
" def __init__(self, epsilon: float = 1):\n",
|
|
" _ = epsilon\n",
|
|
" super().__init__(1)\n",
|
|
"\n",
|
|
" @property\n",
|
|
" def policy_name(self) -> str:\n",
|
|
" return \"greedy_policy\"\n",
|
|
"\n",
|
|
" def _internal_policy(self, boards: np.ndarray) -> np.ndarray:\n",
|
|
" policies = np.random.rand(*boards.shape)\n",
|
|
" poss_turns = boards == 0 # checks where fields are empty.\n",
|
|
" poss_turns &= binary_dilation(boards == -1, SURROUNDING)\n",
|
|
" for game, idx, idy in itertools.product(\n",
|
|
" range(boards.shape[0]), range(BOARD_SIZE), range(BOARD_SIZE)\n",
|
|
" ):\n",
|
|
"\n",
|
|
" if poss_turns[game, idx, idy]:\n",
|
|
" position = idx, idy\n",
|
|
" policies[game, idx, idy] += np.sum(\n",
|
|
" np.array(\n",
|
|
" list(\n",
|
|
" _recursive_steps(boards[game, :, :], direction, position)\n",
|
|
" for direction in DIRECTIONS\n",
|
|
" )\n",
|
|
" )\n",
|
|
" )\n",
|
|
" return policies"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Putting the game simulation together\n",
|
|
"Now it's time to bring all together for a proper simulation."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"### Playing a single turn\n",
|
|
"\n",
|
|
"The next function needed is used to request a policy, verify that the turn is legit and place a stone and turn enemy stones if possible."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 23,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"def single_turn(\n",
|
|
" current_boards: np, policy: GamePolicy\n",
|
|
") -> tuple[np.ndarray, np.ndarray]:\n",
|
|
" \"\"\"Execute a single turn on a board.\n",
|
|
"\n",
|
|
" Places a new stone on the board. Turns captured enemy stones.\n",
|
|
"\n",
|
|
" Args:\n",
|
|
" current_boards: The current board before the game.\n",
|
|
" policy: The game policy to be used.\n",
|
|
"\n",
|
|
" Returns:\n",
|
|
" The new game board and the policy vector containing the index of the action used.\n",
|
|
" \"\"\"\n",
|
|
" policy_results = policy.get_policy(current_boards)\n",
|
|
"\n",
|
|
" # if the constant VERIFY_POLICY is set to true the policy is verified. Should be good though.\n",
|
|
" # todo deactivate the policy verification after some testing.\n",
|
|
" if VERIFY_POLICY:\n",
|
|
" assert np.all(moves_possible(current_boards, policy_results)), (\n",
|
|
" current_boards[(moves_possible(current_boards, policy_results) == False)],\n",
|
|
" policy_results[(moves_possible(current_boards, policy_results) == False)],\n",
|
|
" np.where(moves_possible(current_boards, policy_results) == False),\n",
|
|
" )\n",
|
|
" return do_moves(current_boards, policy_results), policy_results"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "raw",
|
|
"metadata": {},
|
|
"source": [
|
|
"%timeit single_turn(get_new_games(EXAMPLE_STACK_SIZE), RandomPolicy(1))\n",
|
|
"VERIFY_POLICY = False # type: ignore\n",
|
|
"%timeit single_turn(get_new_games(EXAMPLE_STACK_SIZE), RandomPolicy(1))\n",
|
|
"VERIFY_POLICY = True # type: ignore\n",
|
|
"_turn_result = single_turn(get_new_games(EXAMPLE_STACK_SIZE), RandomPolicy(1))\n",
|
|
"plot_othello_boards(_turn_result[0][:8], _turn_result[1][:8])\n",
|
|
"del _turn_result"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"### Simulate a stack of games\n",
|
|
"This function will simulate a stack of games and return an array of policies and histories."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 24,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": "<Figure size 1200x4800 with 61 Axes>",
|
|
"image/png": 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\n"
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"def simulate_game(\n",
|
|
" nr_of_games: int,\n",
|
|
" policies: tuple[GamePolicy, GamePolicy],\n",
|
|
" tqdm_on: bool = False,\n",
|
|
") -> tuple[np.ndarray, np.ndarray]:\n",
|
|
" \"\"\"Simulates a stack of games.\n",
|
|
"\n",
|
|
" Args:\n",
|
|
" nr_of_games: The number of games that should be simulated.\n",
|
|
" policies: The policies that should be used to simulate the game.\n",
|
|
" tqdm_on: Switches tqdm on.\n",
|
|
"\n",
|
|
" Returns:\n",
|
|
" A stack of board histories and actions.\n",
|
|
" \"\"\"\n",
|
|
" board_history_stack = np.zeros((SIMULATE_TURNS, nr_of_games, 8, 8), dtype=np.int8)\n",
|
|
" action_history_stack = np.zeros((SIMULATE_TURNS, nr_of_games, 2), dtype=np.int8)\n",
|
|
" current_boards = get_new_games(nr_of_games)\n",
|
|
" for turn_index in tqdm(range(SIMULATE_TURNS)) if tqdm_on else range(SIMULATE_TURNS):\n",
|
|
" policy_index = (turn_index + 1) % 2\n",
|
|
" policy = policies[policy_index]\n",
|
|
" board_history_stack[turn_index, :, :, :] = current_boards\n",
|
|
" if policy_index == 0:\n",
|
|
" current_boards *= -1\n",
|
|
" current_boards, action_taken = single_turn(current_boards, policy)\n",
|
|
" action_history_stack[turn_index, :] = action_taken\n",
|
|
"\n",
|
|
" if policy_index == 0:\n",
|
|
" current_boards *= -1\n",
|
|
"\n",
|
|
" return board_history_stack, action_history_stack\n",
|
|
"\n",
|
|
"\n",
|
|
"simulation_results = simulate_game(1, (RandomPolicy(1), RandomPolicy(1)))\n",
|
|
"_unique_bords, _unique_actions = drop_duplicate_boards(\n",
|
|
" simulation_results[0].reshape(-1, 8, 8), simulation_results[1].reshape(-1, 2)\n",
|
|
")\n",
|
|
"plot_othello_boards(_unique_bords, actions=_unique_actions)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 25,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": "(70, 8, 8)"
|
|
},
|
|
"execution_count": 25,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"np.reshape(simulation_results[0], (-1, 8, 8)).shape"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 26,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": "(70, 2)"
|
|
},
|
|
"execution_count": 26,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"simulation_results[1].reshape(-1, 2).shape"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 27,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"peak memory: 342.59 MiB, increment: 0.97 MiB\n",
|
|
"9.42 s ± 449 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"%memit simulate_game(100, (RandomPolicy(1), RandomPolicy(1)))\n",
|
|
"%timeit simulate_game(100, (RandomPolicy(1), RandomPolicy(1)))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 28,
|
|
"metadata": {
|
|
"tags": []
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": "<Figure size 1200x4800 with 61 Axes>",
|
|
"image/png": 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8vBOOh8hjUioKDBw4UOvXr6/z2KpVq5SWlqZVq1bVeTwvL0+DBg2q89iXX36pN954w6+xVq5cqbPPPtvn8f3796uoqEgfffSR/v3vf3v/tGjRQpL02GOP6T//+Y9eeukl/elPf9Jbb72l+fPnNzhOaWmptmzZoszMzHp//otf/EL//ve/9cknn+itt95SSkqKbrvtNp+JrsrKSj3wwAPyeDx+/fsAhJbVfrrzzjtVXFys+fPn6y9/+YuWLFmiF1988YRjffbZZzrnnHN8Hne73dq5c6fmzp1bp5+6desmSdq6dat69+5d52cvvfTSCcdqqAslaejQod71vPPOO8rKytItt9ziPcAsKirSL37xC3Xv3l2LFy/WkCFDdMcdd+jQoUMnHBNA6FntqBdeeEGvv/66/vSnP+nFF1/UypUrNWPGjBOOZXUfqsaSJUt8Ds7qwz4U0DxY7aeHH35YmzZt0uzZs/XSSy9p27ZteuCBB044ltV9qFDur0lSdna2d4wlS5bosssu08SJE70T44cOHdINN9ygnj17asGCBRo2bJhuvPFG7d2794RjIrKYlIoCAwYM0LZt2+r8Rm3VqlW66aablJeXp7KyMu/ja9eurTMpVVFRoYceekj9+/dvdJzt27crOTlZqampPj/btm2bUlNTdcoppyg1NdX7xzAMFRYWauHChZo8ebIyMzN1zjnn6Be/+IXWrl3b4FhffPGF+vfvr9jY2Hp/3qJFC6WmpiotLU09evTQvffeq61bt2rz5s11nvfiiy+qVatWjf7bAISHlX6qqKjQSSedpIcffljdu3fXwIEDdckll2j16tUNjnPs2DHt2LFDffv29fnZnj17VFlZqczMzDr9VNMv27Zt02mnnVbnZ23btm1wrBN1oSQlJiZ619OtWzfdddddKisr854N9c4776hFixZ65JFH1KVLF02aNEldunTRhg0bTrwxAYSclY5yu9165ZVXdM899+icc85RZmamJk6cqK+++qrBcazuQ9UoLCzUtGnT1K9fv0b/TexDAc2DlX4qKSnRP/7xDz300EPq27ev+vTpo/vvv18fffRRg2dzWt2HCvX+miTFxcV5x+jcubPGjx+v9PR0LV++XJK0aNEipaSk6JFHHtFpp52mG264QQMGDPD7BAtEBpNSUaBfv36Ki4vz7gx9//332rt3r6666iolJyd7T9/esWOHjhw5ooEDB3qXnT17tjIyMnTuuec2Os5nn33W4JkBW7du1amnnlrvz1avXq1WrVrVmQybMGGCpk6desKxGppBr09SUpLPYzt27NC8efP8Os0dQHhY6af4+Hg99dRT6tKliyRpy5YtWr58uc9ZnrV98cUXys7Olsvl8vnZ1q1b1aFDByUkJNS77LZt29S1a1e//00n6sL6xMbGKj4+3vv/P//8c/3kJz+pk3XhwoUaPHiw3+sEEBpWOmrLli0qKCjQRRdd5F3PiBEj9PLLLzc4jtV9qBp//OMfdfnll6t79+6N/pvYhwKaByv9FBMTo+eff169e/eusy63213vV4Il6/tQod5fa0jts0Z3796tPn361Fk+IyODr/A5HJNSUSA+Pl5ZWVnea5asXLlSffv2VcuWLXXmmWd6T+/My8tTjx49vGcAbNu2TW+88YbPd5UbsnLlygZ3crZt26bS0lJdd911Ou+88zR+/Hjt2LFDUnV5dOzYUYsWLdKll16qn/zkJ5o5c+YJTwc/0VdjjldRUaHnn3/e+/1jqfpaDw899JAmTpyok046ya/1AAg9q/1UY9y4cbrsssuUnJysa6+9tsFxTnQQtm3bNsXFxemWW27Rueeeq3HjxtW5xtO2bdu0ceNGDR8+XBdccIEeeughFRcXNzjWibrweFVVVZo3b57i4uK8nbZ79261a9dODz74oM4991yNHj36hL9VBBA+Vjpqz549atOmjb788ktdccUVGjx4sB5//HFVVFQ0OI7VfSiput+++OIL3XbbbX79m9iHApoHK/2UmJio//u//6vzy7DXXntNGRkZateuXb3jBLMPVSMU+2vHM01TH330kXbu3KkhQ4ZIktq3b6/9+/fXed7333+vgoICv9aJyGBSKkoMHDjQWxCrVq3SWWedJUkaNGhQncKqmbmuvcPRvn37Rtfv8Xj0xRdfNDjzvX37dh05ckS33nqrZs2apcTERN1www0qLi5WSUmJdu3apTfffFNTp07VPffco7/97W+aM2dOvesqLCzU/v37vTtH9fnrX/+q7OxsZWdnKysrSy+++KLuuOMO76nuCxYsUGVlpUaPHt3ovw1AeAXaT7U98MADeu2111RZWanf/va3DY5xop2cmt8gXnXVVZo9e7ZOO+00/fznP9e+fftUWVmp3bt3q7KyUlOmTNHjjz+uL7/8UnfddVe962qsCyVp8eLF3n7KzMzUH/7wB918881q2bKlJKmkpESzZ89WamqqXnjhBZ155pm66aabtG/fvgbXCSB8Au2oY8eOqaysTH/60590zz33aMqUKfrnP/+pP/7xj/WuP5h9qPLycj388MN66KGHlJiY2Oi/hX0ooHkJZh9KkubOnatly5bp7rvvbnAMq/tQtYVif03635lU2dnZ6tu3r26//XaNGjVKHTp0kCRdfPHFWrdund566y1VVVXpk08+0ccff6zKysoG1wkHMBEV/v3vf5sXXHCBaZqmeeGFF5r//ve/TdM0zc2bN5t9+vQxy8vLzREjRpjLli0zTdM033jjDXPMmDGmx+MxTdM0n332WXPcuHENrn/9+vXmVVdd1eDPy8vLzeLiYu//LysrM8866yzzvffeM//617+aPXv2NPfs2eP9+SuvvGJefPHF9a7r/fffN3/96183ONa4cePMyZMnmzt37jR37txpfv311+Zzzz1n9unTx/zPf/5jHjhwwDznnHPMzZs3m6Zpmrt37zZ79uxp7t69u8F1AgifQPupPuvWrWvwc3zo0CHz3HPPbXDZyspKs6ioyPv/PR6Pedlll5nPPfecaZqmWVRUZFZUVHh/vn79erNnz57m999/77OuxrrwnnvuMe+44w5vP23evNl8/fXXzX79+pkLFy40TdM0L7nkEp++vfzyy715ANgr0I76+9//bvbs2dNctWqVdx0ffvih2a9fP9PtdvusP5h9qKeeesr8zW9+4/3ZPffcY95zzz0Nrot9KKB5CWYfau7cuWZGRoY5Z86cBtcf7D7U8YLZX3v22WfNK6+80ttPW7ZsMd977z1z0KBB5vTp073PW7Bggdm/f3+zV69e5s9+9jPziSeeMH/2s581uF5EXv1XOESzk52drQMHDmj9+vU6cOCAzjjjDElSjx49lJycrP/+97/aunWrdxZ9yZIl2rBhg/d5lZWVcrvdys7O1pIlS5Senl5n/Y3NasfHx9c5TTQhIUGdOnXS/v37lZqaqoSEBHXs2NH781NPPbXBswL8Oa2zTZs23u8vS1Lv3r313//+V2+88YYuvPBCFRQUaMyYMZLkvZvMZZddpl/+8pf65S9/ecJ1AwitQPupuLhY/+///T9deumliompPuG35joqBQUF6tSpU531r1y50vubw/rExsbWuVivYRjq1q2b9/Tv4y/ke9ppp0mqviPWySefXOdn/vRTy5Yt6/RTz549tXHjRs2dO1cjR470XgC9tq5du3KmFBAhgXZUzcXKa3+OTz31VJWXl+vw4cM+Z6AHsw+1ZMkS5efnKzs7W5K8XxH8xz/+oTVr1visi30ooHkJtJ9qvPTSS5o2bZruvvtu/fznP29w/cHsQ4V6f02qvllM7X7q3r279u7dq5dffll33HGHJGnUqFG64oordOjQIaWlpWnatGk+Y8FZ+PpelGjRooV69+6t+fPnq1+/ft6LVhqGoTPPPFO5ubnq2rWr97vETz31lJYsWaJFixZp0aJFuvrqq9W3b18tWrRIaWlpPus/0fUJTNPURRddpNzcXO9jNV/Z69atm7KyslReXl7n+gjbt2+vM0lVW6AX6Kydw+12a8iQIXr//fe9/7bZs2dLqr6o+9VXXx3wegEEJ9B+Ki0t1W9+85s6d+j86quv5HK56r0YcGPXeLruuuvq3Krd4/Fo8+bN6tatm7Zu3ars7Gzt3r3b+/ONGzcqNja2zk5R7bECuch5DdM0vdfR69+/v89drk7UiQDCK9COOv300xUXF6dNmzZ517Ft2za1bNlSKSkpPusPZh/qb3/7mxYvXuzdp8nJyVFOTo4WLVpU7/rYhwKal0D7Saq+y++0adN033336aabbjrh+oPZhwr1/lpDau9DrVy5Ur/5zW/kcrmUlpYm0zT1ySefNDrZhchiUiqKnHnmmVqyZInPTPmgQYP08ccf68wzz/Q+dvLJJ6tLly7eP23atPHOTB9/C+GKioo6Z1UdzzAMXXDBBZo+fbpWrVqlLVu26O6779aPfvQjDR48WN26ddMFF1yg++67T5s2bdInn3yi2bNna+zYsT7r+v7771VZWalTTjnlhP/WkpISHTx4UAcPHtS+ffs0b948ffbZZxo6dKhatWpV599Wc9ZXenp6vTuLAMIvkH5KTU3VxRdfrMmTJ+vrr7/WF198od///vcaN25cvbcnb+wgLCcnR3PmzNHHH3+s7du36w9/+IOKior0s5/9TN26dVOXLl304IMP6ptvvtEXX3yhBx98UFdddZXatGlTZz2NdWGNsrIybz/t379fS5cu1eLFizV06FBJ0tVXX63Nmzdr+vTp2rVrl/7yl79o9+7duvzyyxvdjgDCI5COatWqlUaPHq3JkycrLy9Pa9as0VNPPaWrrroq5PtQHTt2rLNP07JlS5+zMWuwDwU0T4H0U2Fhof7whz/oZz/7mX760596P+sHDx6U2+32WXcw+1Ch3l+Tqr+9U5P3wIED+uSTT/Taa69596FOPfVU/fOf/9Trr7+u3bt369FHH9WRI0d0xRVXnHC9iCy+vhdFBgwYoJdfftlnpnjQoEE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\n"
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"_board, _action = simulate_game(1, (GreedyPolicy(0), GreedyPolicy(0)))\n",
|
|
"\n",
|
|
"plot_othello_boards(\n",
|
|
" *drop_duplicate_boards(_board.reshape(-1, 8, 8), _action.reshape(-1, 2))\n",
|
|
")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Statistical examination of the natural action space and result\n",
|
|
"As for many project some evaluation of the project is in order.\n",
|
|
"\n",
|
|
"1. What is the expected distribution of scores\n",
|
|
"2. What is the expected distribution of possible actions\n",
|
|
"\n",
|
|
" a. over time\n",
|
|
" \n",
|
|
" b. ober space\n",
|
|
"\n",
|
|
"The easiest and robustest way to analyse this is when analyzing randomly played games."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"For this purpose we played a sample of 10k games and saved them for later analysis."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 29,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": "((70, 10000, 8, 8), (70, 10000, 2))"
|
|
},
|
|
"execution_count": 29,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"if not os.path.exists(\"rnd_history.npy\") and not os.path.exists(\"rnd_action.npy\"):\n",
|
|
" simulation_results = simulate_game(\n",
|
|
" 10_000, (RandomPolicy(1), RandomPolicy(1)), tqdm_on=True\n",
|
|
" )\n",
|
|
" _board_history, _action_history = simulation_results\n",
|
|
" np.save(\"rnd_history.npy\", np.astpye.astype(np.int8))\n",
|
|
" np.save(\"rnd_action.npy\", _action_history.astype(np.int8))\n",
|
|
"else:\n",
|
|
" _board_history = np.load(\"rnd_history.npy\")\n",
|
|
" _action_history = np.load(\"rnd_action.npy\")\n",
|
|
"_board_history.shape, _action_history.shape"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"For those 10k games the possible actions where evaluated and saved for each and every turn in the game."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 30,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": "(70, 10000, 8, 8)"
|
|
},
|
|
"execution_count": 30,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"if not os.path.exists(\"turn_possible.npy\"):\n",
|
|
" __board_history = _board_history.copy()\n",
|
|
" __board_history[1::2] = __board_history[1::2] * -1\n",
|
|
"\n",
|
|
" _poss_turns = get_possible_turns(\n",
|
|
" __board_history.reshape((-1, 8, 8)), tqdm_on=True\n",
|
|
" ).reshape((SIMULATE_TURNS, -1, 8, 8))\n",
|
|
" np.save(\"turn_possible.npy\", _poss_turns)\n",
|
|
" del __board_history\n",
|
|
"_poss_turns = np.load(\"turn_possible.npy\")\n",
|
|
"_poss_turns.shape"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"Those possible turms then where counted for all games in the history stack."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"The action space size can be drawn into a histogram by turn and a curve over the mean action space size.\n",
|
|
"This can be used to analyse in which area of the game that cant be solved absolutely."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 31,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": "interactive(children=(IntSlider(value=34, description='turn', max=69), Output()), _dom_classes=('widget-intera…",
|
|
"application/vnd.jupyter.widget-view+json": {
|
|
"version_major": 2,
|
|
"version_minor": 0,
|
|
"model_id": "805278b968eb41e6afe6f5e997ed44a9"
|
|
}
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"count_poss_turns = np.sum(_poss_turns, axis=(2, 3))\n",
|
|
"mean_possibility_count = np.mean(count_poss_turns, axis=1)\n",
|
|
"std_possibility_count = np.std(count_poss_turns, axis=1)\n",
|
|
"cum_prod = count_poss_turns\n",
|
|
"\n",
|
|
"\n",
|
|
"@interact(turn=(0, 69))\n",
|
|
"def poss_turn_count(turn):\n",
|
|
" fig, axes = plt.subplots(2, 2, figsize=(15, 8))\n",
|
|
" ax1, ax2, ax3, ax4 = axes.flatten()\n",
|
|
" _mean_possibility_count = mean_possibility_count.copy()\n",
|
|
" _std_possibility_count = std_possibility_count.copy()\n",
|
|
" _mean_possibility_count[_mean_possibility_count <= 1] = 1\n",
|
|
" _std_possibility_count[_std_possibility_count <= 1] = 1\n",
|
|
" # np.cumprod(_mean_possibility_count[::-1], axis=0)[::-1]\n",
|
|
" # todo what happens here=\n",
|
|
" fig.suptitle(\n",
|
|
" f\"Action space size analysis\\nThe total size is estimated to be around {np.prod(_mean_possibility_count):.4g}\"\n",
|
|
" )\n",
|
|
" ax1.hist(count_poss_turns[turn], density=True)\n",
|
|
" ax1.set_title(f\"Histogram of the action space size for turn {turn}\")\n",
|
|
" ax1.set_xlabel(\"Action space size\")\n",
|
|
" ax1.set_ylabel(\"Action space size probability\")\n",
|
|
" ax2.set_title(f\"Mean size of the action space per turn\")\n",
|
|
" ax2.set_xlabel(\"Turn\")\n",
|
|
" ax2.set_ylabel(\"Average possible moves\")\n",
|
|
"\n",
|
|
" ax2.errorbar(\n",
|
|
" range(70),\n",
|
|
" mean_possibility_count,\n",
|
|
" yerr=std_possibility_count,\n",
|
|
" label=\"Mean action space size with error bars\",\n",
|
|
" )\n",
|
|
" ax2.scatter(turn, mean_possibility_count[turn], marker=\"x\")\n",
|
|
" ax2.legend()\n",
|
|
"\n",
|
|
" ax4.plot(\n",
|
|
" range(70),\n",
|
|
" np.cumprod(_mean_possibility_count[::-1], axis=0)[::-1],\n",
|
|
" # yerr=np.cumprod(_std_possibility_count[::-1], axis=0)[::-1],\n",
|
|
" )\n",
|
|
" ax4.scatter(\n",
|
|
" turn,\n",
|
|
" np.cumprod(_mean_possibility_count[::-1], axis=0)[::-1][turn],\n",
|
|
" marker=\"x\",\n",
|
|
" )\n",
|
|
" ax4.set_yscale(\"log\", base=10)\n",
|
|
" ax4.set_xlabel(\"Turn\")\n",
|
|
" ax4.set_ylabel(\"Mean remaining total action space size\")\n",
|
|
" fig.delaxes(ax3)\n",
|
|
" fig.tight_layout()\n",
|
|
" plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"It is interesting to see that the action space for the first player (white) is much smaller than for the second player."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 32,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": " Total mean action-space\nwhite 5.687159e+18\nblack 3.753117e+20",
|
|
"text/html": "<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>Total mean action-space</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>white</th>\n <td>5.687159e+18</td>\n </tr>\n <tr>\n <th>black</th>\n <td>3.753117e+20</td>\n </tr>\n </tbody>\n</table>\n</div>"
|
|
},
|
|
"execution_count": 32,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"white = mean_possibility_count[::2]\n",
|
|
"black = mean_possibility_count[1::2]\n",
|
|
"df = pd.DataFrame(\n",
|
|
" [\n",
|
|
" {\n",
|
|
" \"white\": np.prod(np.extract(white, white)),\n",
|
|
" \"black\": np.prod(np.extract(black, black)),\n",
|
|
" }\n",
|
|
" ],\n",
|
|
" index=[\"Total mean action-space\"],\n",
|
|
").T\n",
|
|
"del white, black\n",
|
|
"df"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"tags": []
|
|
},
|
|
"source": [
|
|
"## Hash branching"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 33,
|
|
"metadata": {
|
|
"tags": []
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": "(70, 10000, 8, 8)"
|
|
},
|
|
"execution_count": 33,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"_board_history.shape"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 34,
|
|
"metadata": {
|
|
"tags": []
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": "<Figure size 640x480 with 1 Axes>",
|
|
"image/png": 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uDQ8PD0RERECr1WLy5MmoVasW3nvvPXz66ad48cUXbW47jo6OhtFoRLNmzbBlyxZcuHABa9euLfXcH3zwAcaMGYOwsDC89tprKCwsRGxsLEwmE8aPH19mn+rVq4dGjRphw4YNeOKJJ1CzZk0cOXIE69atA3BvXov1MsIPP/yAWrVqSZcArJ577jl06tQJ06dPR0ZGBtq0aYOffvoJX375JV555ZUqX7OmY8eOsFgsGD9+PMLCwlCtWjXs378fubm56NOnDwBII2J79uyBXq+3y3sICQmRbgG/f95UWfv+85//xPjx4zFx4kQ0btwY33//PbZt24YJEybYjNi99NJL+Oyzz7Bv374Sd1y98847GDp0KMaNG4dhw4ZBo9Fg06ZNOHToEJYsWVKhuln9+uuvcHd3L3Ntn7Fjx2Lv3r0YO3Ys3nzzTfz2229YuHAhXn311TLXoGnSpAkGDx6MhQsXorCwEG3atMG3336L//znPwCKA2Z5fx8f1qhRo7Br1y6MGjUKo0ePRp06dbBv3z5s3rwZ4eHhAIDOnTtj9erVmDp1Kl5++WUUFhbiq6++Qu3atcsMa6RcDDQkS5mZmfjrX/9aZvvOnTtx+vRpHD9+HIsXL0atWrUAFK9rsnv3bkRGRtr8i3jmzJlYuXIlUlNT0a5dO6xatQpBQUGlnvuZZ57B6tWrsWTJErz//vtwd3dHUFAQ5s6di1atWj2w31988QWioqIwdepUuLu7o2XLlli+fDk+/fRTnDp1CsOHD0erVq0wYMAAbNiwAUeOHMGePXtszqFSqbBy5UosWbIEa9aswc2bN9G4cWO8//77D1yHpbLUr18fX331FT7//HNERETAYDCgVatWWLp0qfSh1KdPH+zatQtTp05FaGioVO9HeQ8+Pj5o06YNvLy8pEssZdFqtfjHP/6BBQsW4PPPP0deXh6aN2+OqKgo6ZZyq7p166Jr167473//W2JSbZs2bbBhwwYsWrQIkydPhhACvr6+WLZsGZ5//vkKVO2erKysEpdA79eiRQusWrUK0dHRmDhxIurUqYNRo0Zh4sSJDzzvRx99BE9PT6xatQp5eXl45pln8Pbbb2PZsmXS/J7y/D4+LB8fH2zcuBELFizAzJkzYTQa8dRTT9nUvHv37pg/fz5WrVolTQQODAzEunXrHnj5lpRJJco705BIgbZv347w8HB899130p085BwyMjLQs2dPLFmyBL1793Z0dx4r2dnZ+PHHH9GtWzeb+Uhz587F9u3bq+y5ZET2xBEaIpKVX375Bd999x0OHjyIp556qkIPyVQKrVaLqKgotG3bFiNHjoSnpyfi4+Oxfv16jBs3ztHdI3ooDDREJCtGoxGrV6+Gj48PFi5cWGLCMQEajQZr1qzB4sWLMXXqVBgMBjz55JOYMmUKXn/9dUd3j+ih8JITEREROT3+04WIiIicHgMNEREROT0GGiIiInJ6ipgUbLFYpAef8YFmREREzkEIAYvFAldX1z+d4K+IQFNUVISkpCRHd4OIiIgegk6nK/VBtvdTRKCxpjqdTvenz8GpKLPZjKSkpEo5t7NgDYqxDqwBwBpYsQ6sAfDoNbAeX57lFxQRaKyXmdRqdaX9UlXmuZ0Fa1CMdWANANbAinVgDYBHr0F5potwUjARERE5PQYaIiIicnoMNEREROT0GGiIiIjI6THQEBERkdNjoCEiIiKnx0BDRERETo+BhoiIiJweAw0RERE5vYcONCaTCQMGDMDJkyelbampqRg1ahT8/f3x0ksv4ejRozbHHDt2DAMGDIBer8eIESOQmppq075mzRp069YNAQEBmDZtGgwGg9RmNBoxbdo0BAUFoWvXrli1atXDdp2IiIhk5qECjdFoxPvvv4+UlBRpmxAC48ePh5eXF7Zt24aBAwdiwoQJuHbtGgDg2rVrGD9+PEJCQrB161bUrVsX77zzDoQQAICDBw8iJiYGs2bNwtq1a5GQkIB58+ZJ54+OjkZycjLWrl2LGTNmICYmBgcOHHiU905EREQyUeFAc/78ebz66qv4/fffbbafOHECqampmDVrFlq0aIFx48bB398f27ZtAwBs2bIFHTp0wOjRo9GqVSvMmTMHV69exU8//QQAWLduHUaOHImePXvCz88PH3/8MbZt2waDwYD8/Hxs2bIFERERaN++PV544QWMHTsWGzZssEMJiIiIyNlV+OGUP/30Ezp16oS///3v8Pf3l7YnJCSgXbt28PT0lLYFBgYiPj5eag8KCpLatFot2rdvj/j4eAQFBSEpKQkTJkyQ2v39/VFYWIhz585BCIGioiIEBATYnHvFihWwWCzlegonUPzUTnuznrMyzu0sDMZCXLxVCMP5TBjNgKHQDEOhGQUmM/ILzSg0W1BkFjBbBIosxf81WwTMd0fn5EJYBLJu5MAr9SxULn/+IDU5Yg1YAyvWQXk16O7rhedaedtse9TPyIocV+FA89prr5W6PTMzE/Xr17fZVq9ePaSnp/9pe05ODoxGo027q6srateujfT0dLi4uKBOnTpwd3eX2r28vGA0GpGdnY26deuWq+9JSUnl2u9hVOa5H0cWIfBLViGO/G7A8dQC5BUKADcc3a3HQ8rvf76P3LEGrIEV66CYGuxLuILlL3mX2lYVn5EVDjRlMRgMNoEDANzd3WEymf60vaCgQHpdWrsQotQ2ANL5y0On09n9Ee5msxlJSUmVcu7H0bn0XOyKv4bdiWlIu10gba/uroJ3TS083V2hdVND664u/q+bCzSuaqhdVHB1UUGtVklfu5TjcfDORAiB69evo379+uV61L0csQasgRXroLwadGvlBf9mtgMMj/oZaT2+POwWaDQaDbKzs222mUwmeHh4SO1/DB8mkwk1a9aERqORXv+xXavVwmw2l9oGQDp/eajV6koLHZV57sfBrTsmjF77fzjze7a0rYbGFf10T2CAXwN45PyOwIAAWdfgz5jNZsTHG+Dv31qxdWANWAMr1oE1uF9VfEbaLdD4+Pjg/PnzNtuysrKky0g+Pj7Iysoq0d62bVvUrl0bGo0GWVlZaNGiBQCgqKgI2dnZ8Pb2hhACt27dQlFREVxdi7ucmZkJDw8P1KxZ015vgcoghEDEziSc+T0b7moX9GzjjUH+jdCzTX14uKnv/qVN/fMTERERVRK7Layn1+vx888/S5ePACAuLg56vV5qj4uLk9oMBgPOnj0LvV4PFxcX6HQ6m/b4+Hi4urqiTZs2aNu2LVxdXaUJxtZz63S6ck8Ipoe3M/4q9iWlw9VFhW1vP4uVw4PQT9cAHm7K/hcHERE9PuyWBoKDg9GgQQOEh4cjJSUFsbGxSExMRGhoKABg8ODBOH36NGJjY5GSkoLw8HA0btwYnTp1AlA82fjrr7/GoUOHkJiYiJkzZ+LVV1+FVquFVqvFoEGDMHPmTCQmJuLQoUNYtWoVRowYYa/uUxmuZhsQuetnAMD/e74VdI1rObhHREREJdntkpNarcYXX3yBiIgIhISEoGnTpli2bBkaNmwIAGjcuDGWLl2KTz/9FMuWLUNAQACWLVsmTZTq378/rl69isjISJhMJvTp0wcffvihdP7w8HDMnDkTI0eORPXq1fHuu++iT58+9uo+lcJiEZi0OQG5BUUIeLI23u7RwtFdIiIiKtUjBZr//e9/Nq+bNm2K9evXl7l/9+7d0b179zLbw8LCEBYWVmqbVqvF3LlzMXfu3IfrLFXY6mO/4fjFG9C6qbHwVX+4qnl5j4iIHk/8hKJSpWTkYu6BcwCAiP5t0cyrmoN7REREVDYGGirBVGTB3zfHw1RkQY/W3ni905OO7hIREdEDMdBQCUu/T0Hy1RzU9nRD9GA/RSwIRUREzo2BhmzEXb6FZf8pXk8oapAO9WuWf+FCIiIiR2GgIRuff5cCiwAG+TdEf78Gju4OERFRuTDQkI3/pecAAEY8+5RjO0JERFQBDDQkyTMWISPHCABozruaiIjIiTDQkOS3rDsAgLrV3FHb0/1P9iYiInp8MNCQ5EJmHgCOzhARkfNhoCHJpbsjNM29GWiIiMi5MNCQ5GJmcaBp5lXdwT0hIiKqGAYaknCEhoiInBUDDQEAhBC4yDk0RETkpBhoCACQmWvEHZMZLirgyXqeju4OERFRhTDQEADgwt35M43reELjqnZwb4iIiCqGgYYAcP4MERE5NwYaAgBp/kwzzp8hIiInxEBDAICL0ggNb9kmIiLnw0BDAO675MQRGiIickIMNARTkQW/38wHwDk0RETknBhoCKm38mG2CGjd1PCp4eHo7hAREVUYAw3d98iDanBxUTm4N0RERBXHQEO4lHV3hWBebiIiIifFQEPSCA0nBBMRkbNioCHesk1ERE6PgYZs5tAQERE5IwYahcspKERWnhEA0IxzaIiIyEkx0CjcpbujM17VNajp4ebg3hARET0cBhqF40MpiYhIDhhoFM76UEre4URERM6MgUbhLnCEhoiIZICBRuEuSXc48ZZtIiJyXgw0CmaxCM6hISIiWWCgUbCM3AIYCs1Qu6jQpI6no7tDRET00BhoFMy6oN6TdT3h7spfBSIicl78FFMw6ZEHvMOJiIicHAONgllv2eYjD4iIyNkx0CjYJT6UkoiIZIKBRsH4UEoiIpILBhqFMhaZceVWPgCgBW/ZJiIiJ8dAo1C/38iHRQDV3NXwrqFxdHeIiIgeCQONQl28b/6MSqVycG+IiIgeDQONQnH+DBERyQkDjUJdyrr7lG3OnyEiIhlgoFEojtAQEZGcMNAolHUOTQuuQUNERDLAQKNA2fkm3LxjAgA8xREaIiKSAQYaBbKuEOxTU4PqGlcH94aIiOjRMdAoUGauEQDQoJbWwT0hIiKyDwYaBcozFgEAanhwdIaIiOSBgUaBGGiIiEhuGGgUKLegONBw/gwREckFA40CWUdoqmvcHNwTIiIi+2CgUaA86wgNLzkREZFMMNAoUG5BIQCgBi85ERGRTNg10KSlpWHcuHHo2LEjevXqhTVr1khtZ8+exZAhQ6DX6zF48GAkJyfbHLtnzx707t0ber0e48ePx82bN6U2IQTmz5+Pzp07Izg4GNHR0bBYLPbsuqJIl5w4QkNERDJh10Dz3nvvwdPTE9u3b8e0adOwePFifPvtt8jPz0dYWBiCgoKwfft2BAQEYNy4ccjPzwcAJCYmIiIiAhMmTMCmTZuQk5OD8PBw6byrV6/Gnj17EBMTgyVLlmD37t1YvXq1PbuuKJwUTEREcmO3QHP79m3Ex8fj7bffxlNPPYXevXujW7duOH78OPbt2weNRoPJkyejRYsWiIiIQLVq1XDgwAEAwPr169GvXz8MGjQIbdq0QXR0NA4fPozU1FQAwLp16zBx4kQEBQWhc+fOmDRpEjZs2GCvrisOR2iIiEhu7BZoPDw8oNVqsX37dhQWFuLixYs4ffo02rZti4SEBAQGBkKlUgEAVCoVOnbsiPj4eABAQkICgoKCpHM1aNAADRs2REJCAjIyMpCWloann35aag8MDMTVq1dx/fp1e3VfUayBpiYDDRERyYTdPtE0Gg0iIyMxe/ZsrFu3DmazGSEhIRgyZAi+++47tGzZ0mb/evXqISUlBQBw/fp11K9fv0R7eno6MjMzAcCm3cvLCwCQnp5e4rgHMZvND/XeynPOyjh3ZbFectK6udil385Yg8rAOrAGAGtgxTqwBsCj16Aix9n1n+gXLlxAz5498eabbyIlJQWzZ8/GM888A4PBAHd3d5t93d3dYTIVP/G5oKCgzPaCggLp9f1tAKTjyyspKanC7+lxOLe95RqK6/b7hV9hSFPb7bzOVIPKxDqwBgBrYMU6sAZA1dTAboHm+PHj2Lp1Kw4fPgwPDw/odDpkZGRg+fLlaNKkSYnwYTKZ4OHhAaB4dKe0dq1WaxNeNBqN9DUAaLUVe7iiTqeDWm2/D3CgOD0mJSVVyrkrg7HIgsIt6QCATgF+qKl99MX1nK0GlYV1YA0A1sCKdWANgEevgfX48rBboElOTkbTpk2lkAIA7dq1w4oVKxAUFISsrCyb/bOysqTLRT4+PqW2e3t7w8fHBwCQmZmJxo0bS18DgLe3d4X6qFarK+2XqjLPbU8FBfeG72p6aqB2Udnt3M5Sg8rGOrAGAGtgxTqwBkDV1MBuk4Lr16+Py5cv24y0XLx4EY0bN4Zer8eZM2cghABQvK7M6dOnodfrAQB6vR5xcXHScWlpaUhLS4Ner4ePjw8aNmxo0x4XF4eGDRtWaP4MFbOuEuzprrZrmCEiInIkuwWaXr16wc3NDdOnT8elS5fw/fffY8WKFRg+fDj69u2LnJwcREVF4fz584iKioLBYEC/fv0AAMOGDcOuXbuwZcsWnDt3DpMnT0aPHj3QpEkTqX3+/Pk4efIkTp48iQULFmDEiBH26rqi5BqLVwnmGjRERCQndvtUq1GjBtasWYOoqCiEhoaibt26ePvtt/HXv/4VKpUKK1euxIwZM7B582a0bt0asbGx8PT0BAAEBARg1qxZWLJkCW7fvo0uXbpg9uzZ0rnHjBmDGzduYMKECVCr1QgNDcWoUaPs1XVF4XOciIhIjuz6qdayZcsyV/D18/PDjh07yjw2JCQEISEhpbap1WqEh4fbrB5MD8d6yzaf40RERHLCh1MqDFcJJiIiOWKgUZhcI5/jRERE8sNAozDWOTQ1PB59/RkiIqLHBQONwuTxLiciIpIhBhqFuTdCw0BDRETywUCjMJxDQ0REcsRAozBch4aIiOSIgUZh8jhCQ0REMsRAozDWQMM5NEREJCcMNAojXXLS8LZtIiKSDwYaheGkYCIikiMGGoXJLSheh4aXnIiISE4YaBSk0GxBQaEFAEdoiIhIXhhoFOTO3ctNAG/bJiIieWGgUZDcuxOCPdxc4Kbmj56IiOSDn2oKcm8NGt7hRERE8sJAoyBcg4aIiOSKgUZB7q1Bw0BDRETywkCjIFyDhoiI5IqBRkH4YEoiIpIrBhoFyTPeXVSPIzRERCQzDDQKwhEaIiKSKwYaBeEcGiIikisGGgXJ5QgNERHJFAONglgvOdXw4MJ6REQkLww0CiItrMdLTkREJDMMNArCOTRERCRXDDQKkldQfNs259AQEZHcMNAoSB5HaIiISKYYaBTk3qRgBhoiIpIXBhqFMFsE7pjMADhCQ0RE8sNAoxB3TEXS15xDQ0REcsNAoxDWy03uahdoXNUO7g0REZF9MdAohDQhmKMzREQkQww0CiE99oDzZ4iISIYYaBQi9+4aNLzDiYiI5IiBRiG4Bg0REckZA41CcA0aIiKSMwYaheAIDRERyRkDjUJIk4I5QkNERDLEQKMQ90Zo3BzcEyIiIvtjoFEIzqEhIiI5Y6BRCM6hISIiOWOgUYhcBhoiIpIxBhqFyLu7sB4nBRMRkRwx0CiE9ZJTDY7QEBGRDDHQKARv2yYiIjljoFGIe3c58bZtIiKSHwYaBbBYBPJMnBRMRETyxUCjAPmFZghR/DXXoSEiIjlioFEA6+UmVxcVNK78kRMRkfzw000B8oz3btlWqVQO7g0REZH9MdAogHSHE+fPEBGRTDHQKAAfe0BERHLHQKMAfDAlERHJnV0Djclkwscff4ynn34azz77LBYuXAhx9/aas2fPYsiQIdDr9Rg8eDCSk5Ntjt2zZw969+4NvV6P8ePH4+bNm1KbEALz589H586dERwcjOjoaFgsFnt2Xdb4HCciIpI7uwaaTz75BMeOHcPXX3+NBQsWYPPmzdi0aRPy8/MRFhaGoKAgbN++HQEBARg3bhzy8/MBAImJiYiIiMCECROwadMm5OTkIDw8XDrv6tWrsWfPHsTExGDJkiXYvXs3Vq9ebc+uy1qetEowF9UjIiJ5sts/2bOzs7Ft2zasXr0afn5+AIDRo0cjISEBrq6u0Gg0mDx5MlQqFSIiIvDjjz/iwIEDCAkJwfr169GvXz8MGjQIABAdHY2ePXsiNTUVTZo0wbp16zBx4kQEBQUBACZNmoTPP/8cY8aMsVf3ZY1zaIiISO7sNkITFxeH6tWrIzg4WNoWFhaGOXPmICEhAYGBgdItwyqVCh07dkR8fDwAICEhQQorANCgQQM0bNgQCQkJyMjIQFpaGp5++mmpPTAwEFevXsX169ft1X1Zy737pO2anENDREQyZbdPuNTUVDRq1Ag7d+7EihUrUFhYiJCQELz99tvIzMxEy5YtbfavV68eUlJSAADXr19H/fr1S7Snp6cjMzMTAGzavby8AADp6ekljnsQs9n8UO+tPOesjHPbS46hONB4uqsVW4OqwDqwBgBrYMU6sAbAo9egIsfZLdDk5+fj8uXL2LhxI+bMmYPMzExERkZCq9XCYDDA3d3dZn93d3eYTCYAQEFBQZntBQUF0uv72wBIx5dXUlJShd/X43DuR3UlIxsAcDsrHfHxuZX2fR7nGlQl1oE1AFgDK9aBNQCqpgZ2CzSurq7Iy8vDggUL0KhRIwDAtWvX8M0336Bp06YlwofJZIKHhwcAQKPRlNqu1WptwotGo5G+BgCtVluhPup0OqjV6oq/uQcwm81ISkqqlHPbi2vCKQAFaN2iKfz9G9v9/M5Qg6rAOrAGAGtgxTqwBsCj18B6fHnYLdB4e3tDo9FIYQYAmjVrhrS0NAQHByMrK8tm/6ysLOlykY+PT6nt3t7e8PHxAQBkZmaicePG0tfW71kRarW60n6pKvPcj+qOsXjIrpbWvVL7+DjXoCqxDqwBwBpYsQ6sAVA1NbDbpGC9Xg+j0YhLly5J2y5evIhGjRpBr9fjzJkz0po0QgicPn0aer1eOjYuLk46Li0tDWlpadDr9fDx8UHDhg1t2uPi4tCwYcMKzZ9Rsnt3OfG2bSIikie7BZrmzZujR48eCA8Px7lz53DkyBHExsZi2LBh6Nu3L3JychAVFYXz588jKioKBoMB/fr1AwAMGzYMu3btwpYtW3Du3DlMnjwZPXr0QJMmTaT2+fPn4+TJkzh58iQWLFiAESNG2Kvrsic9y4l3ORERkUzZ9RNu/vz5mD17NoYNGwatVovXX38dw4cPh0qlwsqVKzFjxgxs3rwZrVu3RmxsLDw9PQEAAQEBmDVrFpYsWYLbt2+jS5cumD17tnTeMWPG4MaNG5gwYQLUajVCQ0MxatQoe3Zd1rgODRERyZ1dP+Fq1KiB6OjoUtv8/PywY8eOMo8NCQlBSEhIqW1qtRrh4eE2qwdT+QghpEDDZzkREZFc8eGUMldQaIHZUjx3iSM0REQkVww0MpdrLF5Uz0VVvLAeERGRHDHQyJz0YEqNq/ToCSIiIrlhoJE56x1ONfikbSIikjEGGpnjHU5ERKQEDDQyxzVoiIhICRhoZI4jNEREpAQMNDKXV1B8lxNHaIiISM4YaGROWlSPIzRERCRjDDQyl8tLTkREpAAMNDKXx0nBRESkAAw0MsdJwUREpAQMNDKXV8AHUxIRkfwx0MhcrpErBRMRkfwx0Mjc/c9yIiIikisGGpmzPm2bk4KJiEjOGGhkTppDwxEaIiKSMQYaGRNC3LvLiSM0REQkYww0MmYssqDQLABwDg0REckbA42MWUdnAKCaOwMNERHJFwONjN1/h5OLi8rBvSEiIqo8DDQyxlWCiYhIKRhoZCyXz3EiIiKFYKCRMY7QEBGRUjDQyFje3UX1+BwnIiKSOwYaGeODKYmISCkYaGQsl5eciIhIIRhoZEyaFKzhk7aJiEjeGGhkLI93ORERkUIw0MiY9S4nPpiSiIjkjoFGxrgODRERKQUDjYxZb9vmpGAiIpI7BhoZ48J6RESkFAw0MsZ1aIiISCkYaGRMGqFhoCEiIpljoJGxXGmEhuvQEBGRvDHQyJSpyAJjkQUA59AQEZH8MdDI1J27l5sABhoiIpI/BhqZsl5u8nRXQ+2icnBviIiIKhcDjUzlcg0aIiJSEAYameJznIiISEkYaGSKz3EiIiIlYaCRKa5BQ0RESsJAI1PSgyk5QkNERArAQCNT957jxEX1iIhI/hhoZIrPcSIiIiVhoJEpaVIwAw0RESkAA41M5RRwHRoiIlIOBhqZ4jo0RESkJAw0MnVvUjADDRERyR8DjUxxDg0RESkJA41MSZeceNs2EREpAAONTOXykhMRESkIA41McR0aIiJSEgYaGSoyW2AoNANgoCEiImWotEATFhaGqVOnSq/Pnj2LIUOGQK/XY/DgwUhOTrbZf8+ePejduzf0ej3Gjx+PmzdvSm1CCMyfPx+dO3dGcHAwoqOjYbFYKqvrTu+O0Sx9XY2XnIiISAEqJdDs3bsXhw8fll7n5+cjLCwMQUFB2L59OwICAjBu3Djk5+cDABITExEREYEJEyZg06ZNyMnJQXh4uHT86tWrsWfPHsTExGDJkiXYvXs3Vq9eXRldl4VcY/Gieh5uLnBTcxCOiIjkz+6fdtnZ2YiOjoZOp5O27du3DxqNBpMnT0aLFi0QERGBatWq4cCBAwCA9evXo1+/fhg0aBDatGmD6OhoHD58GKmpqQCAdevWYeLEiQgKCkLnzp0xadIkbNiwwd5dl41c3uFEREQKY/dAM3fuXAwcOBAtW7aUtiUkJCAwMBAqlQoAoFKp0LFjR8THx0vtQUFB0v4NGjRAw4YNkZCQgIyMDKSlpeHpp5+W2gMDA3H16lVcv37d3t2XBa5BQ0RESmPXT7zjx4/j1KlT2L17N2bOnCltz8zMtAk4AFCvXj2kpKQAAK5fv4769euXaE9PT0dmZiYA2LR7eXkBANLT00sc9yBms/nPd6og6zkr49wP63a+CQBQzV1dJf16HGvgCKwDawCwBlasA2sAPHoNKnKc3QKN0WjEjBkzEBkZCQ8PD5s2g8EAd3d3m23u7u4wmYo/eAsKCspsLygokF7f3wZAOr68kpKSKrT/43Luivr5d0PxF4UF0ihYVXicauBIrANrALAGVqwDawBUTQ3sFmhiYmLQoUMHdOvWrUSbRqMpET5MJpMUfMpq12q1NuFFo9FIXwOAVqutUB91Oh3UanWFjvkzZrMZSUlJlXLuh/WLKRXAbTzhVRv+/v6V/v0exxo4AuvAGgCsgRXrwBoAj14D6/HlYbdAs3fvXmRlZSEgIADAvdBx8OBBDBgwAFlZWTb7Z2VlSZeLfHx8Sm339vaGj48PgOLLVo0bN5a+BgBvb+8K9VGtVlfaL1Vlnrui8u+uQVPTw61K+/Q41cCRWAfWAGANrFgH1gComhrYbVLwP/7xD+zevRs7d+7Ezp070atXL/Tq1Qs7d+6EXq/HmTNnIIQAULyuzOnTp6HX6wEAer0ecXFx0rnS0tKQlpYGvV4PHx8fNGzY0KY9Li4ODRs2rND8GSWRnuPEScFERKQQdvvEa9Sokc3ratWqAQCaNm2KevXqYcGCBYiKisLQoUOxceNGGAwG9OvXDwAwbNgwDB8+HP7+/tDpdIiKikKPHj3QpEkTqX3+/Pl44oknAAALFizA6NGj7dV12cnlXU5ERKQwVfKJV716daxcuRIzZszA5s2b0bp1a8TGxsLT0xMAEBAQgFmzZmHJkiW4ffs2unTpgtmzZ0vHjxkzBjdu3MCECROgVqsRGhqKUaNGVUXXnRKftE1EREpTaYHms88+s3nt5+eHHTt2lLl/SEgIQkJCSm1Tq9UIDw+3WT2YymZdh4aXnIiISCm4Lr4MWVcKrsHnOBERkUIw0MiQdQ5NdQYaIiJSCAYaGcorKH44JS85ERGRUjDQyFAeR2iIiEhhGGhkyHqXE2/bJiIipWCgkRmzReCOqXilYI7QEBGRUjDQyMwdU5H0NefQEBGRUjDQyIz1cpO7qws0rsp+dggRESkHA43MWCcEcw0aIiJSEgYamcnlLdtERKRADDQyk1vAW7aJiEh5GGhkhmvQEBGREjHQyAzXoCEiIiVioJEZjtAQEZESMdDIjDSHhiM0RESkIAw0MnNvhMbNwT0hIiKqOgw0MsM5NEREpEQMNDIjLazHQENERArCQCMzuZwUTERECsRAIzPSSsEMNEREpCAMNDKTx7uciIhIgRhoZObewyl5lxMRESkHA43McISGiIiUiIFGRiwWgTwTJwUTEZHyMNDISH6hGUIUf83btomISEkYaGTEernJ1UUFjSt/tEREpBz81JORPGPxLds1PFyhUqkc3BsiIqKqw0AjI3wwJRERKRUDjYzwwZRERKRUDDQyYh2hqcE7nIiISGEYaGSEa9AQEZFSMdDICB9MSURESsVAIyMcoSEiIqVioJER6bZtjtAQEZHCMNDISB4vORERkUIx0MiIdJcTLzkREZHCMNDIiDRC48F1aIiISFkYaGREmhTMS05ERKQwDDQywktORESkVAw0MsJJwUREpFQMNDKSW1B82zbXoSEiIqVhoJEJIYQ0QsN1aIiISGkYaGTCUGiGRRR/zREaIiJSGgYambDe4eSiArRuagf3hoiIqGox0MjE/Q+mVKlUDu4NERFR1WKgkYk86ZZtLqpHRETKw0AjE9KEYM6fISIiBWKgkYlcrhJMREQKxkAjE1yDhoiIlIyBRia4SjARESkZA41M5PE5TkREpGAMNDLBERoiIlIyBhqZuLcODW/bJiIi5WGgkQnrJSdOCiYiIiVioJEJPpiSiIiUjIFGJjgpmIiIlMyugSYjIwMTJ05EcHAwunXrhjlz5sBoNAIAUlNTMWrUKPj7++Oll17C0aNHbY49duwYBgwYAL1ejxEjRiA1NdWmfc2aNejWrRsCAgIwbdo0GAwGe3bd6UlzaBhoiIhIgewWaIQQmDhxIgwGAzZs2IBFixbhP//5DxYvXgwhBMaPHw8vLy9s27YNAwcOxIQJE3Dt2jUAwLVr1zB+/HiEhIRg69atqFu3Lt555x0IIQAABw8eRExMDGbNmoW1a9ciISEB8+bNs1fXZSHPeHdhPV5yIiIiBbJboLl48SLi4+MxZ84ctGrVCkFBQZg4cSL27NmDEydOIDU1FbNmzUKLFi0wbtw4+Pv7Y9u2bQCALVu2oEOHDhg9ejRatWqFOXPm4OrVq/jpp58AAOvWrcPIkSPRs2dP+Pn54eOPP8a2bds4SnOfXF5yIiIiBbPbp5+3tze++uoreHl52WzPy8tDQkIC2rVrB09PT2l7YGAg4uPjAQAJCQkICgqS2rRaLdq3b4/4+HgEBQUhKSkJEyZMkNr9/f1RWFiIc+fOISAgoNx9NJvND/nu/vyclXHu8hJCSHNotK4uVd6Xx6EGjwPWgTUAWAMr1oE1AB69BhU5zm6BpmbNmujWrZv02mKxYP369ejcuTMyMzNRv359m/3r1auH9PR0AHhge05ODoxGo027q6srateuLR1fXklJSRV9W4/Fuf+M0SxQZCm+PHfp17NId3PMXG9H1uBxwjqwBgBrYMU6sAZA1dSg0q5PzJs3D2fPnsXWrVuxZs0auLu727S7u7vDZDIBAAwGQ5ntBQUF0uuyji8vnU4HtVpd0bfyQGazGUlJSZVy7vLKyjMCyIBKBXQKDICLi6pKv//jUIPHAevAGgCsgRXrwBoAj14D6/HlUSmBZt68eVi7di0WLVoEX19faDQaZGdn2+xjMpng4eEBANBoNCXCiclkQs2aNaHRaKTXf2zXarUV6pdara60X6rKPPefyS8sHp2p7u4KNzfHzaFxZA0eJ6wDawCwBlasA2sAVE0N7H5tYvbs2Vi9ejXmzZuHF198EQDg4+ODrKwsm/2ysrKky0hltXt7e6N27drQaDQ27UVFRcjOzoa3t7e9u++UuEowEREpnV0DTUxMDDZu3IiFCxeif//+0na9Xo+ff/5ZunwEAHFxcdDr9VJ7XFyc1GYwGHD27Fno9Xq4uLhAp9PZtMfHx8PV1RVt2rSxZ/edVu7dW7Z5hxMRESmV3QLNhQsX8MUXX+Bvf/sbAgMDkZmZKf0JDg5GgwYNEB4ejpSUFMTGxiIxMRGhoaEAgMGDB+P06dOIjY1FSkoKwsPD0bhxY3Tq1AkA8Nprr+Hrr7/GoUOHkJiYiJkzZ+LVV1+t8CUnuZJGaLgGDRERKZTdPgG/++47mM1mLF++HMuXL7dp+9///ocvvvgCERERCAkJQdOmTbFs2TI0bNgQANC4cWMsXboUn376KZYtW4aAgAAsW7YMKlXx5Nb+/fvj6tWriIyMhMlkQp8+ffDhhx/aq+tOL09aJZhP2iYiImWyW6AJCwtDWFhYme1NmzbF+vXry2zv3r07unfv/tDnVzI+mJKIiJSOD6eUgVxeciIiIoVjoJGBXN7lRERECsdAIwN8MCURESkdA40M5PHBlEREpHAMNDIg3eXEERoiIlIoBhoZ4BwaIiJSOgYaGZBu2+Y6NEREpFAMNDLAS05ERKR0DDQywEnBRESkdAw0MsCF9YiISOkYaJycscgMk9kCgJOCiYhIuRhonJz1chMAVHNnoCEiImVioHFy1gnB1dzVULuoHNwbIiIix2CgcXJcg4aIiIiBxunxlm0iIiIGGqd375ZtLqpHRETKxUDj5G7cMQIAamoZaIiISLkYaJzcL2m5AADf+tUd3BMiIiLHYaBxcmfTcgAA7RrWdHBPiIiIHIeBxokJIfDL3UDTtgEDDRERKRcDjRO7csuA3IIiuKtd0MKbl5yIiEi5GGicmPVyUyuf6nB35Y+SiIiUi5+CToyXm4iIiIox0Dixs9fuTghmoCEiIoVjoHFiZzlCQ0REBICBxmndNhTiyi0DAI7QEBERMdA4qXN3R2ca1dailidXCSYiImVjoHFSnBBMRER0DwONk+IKwURERPcw0DgpKdA0qOHgnhARETkeA40TKjRb8GtGHgCgXYNaDu4NERGR4zHQOKGLmXdgKrKghsYVjetoHd0dIiIih2OgcULWCcFtGtSAi4vKwb0hIiJyPAYaJ3Rv/gwnBBMREQEMNE7J+sgD3rJNRERUjIHGyQghpEtOvGWbiIioGAONk7mea8SNOya4qABfH96yTUREBDDQOB3r/JkW3tXh4aZ2cG+IiIgeDww0TsY6f4aXm4iIiO5hoHEyZ/kMJyIiohIYaJzML7xlm4iIqAQGGieSbyrCpaw7ADhCQ0REdD8GGifyv/RcCAF419DAu4bG0d0hIiJ6bDDQOBGuEExERFQ6BhonwhWCiYiISsdA40S4QjAREVHpGGichMUicC49FwDQrgFXCCYiIrofA42TuHwzH/kmMzzcXNDMq7qju0NERPRYYaBxEtb5M62fqAm1i8rBvSEiInq8MNA4ibNptwHwchMREVFpGGicxC9p1vkznBBMRET0Rww0TuBAcjqOpmQBANo1rOXg3hARET1+XB3dAXqwrXFXMHlrAiwC6K9rgI5P1nZ0l4iIiB47DDSPsdX/vYSPd58FAAwJbIw5ITqoVJwQTERE9EcMNI8hIQSWfHceiw79CgAY07UZIl5qCxfe3URERFQqp5pDYzQaMW3aNAQFBaFr165YtWqVo7tkdxaLwOw9v0hh5v0XfDG9P8MMERHRgzjVCE10dDSSk5Oxdu1aXLt2DVOmTEHDhg3Rt29fR3ftkQkhkHrTgCXfp2Br3BUAwIy/tMObXZo5uGdERESPP6cJNPn5+diyZQu+/PJLtG/fHu3bt0dKSgo2bNjglIEmp6AQiam3ceb3W4hPzUZ8ajZu3DEBAFxUQHSoHqGBjR3cSyIiIufgNIHm3LlzKCoqQkBAgLQtMDAQK1asgMVigYuLY66efXs2A/86k4M6l3+GBUCRWcBsESiyCBRZLDCYzMg3mVFQWPxfQ6EZBpMZN/NNEML2XG5qFdo1rIWJvVri+bY+Dnk/REREzshpAk1mZibq1KkDd3d3aZuXlxeMRiOys7NRt27dPz2H2Wy2a5+EEJi6IxnZ+YUA8it8fJM6Wuib1IJ/k9rwb1wb7RrUgMZNXSl9rUzWvjpTnysD68AaAKyBFevAGgCPXoOKHOc0gcZgMNiEGQDSa5PJVK5zJCUl2b1fE4Oq42ymCWqVCi4ugFoFm681ahU0riqb/3q4qlDLQ41aGuuoUjZwMxu/3LR796pUZdTXGbEOrAHAGlixDqwBUDU1cJpAo9FoSgQX62sPD49ynUOn00GtVtu1XzqzGUlJSZVybmdhZg0AsA4AawCwBlasA2sAPHoNrMeXh9MEGh8fH9y6dQtFRUVwdS3udmZmJjw8PFCzZvmeb6RWqyvtl6oyz+0sWINirANrALAGVqwDawBUTQ2cZh2atm3bwtXVFfHx8dK2uLg46HQ6h00IJiIioseD0yQBrVaLQYMGYebMmUhMTMShQ4ewatUqjBgxwtFdIyIiIgdzmktOABAeHo6ZM2di5MiRqF69Ot5991306dPH0d0iIiIiB3OqQKPVajF37lzMnTvX0V0hIiKix4jTXHIiIiIiKgsDDRERETk9BhoiIiJyegw0RERE5PQYaIiIiMjpMdAQERGR02OgISIiIqfHQENEREROz6kW1ntYQggAxU/ttDfrOSvj3M6CNSjGOrAGAGtgxTqwBsCj18B6nPVz/EFUojx7OTmTyVTux48TERHR40Wn08Hd3f2B+ygi0FgsFhQVFcHFxQUqlcrR3SEiIqJyEELAYrHA1dUVLi4PniWjiEBDRERE8sZJwUREROT0GGiIiIjI6THQEBERkdNjoCEiIiKnx0BDRERETo+BhoiIiJweAw0RERE5PQYaIiIicnoMNI/AaDRi2rRpCAoKQteuXbFq1SpHd6nKmEwmDBgwACdPnpS2paamYtSoUfD398dLL72Eo0ePOrCHlScjIwMTJ05EcHAwunXrhjlz5sBoNAJQTg0A4PLlyxgzZgwCAgLQo0cPfPXVV1KbkupgFRYWhqlTp0qvz549iyFDhkCv12Pw4MFITk52YO8q17fffovWrVvb/Jk4cSIA5dTBZDLh448/xtNPP41nn30WCxculJ4/pIQabN++vcTvQOvWrdGmTRsAVVMDBppHEB0djeTkZKxduxYzZsxATEwMDhw44OhuVTqj0Yj3338fKSkp0jYhBMaPHw8vLy9s27YNAwcOxIQJE3Dt2jUH9tT+hBCYOHEiDAYDNmzYgEWLFuE///kPFi9erJgaAMWPEwkLC0OdOnWwY8cOfPzxx1i+fDl2796tqDpY7d27F4cPH5Ze5+fnIywsDEFBQdi+fTsCAgIwbtw45OfnO7CXlef8+fPo2bMnjh49Kv355JNPFFWHTz75BMeOHcPXX3+NBQsWYPPmzdi0aZNiamD9h4v1zw8//ICmTZtixIgRVVcDQQ/lzp07QqfTiRMnTkjbli1bJt544w0H9qrypaSkiJdffln85S9/Eb6+vtL7P3bsmPD39xd37tyR9h05cqRYsmSJo7paKc6fPy98fX1FZmamtG337t2ia9euiqmBEEJkZGSI//f//p/Izc2Vto0fP17MmDFDUXUQQohbt26J5557TgwePFhMmTJFCCHEli1bRK9evYTFYhFCCGGxWMQLL7wgtm3b5siuVpoPPvhALFiwoMR2pdTh1q1bol27duLkyZPStpUrV4qpU6cqpgZ/tGLFCtG7d29hNBqrrAYcoXlI586dQ1FREQICAqRtgYGBSEhIgMVicWDPKtdPP/2ETp06YdOmTTbbExIS0K5dO3h6ekrbAgMDER8fX8U9rFze3t746quv4OXlZbM9Ly9PMTUAgPr162Px4sWoXr06hBCIi4vD//3f/yE4OFhRdQCAuXPnYuDAgWjZsqW0LSEhAYGBgdLDcFUqFTp27CjbGly4cAFPPfVUie1KqUNcXByqV6+O4OBgaVtYWBjmzJmjmBrcLzs7G19++SU++OADuLu7V1kNGGgeUmZmJurUqWPzOHMvLy8YjUZkZ2c7rmOV7LXXXsO0adOg1WpttmdmZqJ+/fo22+rVq4f09PSq7F6lq1mzJrp16ya9tlgsWL9+PTp37qyYGvxRr1698NprryEgIAAvvviioupw/PhxnDp1Cu+8847NdiXVQAiBS5cu4ejRo3jxxRfRu3dvzJ8/HyaTSTF1SE1NRaNGjbBz50707dsXzz//PJYtWwaLxaKYGtzvm2++Qf369dG3b18AVff3wdWuZ1MQg8FgE2YASK9NJpMjuuRQZdVD7rWYN28ezp49i61bt2LNmjWKrMGSJUuQlZWFmTNnYs6cOYr5XTAajZgxYwYiIyPh4eFh06aUGgDAtWvXpPe7ePFiXLlyBZ988gkKCgoUU4f8/HxcvnwZGzduxJw5c5CZmYnIyEhotVrF1MBKCIEtW7Zg7Nix0raqqgEDzUPSaDQlfhjW13/8n5sSaDSaEiNTJpNJ1rWYN28e1q5di0WLFsHX11eRNQAAnU4HoPgDftKkSRg8eDAMBoPNPnKsQ0xMDDp06GAzYmdV1v8f5FYDAGjUqBFOnjyJWrVqQaVSoW3btrBYLPjwww8RHBysiDq4uroiLy8PCxYsQKNGjQAUB71vvvkGTZs2VUQNrJKSkpCRkYH+/ftL26rq7wMDzUPy8fHBrVu3UFRUBFfX4jJmZmbCw8MDNWvWdHDvqp6Pjw/Onz9vsy0rK6vEMKNczJ49G9988w3mzZuHF198EYCyapCVlYX4+Hj07t1b2tayZUsUFhbC29sbFy9eLLG/3Oqwd+9eZGVlSfPorP/DPnjwIAYMGICsrCyb/eVYA6vatWvbvG7RogWMRiO8vb0VUQdvb29oNBopzABAs2bNkJaWhuDgYEXUwOrIkSMICgpCrVq1pG0+Pj5VUgPOoXlIbdu2haurq82kpri4OOh0Ori4KK+ser0eP//8MwoKCqRtcXFx0Ov1DuxV5YiJicHGjRuxcOFCm3+FKKkGV65cwYQJE5CRkSFtS05ORt26dREYGKiIOvzjH//A7t27sXPnTuzcuRO9evVCr169sHPnTuj1epw5c0Zah0QIgdOnT8uuBkDxB1inTp1sRuV++eUX1K5dG4GBgYqog16vh9FoxKVLl6RtFy9eRKNGjRT1uwAAiYmJ6Nixo822qqqB8j557USr1WLQoEGYOXMmEhMTcejQIaxatQojRoxwdNccIjg4GA0aNEB4eDhSUlIQGxuLxMREhIaGOrprdnXhwgV88cUX+Nvf/obAwEBkZmZKf5RSA6D4MlP79u0xbdo0nD9/HocPH8a8efPw1ltvKaYOjRo1QtOmTaU/1apVQ7Vq1dC0aVP07dsXOTk5iIqKwvnz5xEVFQWDwYB+/fo5utt2FxAQAI1Gg+nTp+PixYs4fPgwoqOjMXbsWMXUoXnz5ujRowfCw8Nx7tw5HDlyBLGxsRg2bJhiamCVkpJic8cfgKqrgV1vAleY/Px8MXnyZOHv7y+6du0qVq9e7eguVan716ERQojffvtNvP7666JDhw6if//+4r///a8De1c5Vq5cKXx9fUv9I4QyamCVnp4uxo8fLzp27Ci6dOkili9fLq0zoaQ6WE2ZMkVah0YIIRISEsSgQYOETqcToaGh4ueff3Zg7yrXr7/+KkaNGiX8/f1Fly5dxNKlS6XfBaXUIScnR3z44YfC399fPPPMM4qsgRBC6HQ68eOPP5bYXhU1UAlxdwyIiIiIyEnxkhMRERE5PQYaIiIicnoMNEREROT0GGiIiIjI6THQEBERkdNjoCEiIiKnx0BDRERETo+BhoiIiJweAw0RERE5PQYaIiIicnoMNEREROT0/j/uPNWh+z+wKQAAAABJRU5ErkJggg==\n"
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"def calculate_board_branching(board_history) -> pd.Series:\n",
|
|
" assert len(board_history.shape) == 4\n",
|
|
" assert board_history.shape[-2:] == (8, 8)\n",
|
|
" assert board_history.shape[0] == SIMULATE_TURNS\n",
|
|
" return pd.Series(\n",
|
|
" [count_unique_boards(board_history[turn]) for turn in range(SIMULATE_TURNS)]\n",
|
|
" )\n",
|
|
"\n",
|
|
"\n",
|
|
"_ = calculate_board_branching(_board_history).plot(\n",
|
|
" title=f\"Exploration history over {_board_history.shape[0]} games\"\n",
|
|
")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 35,
|
|
"metadata": {
|
|
"tags": []
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": "(70, 10000, 8, 8)"
|
|
},
|
|
"execution_count": 35,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"_poss_turns.shape"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 36,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": "interactive(children=(IntSlider(value=34, description='turn', max=69), Output()), _dom_classes=('widget-intera…",
|
|
"application/vnd.jupyter.widget-view+json": {
|
|
"version_major": 2,
|
|
"version_minor": 0,
|
|
"model_id": "07ec390af9594c288adf55b7c521fd88"
|
|
}
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"mean_poss_turn = np.mean(_poss_turns, axis=1)\n",
|
|
"del _poss_turns\n",
|
|
"\n",
|
|
"\n",
|
|
"@interact(turn=(0, 69))\n",
|
|
"def turn_distribution_heatmap(turn):\n",
|
|
" turn_possibility_on_field = mean_poss_turn[turn]\n",
|
|
"\n",
|
|
" sns.heatmap(\n",
|
|
" turn_possibility_on_field,\n",
|
|
" linewidth=0.5,\n",
|
|
" square=True,\n",
|
|
" annot=True,\n",
|
|
" xticklabels=\"ABCDEFGH\",\n",
|
|
" yticklabels=list(range(1, 9)),\n",
|
|
" )\n",
|
|
" plt.title(f\"Headmap of where stones can be placed on turn {turn}\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 37,
|
|
"metadata": {
|
|
"tags": []
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"[-3.0000e+00 3.0000e+00 -3.2676e+00 3.4806e+00 -3.4580e+00 3.8226e+00\n",
|
|
" -3.7100e+00 3.9858e+00 -3.9067e+00 4.1634e+00 -4.0657e+00 4.2821e+00\n",
|
|
" -4.2312e+00 4.3784e+00 -4.3426e+00 4.5145e+00 -4.4897e+00 4.6117e+00\n",
|
|
" -4.5867e+00 4.7247e+00 -4.7063e+00 4.8099e+00 -4.8431e+00 4.8968e+00\n",
|
|
" -4.9606e+00 5.0358e+00 -5.0702e+00 5.1792e+00 -5.1855e+00 5.2844e+00\n",
|
|
" -5.3018e+00 5.4297e+00 -5.4217e+00 5.5202e+00 -5.5762e+00 5.6520e+00\n",
|
|
" -5.6380e+00 5.8094e+00 -5.8731e+00 5.9880e+00 -6.0011e+00 6.1276e+00\n",
|
|
" -6.1663e+00 6.2579e+00 -6.3777e+00 6.4821e+00 -6.5491e+00 6.5958e+00\n",
|
|
" -6.6924e+00 6.8799e+00 -6.9254e+00 7.1463e+00 -7.2314e+00 7.3976e+00\n",
|
|
" -7.5560e+00 7.7020e+00 -7.8987e+00 7.9810e+00 -7.9981e+00 7.2694e+00\n",
|
|
" -3.0732e+00 6.9830e-01 -1.3740e-01 2.4100e-02 -5.7000e-03 9.0000e-04\n",
|
|
" 0.0000e+00 0.0000e+00 0.0000e+00 0.0000e+00]\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"_direct_score = np.sum(_board_history, axis=(-2, -1))\n",
|
|
"_score = np.zeros_like(_direct_score)\n",
|
|
"_score[:-1] = _direct_score[1:] - _direct_score[:-1]\n",
|
|
"print(np.mean(_score, axis=1))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 38,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"(70, 10000)\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"def calculate_direct_score(board_history: np.ndarray) -> np.ndarray:\n",
|
|
" direct_score = np.sum(board_history, axis=(-2, -1))\n",
|
|
" score = np.zeros_like(direct_score)\n",
|
|
" score[:-1] = direct_score[1:] - direct_score[:-1]\n",
|
|
" return score / 64\n",
|
|
"\n",
|
|
"\n",
|
|
"assert len(calculate_direct_score(_board_history).shape) == 2\n",
|
|
"assert calculate_direct_score(_board_history).shape[0] == SIMULATE_TURNS\n",
|
|
"print(calculate_direct_score(_board_history).shape)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 39,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": "interactive(children=(IntSlider(value=29, description='turn', max=59), Output()), _dom_classes=('widget-intera…",
|
|
"application/vnd.jupyter.widget-view+json": {
|
|
"version_major": 2,
|
|
"version_minor": 0,
|
|
"model_id": "d5bfb0b4a59e41f6a84f78ed7f3b03ee"
|
|
}
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"score_history = calculate_direct_score(_board_history)\n",
|
|
"score_history *= 64\n",
|
|
"\n",
|
|
"\n",
|
|
"@interact(turn=(0, 59))\n",
|
|
"def hist_direct_score(turn):\n",
|
|
" fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(15, 6))\n",
|
|
" fig.suptitle(\n",
|
|
" f\"Action space size analysis / total size estimate {np.prod(np.extract(mean_possibility_count, mean_possibility_count)):.4g}\"\n",
|
|
" )\n",
|
|
"\n",
|
|
" ax1.set_title(\n",
|
|
" f\"Histogram of scores on turn {turn} by {'white' if turn % 2 == 0 else 'black'}\"\n",
|
|
" )\n",
|
|
"\n",
|
|
" ax1.hist(score_history[turn], density=True)\n",
|
|
" ax1.set_xlabel(\"Points made\")\n",
|
|
" ax1.set_ylabel(\"Score probability\")\n",
|
|
" ax2.set_title(f\"Points scored at turn\")\n",
|
|
" ax2.set_xlabel(\"Turn\")\n",
|
|
" ax2.set_ylabel(\"Average points scored\")\n",
|
|
" ax2.errorbar(\n",
|
|
" range(60),\n",
|
|
" np.abs(np.mean(score_history, axis=1)[:60]),\n",
|
|
" yerr=np.std(score_history, axis=1)[:60],\n",
|
|
" label=\"Mean score at turn\",\n",
|
|
" )\n",
|
|
" ax2.scatter(\n",
|
|
" turn, np.abs(np.mean(score_history, axis=1))[:60][turn], marker=\"x\", color=\"red\"\n",
|
|
" )\n",
|
|
" ax2.legend()\n",
|
|
" plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 40,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"1.0\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"text/plain": "<Figure size 640x480 with 1 Axes>",
|
|
"image/png": 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\n"
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"def calculate_final_evaluation_for_history(board_history: np.ndarray) -> np.ndarray:\n",
|
|
" final_evaluation = final_boards_evaluation(board_history[-1])\n",
|
|
" return final_evaluation / 64\n",
|
|
"\n",
|
|
"\n",
|
|
"print(np.max(np.abs(calculate_final_evaluation_for_history(_board_history))))\n",
|
|
"assert len(calculate_final_evaluation_for_history(_board_history).shape) == 1\n",
|
|
"_final_eval = calculate_final_evaluation_for_history(_board_history)\n",
|
|
"plt.title(\"Histogram over the score distribution\")\n",
|
|
"plt.hist((_final_eval * 64), density=True)\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 41,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": "<Figure size 640x480 with 1 Axes>",
|
|
"image/png": 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AABhBhAAAACOIEAAAYAQRAgAAjCBCAACAEUQIAAAwgggBAABGECEAAMAIIgQAABhBhAAAACPcjpCqqirNnj1bsbGxstvtyszMvOwyhw4dUnR0tHbs2HFFgwQAAO2Pp7sLLFiwQIWFhVqxYoUOHz6smTNnqnv37kpMTLzoMmlpaSovL7+qgQIAgPbFrQgpLy/XmjVrtHz5ckVERCgiIkIlJSVauXLlRSNk7dq1+u6775plsAAAoP1w63RMUVGRampqFB0d7ZwWExOjvLw81dXVNZr/xIkTevnll/X8889f/UgBAEC74taREIfDoYCAAHl5eTmnBQUFqaqqSmVlZQoMDHSZf/78+XrwwQd11113XfEAa2trr3jZS7FYLC2yXrQdLbVt4fIaXnu+B2bxPgip+fdDd9bnVoRUVFS4BIgk5+3q6mqX6Vu3blVubq7WrVvnzkM0UlBQcFXLX4jValV4eHizrxdtS3FxsSoqKkwPo0Nrif0bTcP7IBqYfC90K0K8vb0bxUbDbR8fH+e0yspKPffcc5ozZ47L9Cths9modbSI0NBQ00PosGpra1VQUMD+DbQCzf1e2LB/N4VbERIcHKwTJ06opqZGnp7nFnU4HPLx8ZGfn59zvvz8fP3P//yPnn76aZflH3/8cSUlJbl1jYjFYuFNCi2C7co89m/APJP7oFsREhYWJk9PT+3du1exsbGSpNzcXNlsNnl4/Psa18jISH344YcuyyYkJOiFF15Q//79m2HYAACgrXMrQqxWq5KSkpSWlqaXXnpJR48eVWZmpubNmyfp3FGRG264QT4+PgoJCWm0fHBwsLp06dI8IwcAAG2a25+YmpKSooiICE2cOFFz587VtGnTlJCQIEmy2+1av359sw8SAAC0P25/YqrValV6errS09Mb3VdcXHzR5S51HwAA6Hj4A3YAAMAIIgQAABhBhAAAACOIEAAAYAQRAgAAjCBCAACAEUQIAAAwgggBAABGECEAAMAIIgQAABhBhAAAACOIEAAAYAQRAgAAjCBCAACAEUQIAAAwgggBAABGECEAAMAIIgQAABhBhAAAACOIEAAAYAQRAgAAjCBCAACAEUQIAAAwgggBAABGECEAAMAIIgQAABhBhAAAACOIEAAAYAQRAgAAjCBCAACAEUQIAAAwgggBAABGECEAAMAIIgQAABhBhAAAACOIEAAAYAQRAgAAjCBCAACAEUQIAAAwgggBAABGECEAAMAIIgQAABhBhAAAACOIEAAAYAQRAgAAjCBCAACAEUQIAAAwgggBAABGECEAAMAIIgQAABhBhAAAACOIEAAAYAQRAgAAjCBCAACAEUQIAAAwgggBAABGECEAAMAItyOkqqpKs2fPVmxsrOx2uzIzMy8679q1a3XfffcpMjJSo0ePVn5+/lUNFgAAtB9uR8iCBQtUWFioFStWaM6cOVq8eLE2bNjQaL6cnBylpqZqypQpev/99xUdHa3HH39c3333XbMMHAAAtG1uRUh5ebnWrFmj1NRURUREaMiQIZo0aZJWrlzZaF6Hw6EpU6Zo+PDhuvXWWzV16lSVlZVp//79zTZ4AADQdnm6M3NRUZFqamoUHR3tnBYTE6Nly5aprq5OHh7/bpr777/f+XVlZaX++7//W126dFHPnj2bYdgAAKCtcytCHA6HAgIC5OXl5ZwWFBSkqqoqlZWVKTAwsNEy27Zt02OPPab6+nr99re/VefOnd0aYG1trVvzN5XFYmmR9aLtaKltC5fX8NrzPTCL90FIzb8furM+tyKkoqLCJUAkOW9XV1dfcJm77rpLWVlZ2rRpk2bNmqVbbrlF9957b5Mfs6CgwJ0hNonValV4eHizrxdtS3FxsSoqKkwPo0Nrif0bTcP7IBqYfC90K0K8vb0bxUbDbR8fnwsuExQUpKCgIIWFhSkvL09vv/22WxFis9modbSI0NBQ00PosGpra1VQUMD+DbQCzf1e2LB/N4VbERIcHKwTJ06opqZGnp7nFnU4HPLx8ZGfn5/LvPn5+bJYLIqIiHBO69mzp9sXplosFt6k0CLYrsxj/wbMM7kPuvXbMWFhYfL09NTevXud03Jzc2Wz2VwuSpWkd955R6+88orLtH379umOO+648tECAIB2w60IsVqtSkpKUlpamvLz85Wdna3MzExNmDBB0rmjIpWVlZKkUaNGafv27VqxYoW++eYbLVq0SPn5+UpOTm72JwEAANoetz+sLCUlRREREZo4caLmzp2radOmKSEhQZJkt9u1fv16SVJERIQWL16sd955R8OGDdOnn36q119/XcHBwc37DAAAQJvk1jUh0rmjIenp6UpPT290X3FxscvtQYMGadCgQVc+OgAA0G7xB+wAAIARRAgAADCCCAEAAEYQIQAAwAgiBAAAGEGEAAAAI4gQAABgBBECAACMIEIAAIARRAgAADCCCAEAAEYQIQAAwAgiBAAAGEGEAAAAI4gQAABgBBECAACMIEIAAIARRAgAADCCCAEAAEYQIQAAwAgiBAAAGEGEAAAAI4gQAABgBBECAACMIEIAAIARRAgAADCCCAEAAEYQIQAAwAgiBAAAGEGEAAAAI4gQAABgBBECAACMIEIAAIARRAgAADCCCAEAAEYQIQAAwAgiBAAAGEGEAAAAI4gQAABgBBECAACMIEIAAIARRAgAADCCCAEAAEYQIQAAwAgiBAAAGEGEAAAAI4gQAABgBBECAACMIEIAAIARRAgAADCCCAEAAEYQIQAAwAgiBAAAGEGEAAAAI4gQAABgBBECAACMIEIAAIARRAgAADDC7QipqqrS7NmzFRsbK7vdrszMzIvO+8knn2j48OGKjo7WAw88oI8++uiqBgsAANoPtyNkwYIFKiws1IoVKzRnzhwtXrxYGzZsaDRfUVGRfvnLX+qhhx7Su+++q9GjR2v69OkqKipqloEDAIC2zdOdmcvLy7VmzRotX75cERERioiIUElJiVauXKnExESXedetW6d+/fppwoQJkqSQkBB9/PHH+uCDD3TPPfc03zMAAABtklsRUlRUpJqaGkVHRzunxcTEaNmyZaqrq5OHx78PrDz44IM6e/Zso3WcPn3arQHW1ta6NX9TWSyWFlkv2o6W2rZweQ2vPd8Ds3gfhNT8+6E763MrQhwOhwICAuTl5eWcFhQUpKqqKpWVlSkwMNA5vWfPni7LlpSUaNu2bRo9erQ7D6mCggK35m8Kq9Wq8PDwZl8v2pbi4mJVVFSYHkaH1hL7N5qG90E0MPle6FaEVFRUuASIJOft6urqiy53/PhxTZs2Tb1799aPf/xjtwZos9modbSI0NBQ00PosGpra1VQUMD+DbQCzf1e2LB/N4VbEeLt7d0oNhpu+/j4XHCZY8eO6dFHH1V9fb0WLVrkcsqmKSwWC29SaBFsV+axfwPmmdwH3SqC4OBgnThxQjU1Nc5pDodDPj4+8vPzazT/t99+q3Hjxqm6ulp//vOfXU7XAACAjs2tCAkLC5Onp6f27t3rnJabmyubzdboCEd5ebkmTZokDw8PvfnmmwoODm6WAQMAgPbBrQixWq1KSkpSWlqa8vPzlZ2drczMTOev4TocDlVWVkqSXnvtNf3zn/9Uenq68z6Hw+H2b8cAAID2ya1rQiQpJSVFaWlpmjhxonx9fTVt2jQlJCRIkux2u+bNm6cRI0Zo48aNqqys1MiRI12Wf/DBBzV//vzmGT0AAGiz3I4Qq9Wq9PR05xGO8xUXFzu/vtCnqAIAADTgD9gBAAAjiBAAAGAEEQIAAIwgQgAAgBFECAAAMIIIAQAARhAhAADACCIEAAAYQYQAAAAjiBAAAGAEEQIAAIwgQgAAgBFECAAAMIIIAQAARhAhAADACCIEAAAYQYQAAAAjiBAAAGAEEQIAAIwgQgAAgBFECAAAMIIIAQAARhAhAADACCIEAAAYQYQAAAAjiBAAAGAEEQIAAIwgQgAAgBFECAAAMIIIAQAARhAhAADACCIEAAAYQYQAAAAjiBAAAGAEEQIAAIwgQgAAgBFECAAAMIIIAQAARhAhAADACCIEAAAYQYQAAAAjiBAAAGAEEQIAAIwgQgAAgBFECAAAMIIIAQAARhAhAADACCIEAAAYQYQAAAAjiBAAAGAEEQIAAIwgQgAAgBFECAAAMIIIAQAARhAhAADACCIEAAAYQYQAAAAj3I6QqqoqzZ49W7GxsbLb7crMzLzsMjk5Ofrxj398RQMEAADtk6e7CyxYsECFhYVasWKFDh8+rJkzZ6p79+5KTEy84PzFxcWaPn26vL29r3qwAACg/XDrSEh5ebnWrFmj1NRURUREaMiQIZo0aZJWrlx5wfnffvttjR49Wl26dGmWwQIAgPbDrQgpKipSTU2NoqOjndNiYmKUl5enurq6RvN/9tlnSk9PV3Jy8lUPFAAAtC9unY5xOBwKCAiQl5eXc1pQUJCqqqpUVlamwMBAl/mXLFkiScrKyrriAdbW1l7xspdisVhaZL1oO1pq28LlNbz2fA/M4n0QUvPvh+6sz60IqaiocAkQSc7b1dXV7qyqyQoKCpp9nVarVeHh4c2+XrQtxcXFqqioMD2MDq0l9m80De+DaGDyvdCtCPH29m4UGw23fXx8mm9U57HZbNQ6WkRoaKjpIXRYtbW1KigoYP8GWoHmfi9s2L+bwq0ICQ4O1okTJ1RTUyNPz3OLOhwO+fj4yM/Pz/2RNoHFYuFNCi2C7co89m/APJP7oFsXpoaFhcnT01N79+51TsvNzZXNZpOHB597BgAAms6tcrBarUpKSlJaWpry8/OVnZ2tzMxMTZgwQdK5oyKVlZUtMlAAANC+uH34IiUlRREREZo4caLmzp2radOmKSEhQZJkt9u1fv36Zh8kAABof9z+xFSr1ar09HSlp6c3uq+4uPiCy4wYMUIjRoxwf3QAAKDd4kIOAABgBBECAACMIEIAAIARRAgAADCCCAEAAEYQIQAAwAgiBAAAGEGEAAAAI4gQAABgBBECAACMIEIAAIARRAgAADCCCAEAAEYQIQAAwAgiBAAAGEGEAAAAI4gQAABgBBECAACMIEIAAIARRAgAADCCCAEAAEYQIQAAwAgiBAAAGEGEAAAAI4gQAABgBBECAACMIEIAAIARRAgAADCCCAEAAEYQIQAAwAgiBAAAGEGEADDCarWaHgIAw4gQwJDaunrTQzDGYrEoPDxcFovF9FCM6sjbACBJnqYHAHRUFo9Omv72HpUePWN6KDDgzpt89fvR0aaHARhFhAAGlR49o32HT5keBgAYwekYAABgBBECAACMIEIAAIARRAgAADCCCAEAAEYQIQAAwAgiBAAAGEGEAAAAI4gQAABgBBECAACMIEIAAIARRAgAADCCCAEAAEYQIQAAwAgiBAAAGEGEAAAAI4gQAABgBBECAACMIEIAAIARRAgAADCCCAEAAEYQIQAAwAi3I6SqqkqzZ89WbGys7Ha7MjMzLzrvF198oZEjRyoqKkoPPfSQCgsLr2qwAACg/XA7QhYsWKDCwkKtWLFCc+bM0eLFi7Vhw4ZG85WXl+uJJ55QbGyssrKyFB0drSeffFLl5eXNMnAAANC2uRUh5eXlWrNmjVJTUxUREaEhQ4Zo0qRJWrlyZaN5169fL29vb82YMUM9e/ZUamqqOnfufMFgAQAAHY9bEVJUVKSamhpFR0c7p8XExCgvL091dXUu8+bl5SkmJkadOnWSJHXq1Em9e/fW3r17r37UAACgzfN0Z2aHw6GAgAB5eXk5pwUFBamqqkplZWUKDAx0mffOO+90Wb5Lly4qKSlp0mPV19dLkqqrq2WxWNwZZpNYLBaFdess7+ZfNVq5O7p2Vm1trWpra42Og22wY2sN2yHbYMfWUttgw/oafo5filsRUlFR4RIgkpy3q6urmzTv9+e7mIYjK1988YU7Q3TLmJ6Sel7fYutHa1Xfao7IsQ12ZK1jO2Qb7Mhadhv8/hmSC3ErQry9vRtFRMNtHx+fJs37/fkuOjBPT9lsNnl4eDhP6QAAgNatvr5edXV18vS8fGK4FSHBwcE6ceKEampqnCt3OBzy8fGRn59fo3mPHTvmMu3YsWO66aabmvRYHh4ejY6kAACA9sOtC1PDwsLk6enpcvgmNzfXecTifFFRUdqzZ4/znFB9fb12796tqKioqx81AABo89yKEKvVqqSkJKWlpSk/P1/Z2dnKzMzUhAkTJJ07KlJZWSlJSkxM1KlTp/Tiiy+qtLRUL774oioqKnT//fc3/7MAAABtTqf6ply+ep6KigqlpaXpww8/lK+vr37xi18oOTlZkhQaGqp58+ZpxIgRkqT8/HzNmTNH+/fvV2hoqObOnavw8PBmfxIAAKDtcTtCAAAAmgN/wA4AABhBhAAAACOIEAAAYAQRAgAAjCBC2rBDhw4pNDRUhw4danRfVlaWBg8efNWPMWvWLM2aNeuq14OOJSMjQ+PHjzc9DOCS75NS4/fKbdu2af/+/ddqeB0eEQIA6LB++tOf6p133nHeTk5ObvRp32g5bn1sOwAA7YmPj0+T/6YZmh9HQtqBDRs26D/+4z/Uu3dvPffccxf8S8UfffSRkpKSZLPZFBsbq1/96lf67rvvnPf//e9/V2JioqKiojR69OgL/vXi48eP67777lNKSkqT/kQzOo7S0lKNGTNGUVFRmjBhgk6cOCHp3KHu0aNHa+rUqYqJidHatWt15swZpaSkKC4uTr169VJiYqKys7MlSZMnT1Z6erpzvb/+9a81aNAg5+0tW7Zo4MCB1/bJodUaNmyY3nzzTeftRx99VI888ojz9qpVqzR27FhJUnZ2tn7yk58oKipKTz31lE6ePCnJ9XRMw/8nTJigjIwMSVJOTo5GjBihyMhIPfDAA9q4ceM1eW4dBRHSDqxevVoLFy7UsmXL9Nlnn+m1115zuf+f//ynpk+frrFjx+qDDz7Qq6++qq1bt2r16tWSpM2bNys1NVUTJ07U2rVr1atXLz355JMuMVNRUaHJkyerZ8+eeuGFF/jLxnCqrq7WE088oVtvvVVZWVm67777tGrVKuf9e/bs0Z133qnVq1fLbrfrxRdf1Ndff63MzEytW7dOsbGxSk1NVXV1tex2u3bs2OFcdteuXTpy5Ij+9a9/SZI+//xz2e32a/4c0TrZ7Xbt3LlTknT27Fnt3btXBQUFOnv2rKRz28vo0aMlSX/729/0yiuv6M9//rP27dun5cuXN1pfw2mZjIwMPfbYY3I4HHryySc1YsQIvffee5o0aZJmzZqlnJyca/QM2z8ipB2YPXu2YmJi1LdvX02fPl1vv/22y/11dXX69a9/rZ///Oe65ZZbZLfbFR8fr5KSEknn/rUwdOhQjRkzRiEhIZoxY4aGDh3q/JdCbW2tnn32WXl5eenVV1+VxWK55s8RrdfWrVtVVlamtLQ09ezZU+PGjdNPfvIT5/2dOnVyBmxgYKD69Omj559/XmFhYerRo4cee+wxlZWV6f/+7/9kt9tVVFSk06dPy+FwqKysTFFRUdq9e7ekcxcNDhgwwNRTRStjt9u1a9cu1dfXa9++fbrtttvk5+enL774QnV1ddqxY4dze/mv//ovRUZGKioqSvfff7+KiooarS8wMFCSdOONN6pz585auXKl4uPj9cgjjygkJETDhw/XqFGjtGLFimv6PNszrglpByIjI51fh4eH69ixYzp16pRzWo8ePeTl5aWlS5eqpKREJSUlKi0t1fDhwyVJX3/9tfNfC5Lk5eWlmTNnOm9/8MEHqqmpUWJiory8vK7BM0JbUlpaqh49euj66693TrPZbPr0008lSV26dHE5556UlKTs7GytXr1aBw4c0L59+ySdi92QkBB1795dOTk5qqioUHR0tHr06KHc3Fz169dPpaWlio+Pv7ZPEK1WbGysKioqVFJSol27dik2NlZHjx5Vbm6uLBaLPDw85O/vL0m67bbbnMvdcMMNqqqquuz6Dxw4oE2bNik6Oto57ezZs7r99tub/bl0VERIO+Dh8e8DWg3Xalx33XXOaUVFRRozZowGDx6s2NhYJScnu5S8p+elN4Mf/OAHmjt3riZNmqStW7fyQwCNfP8aofO3P29vb5f7ZsyYoT179mj48OEaM2aMunbtqlGjRjnv79+/v3bu3Kmqqir17t1bt99+u5YsWaLt27fLZrPJz8+vZZ8M2gwvLy/FxsZq586dysnJ0fDhw3X06FHl5OSotrZW/fv3d546Pv99sqlqamr0wAMP6KmnnnKZfrn3TDQdp2Paga+++sr5dX5+vrp16yar1eqc9ve//119+vTR7373O40dO1aRkZE6ePCg8wdHSEiIy6HJ2tpaDR48WLm5uZKkmJgYxcfH6+c//7l+85vfOM+3ApJ011136ZtvvtHp06ed07788ssLznvmzBmtW7dOCxcu1NNPP60hQ4Y4T/s1bI8DBgzQzp07tXv3bsXGxiomJkZfffWVNm7cyKkYNNJwXcjevXsVExOjmJgY7d69W1u2bLnq7eX222/XwYMHFRIS4vzvo48+0nvvvddMowcR0g785je/UV5enj7//HMtWrRIycnJLvf7+/uruLhY+fn5+vrrrzV//nwVFBQ4LzwdP3681q5dq7/97W86ePCg5s2bp/r6ekVERLis55lnntHx48f1xhtvXKunhjYgPj5eP/jBD5Samqr9+/crKytL69evv+C8Xl5eslqt+vDDD3Xo0CFt3rxZzz//vCQ5t8d+/frpq6++0sGDB9WrVy8FBgbqtttuI0JwQXa7XR9//LF8fX0VHBys8PBwVVRUaNeuXVe0vVx//fUqKSnR6dOnNXbsWBUWFmrhwoX65ptv9N577+mVV15R9+7dW+CZdExESDswZswYTZ48Wc8884yGDx+uiRMnutw/fvx43XvvvUpOTtbYsWN1+PBhTZ061flruH369NGcOXP0hz/8QcOGDdOXX36pZcuWNfrdeX9/fz399NNaunSpjhw5cs2eH1q36667Tq+99ppOnjypBx98UG+99ZbGjRt3wXm9vLz08ssva+PGjfrZz36m+fPna/Lkyeratavz6Imvr69sNpvCw8Od1yDFxsYqICBAvXr1umbPC23DnXfeqS5duigmJkaSZLFYFB0drXvuucd5oak7xo8frwULFigjI0M333yzli1bps2bN2vo0KF69dVXNWvWLA0bNqy5n0aH1ameD3wAAAAGcCQEAAAYQYQAAAAjiBAAAGAEEQIAAIwgQgAAgBFECAAAMIIIAQAARhAhAADACCIEAAAYQYQAAAAjiBAAAGDE/wOfLLTKl5JMdgAAAABJRU5ErkJggg==\n"
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"def calculate_who_won(board_history: np.ndarray) -> np.ndarray:\n",
|
|
" \"\"\" \"\"\"\n",
|
|
" who_won = evaluate_who_won(board_history[-1])\n",
|
|
" return who_won\n",
|
|
"\n",
|
|
"\n",
|
|
"plt.title(\"Win distribution\")\n",
|
|
"plt.bar(\n",
|
|
" [\"black\", \"draw\", \"white\"],\n",
|
|
" pd.Series(calculate_who_won(_board_history)).value_counts().sort_index() / 10000,\n",
|
|
")\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 42,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": "<Figure size 640x480 with 1 Axes>",
|
|
"image/png": 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\n"
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"def history_changed(board_history: np.ndarray) -> np.ndarray:\n",
|
|
" return ~np.all(\n",
|
|
" np.roll(board_history, shift=1, axis=0) == board_history, axis=(2, 3)\n",
|
|
" )\n",
|
|
"\n",
|
|
"\n",
|
|
"plt.title(\"Share of turns skipped\")\n",
|
|
"plt.plot(1 - np.mean(history_changed(_board_history), axis=1))\n",
|
|
"plt.xlabel(\"Turn\")\n",
|
|
"plt.ylabel(\"Factor of skipped turns\")\n",
|
|
"plt.yscale(\"log\", base=10)\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 43,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": "(70, 10000)"
|
|
},
|
|
"execution_count": 43,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"def get_gamma_table(board_history, gamma_value: float):\n",
|
|
" unchanged = history_changed(board_history)\n",
|
|
" gamma_values = np.ones_like(unchanged, dtype=float)\n",
|
|
" gamma_values[unchanged] = gamma_value\n",
|
|
" return gamma_values\n",
|
|
"\n",
|
|
"\n",
|
|
"get_gamma_table(_board_history, 0.8).shape"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 44,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": "array([[-4.42251173e-10, 4.30911400e-10, -4.42251173e-10, ...,\n -3.96892079e-10, -4.08231852e-10, -4.19571626e-10],\n [-6.31787391e-10, 6.15587714e-10, -6.31787391e-10, ...,\n -5.66988684e-10, -5.83188361e-10, -5.99388037e-10],\n [-9.02553415e-10, 8.79411020e-10, -9.02553415e-10, ...,\n -8.09983834e-10, -8.33126229e-10, -8.56268625e-10],\n ...,\n [-8.70535714e-01, 8.48214286e-01, -8.70535714e-01, ...,\n -7.81250000e-01, -8.03571429e-01, -8.25892857e-01],\n [-8.70535714e-01, 8.48214286e-01, -8.70535714e-01, ...,\n -7.81250000e-01, -8.03571429e-01, -8.25892857e-01],\n [-8.70535714e-01, 8.48214286e-01, -8.70535714e-01, ...,\n -7.81250000e-01, -8.03571429e-01, -8.25892857e-01]])"
|
|
},
|
|
"execution_count": 44,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"def calculate_q_reword(\n",
|
|
" board_history: np.ndarray,\n",
|
|
" who_won_fraction: float = 0.2,\n",
|
|
" final_score_fraction=0.2,\n",
|
|
" gamma=0.8,\n",
|
|
") -> np.ndarray:\n",
|
|
" assert who_won_fraction + final_score_fraction <= 1\n",
|
|
" assert final_score_fraction >= 0\n",
|
|
" assert who_won_fraction >= 0\n",
|
|
"\n",
|
|
" gama_table = get_gamma_table(board_history, gamma)\n",
|
|
" combined_score = np.zeros_like(gama_table)\n",
|
|
" combined_score += calculate_direct_score(board_history) * (\n",
|
|
" 1 - (who_won_fraction + final_score_fraction)\n",
|
|
" )\n",
|
|
" combined_score[-1] += (\n",
|
|
" calculate_final_evaluation_for_history(board_history)\n",
|
|
" * final_score_fraction\n",
|
|
" / 0.7\n",
|
|
" )\n",
|
|
" combined_score[-1] += calculate_who_won(board_history) * who_won_fraction\n",
|
|
" for turn in range(SIMULATE_TURNS - 1, 0, -1):\n",
|
|
" values = gama_table[turn] * combined_score[turn]\n",
|
|
" combined_score[turn - 1] += values\n",
|
|
"\n",
|
|
" return combined_score\n",
|
|
"\n",
|
|
"\n",
|
|
"calculate_q_reword(\n",
|
|
" _board_history, gamma=0.7, who_won_fraction=0, final_score_fraction=1\n",
|
|
")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 45,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": "array([-1.53249554e-06, -1.91561943e-06, -2.39452428e-06, -2.99315535e-06,\n -3.74144419e-06, -4.67680524e-06, -5.84600655e-06, -7.30750819e-06,\n -9.13438523e-06, -1.14179815e-05, -1.42724769e-05, -1.78405962e-05,\n -2.23007452e-05, -2.78759315e-05, -3.48449144e-05, -4.35561430e-05,\n -5.44451787e-05, -6.80564734e-05, -8.50705917e-05, -1.06338240e-04,\n -1.32922800e-04, -1.66153499e-04, -2.07691874e-04, -2.59614843e-04,\n -3.24518554e-04, -4.05648192e-04, -5.07060240e-04, -6.33825300e-04,\n -7.92281625e-04, -9.90352031e-04, -1.23794004e-03, -1.54742505e-03,\n -1.93428131e-03, -2.41785164e-03, -3.02231455e-03, -3.77789319e-03,\n -4.72236648e-03, -5.90295810e-03, -7.37869763e-03, -9.22337204e-03,\n -1.15292150e-02, -1.44115188e-02, -1.80143985e-02, -2.25179981e-02,\n -2.81474977e-02, -3.51843721e-02, -4.39804651e-02, -5.49755814e-02,\n -6.87194767e-02, -8.58993459e-02, -1.07374182e-01, -1.34217728e-01,\n -1.67772160e-01, -2.09715200e-01, -2.62144000e-01, -3.27680000e-01,\n -4.09600000e-01, -5.12000000e-01, -6.40000000e-01, -8.00000000e-01,\n -1.00000000e+00, -1.00000000e+00, -1.00000000e+00, -1.00000000e+00,\n -1.00000000e+00, -1.00000000e+00, -1.00000000e+00, -1.00000000e+00,\n -1.00000000e+00, -1.00000000e+00])"
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},
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"execution_count": 45,
|
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"metadata": {},
|
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"output_type": "execute_result"
|
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}
|
|
],
|
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"source": [
|
|
"calculate_q_reword(\n",
|
|
" _board_history, gamma=0.8, who_won_fraction=1, final_score_fraction=0\n",
|
|
")[:, 0]"
|
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]
|
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},
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{
|
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"cell_type": "code",
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"execution_count": 46,
|
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"metadata": {},
|
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"outputs": [
|
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{
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"data": {
|
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"text/plain": "array([ -3.09670969, -0.12088712, -3.9011089 , -1.12638612,\n -5.15798265, -0.19747831, -3.99684789, 1.25394014,\n -4.68257483, 0.39678147, -3.25402317, -0.31752896,\n -4.1469112 , 1.066361 , -2.41704875, 3.22868907,\n -4.71413867, 2.85732667, -2.67834167, 2.90207292,\n -5.12240885, -2.65301107, -7.06626383, 2.41717021,\n -5.72853724, -0.91067155, -7.38833944, -0.4854243 ,\n -4.35678037, 5.80402453, 1.00503067, 7.50628834,\n -1.86713958, 1.41607552, -1.9799056 , 1.27511801,\n -12.15610249, -1.44512812, -5.55641015, 1.80448732,\n -1.49439085, 4.38201144, -0.77248571, 2.78439287,\n -5.26950892, -2.83688614, -14.79610768, -4.7451346 ,\n -12.18141825, 1.02322719, -9.97096602, 6.28629248,\n 4.1078656 , 16.384832 , -0.76896 , 2.7888 ,\n -10.264 , 10.92 , 7.4 , 13. ,\n 0. , 0. , 0. , 0. ,\n 0. , 0. , 0. , 0. ,\n 0. , 0. ])"
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},
|
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"execution_count": 46,
|
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"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"calculate_q_reword(\n",
|
|
" _board_history, gamma=0.8, who_won_fraction=0, final_score_fraction=0\n",
|
|
")[:, 0] * 64"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 47,
|
|
"metadata": {
|
|
"tags": []
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"def weights_init_normal(m):\n",
|
|
" \"\"\"Takes in a module and initializes all linear layers with weight\n",
|
|
" values taken from a normal distribution.\n",
|
|
" Source: https://stackoverflow.com/a/55546528/11003343\n",
|
|
" \"\"\"\n",
|
|
"\n",
|
|
" classname = m.__class__.__name__\n",
|
|
" # for every Linear layer in a model\n",
|
|
" if classname.find(\"Linear\") != -1:\n",
|
|
" y = m.in_features\n",
|
|
" # m.weight.data should be taken from a normal distribution\n",
|
|
" m.weight.data.normal_(0.0, 1 / np.sqrt(y))\n",
|
|
" # m.bias.data should be 0\n",
|
|
" m.bias.data.fill_(0)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 48,
|
|
"metadata": {
|
|
"tags": []
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"class DQLNet(nn.Module):\n",
|
|
" def __init__(self):\n",
|
|
" super().__init__()\n",
|
|
" self.fc1 = nn.Linear(8 * 8 * 2, 128 * 2)\n",
|
|
" self.fc2 = nn.Linear(128 * 2, 128 * 3)\n",
|
|
" self.fc3 = nn.Linear(128 * 3, 128 * 2)\n",
|
|
" self.fc4 = nn.Linear(128 * 2, 1)\n",
|
|
"\n",
|
|
" def forward(self, x):\n",
|
|
" if isinstance(x, np.ndarray):\n",
|
|
" x = torch.from_numpy(x).float()\n",
|
|
" x = torch.flatten(x, 1)\n",
|
|
" x = self.fc1(x)\n",
|
|
" x = functional.relu(x)\n",
|
|
" x = self.fc2(x)\n",
|
|
" x = functional.relu(x)\n",
|
|
" x = self.fc3(x)\n",
|
|
" x = functional.relu(x)\n",
|
|
" x = self.fc4(x)\n",
|
|
" x = torch.tanh(x)\n",
|
|
" return x\n",
|
|
"\n",
|
|
"\n",
|
|
"class DQLSimple(nn.Module):\n",
|
|
" def __init__(self):\n",
|
|
" super().__init__()\n",
|
|
" self.fc1 = nn.Linear(8 * 8 * 2, 64 * 3)\n",
|
|
" self.fc2 = nn.Linear(64 * 3, 128 * 2)\n",
|
|
" self.fc3 = nn.Linear(128 * 2, 1)\n",
|
|
"\n",
|
|
" def forward(self, x):\n",
|
|
" if isinstance(x, np.ndarray):\n",
|
|
" x = torch.from_numpy(x).float()\n",
|
|
" x = torch.flatten(x, 1)\n",
|
|
" x = self.fc1(x)\n",
|
|
" x = functional.relu(x)\n",
|
|
" x = self.fc2(x)\n",
|
|
" x = functional.relu(x)\n",
|
|
" x = self.fc3(x)\n",
|
|
" x = torch.tanh(x)\n",
|
|
" return x\n",
|
|
"\n",
|
|
"\n",
|
|
"assert DQLNet().forward(np.zeros((5, 2, 8, 8))).shape == (5, 1)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 49,
|
|
"metadata": {
|
|
"tags": []
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"class SymmetryMode(Enum):\n",
|
|
" MULTIPLY = \"MULTIPLY\"\n",
|
|
" BREAK_SEQUENCE = \"BREAK_SEQUENCE\""
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 50,
|
|
"metadata": {
|
|
"tags": []
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": "((70, 100, 8, 8), (70, 100, 2))"
|
|
},
|
|
"execution_count": 50,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"_board_history, _action_history = simulate_game(100, (RandomPolicy(1), RandomPolicy(1)))\n",
|
|
"_board_history.shape, _action_history.shape"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 51,
|
|
"metadata": {
|
|
"tags": []
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"(70, 100, 8, 8)\n",
|
|
"(70, 100, 2)\n",
|
|
"(70, 100, 2, 8, 8)\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"text/plain": "<Figure size 1200x600 with 8 Axes>",
|
|
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\n"
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"text/plain": "<Figure size 1200x600 with 8 Axes>",
|
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"image/png": 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\n"
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"def action_to_q_learning_format(\n",
|
|
" board_history: np.ndarray, action_history: np.ndarray\n",
|
|
") -> np.ndarray:\n",
|
|
" q_learning_format = np.zeros(\n",
|
|
" (SIMULATE_TURNS, board_history.shape[1], 2, 8, 8), dtype=float\n",
|
|
" )\n",
|
|
" q_learning_format[:, :, 0, :, :] = board_history\n",
|
|
" q_learning_format[:, :, 1, :, :] = -1\n",
|
|
"\n",
|
|
" game_index = list(range(board_history.shape[1]))\n",
|
|
" for turn_index in range(SIMULATE_TURNS):\n",
|
|
" q_learning_format[\n",
|
|
" turn_index,\n",
|
|
" game_index,\n",
|
|
" 1,\n",
|
|
" action_history[turn_index, game_index, 0],\n",
|
|
" action_history[turn_index, game_index, 1],\n",
|
|
" ] = 1\n",
|
|
" return q_learning_format\n",
|
|
"\n",
|
|
"\n",
|
|
"%timeit action_to_q_learning_format(_board_history, _action_history)\n",
|
|
"%memit action_to_q_learning_format(_board_history, _action_history)\n",
|
|
"\n",
|
|
"\n",
|
|
"plot_othello_boards(\n",
|
|
" action_to_q_learning_format(_board_history, _action_history)[:8, 0, 0]\n",
|
|
")\n",
|
|
"plot_othello_boards(\n",
|
|
" action_to_q_learning_format(_board_history, _action_history)[:8, 0, 1]\n",
|
|
")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 52,
|
|
"metadata": {
|
|
"tags": []
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"65.7 ms ± 8.4 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n",
|
|
"peak memory: 397.79 MiB, increment: 0.00 MiB\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"text/plain": "(2, 2, 2, 70, 100, 2, 8, 8)"
|
|
},
|
|
"execution_count": 52,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"def build_symetry_action(\n",
|
|
" board_history: np.ndarray, action_history: np.ndarray\n",
|
|
") -> np.ndarray:\n",
|
|
" board_history = board_history.copy()\n",
|
|
" board_history[1::2] *= -1\n",
|
|
" q_learning_format = np.zeros(\n",
|
|
" (2, 2, 2, SIMULATE_TURNS, board_history.shape[1], 2, 8, 8)\n",
|
|
" )\n",
|
|
" q_learning_format[0, 0, 0, :, :, :, :, :] = action_to_q_learning_format(\n",
|
|
" board_history, action_history\n",
|
|
" )\n",
|
|
" q_learning_format[1, 0, 0, :, :, :, :, :] = np.transpose(\n",
|
|
" q_learning_format[0, 0, 0, :, :, :, :, :], [0, 1, 2, 4, 3]\n",
|
|
" )\n",
|
|
" q_learning_format[:, 1, 0, :, :, :, :, :] = q_learning_format[\n",
|
|
" :, 0, 0, :, :, :, ::-1, :\n",
|
|
" ]\n",
|
|
" q_learning_format[:, :, 1, :, :, :, :, :] = q_learning_format[\n",
|
|
" :, :, 0, :, :, :, :, ::-1\n",
|
|
" ]\n",
|
|
" return q_learning_format\n",
|
|
"\n",
|
|
"\n",
|
|
"%timeit build_symetry_action(_board_history, _action_history)\n",
|
|
"%memit build_symetry_action(_board_history, _action_history)\n",
|
|
"build_symetry_action(_board_history, _action_history).shape"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 53,
|
|
"metadata": {
|
|
"tags": []
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"def live_history(training_history: pd.DataFrame, max_epochs: int | None):\n",
|
|
" clear_output(wait=True)\n",
|
|
" fig, (ax1, ax2, ax3) = plt.subplots(ncols=3, figsize=(14, 7))\n",
|
|
" _ = training_history[\n",
|
|
" [c for c in training_history.columns if c[1] == \"final_score\"]\n",
|
|
" ].plot(ax=ax1)\n",
|
|
" plt.xlabel(\"epochs\")\n",
|
|
" _ = training_history[[c for c in training_history.columns if \"win\" in c[1]]].plot(\n",
|
|
" ax=ax2\n",
|
|
" )\n",
|
|
" plt.xlabel(\"epochs\")\n",
|
|
" _ = np.sqrt(\n",
|
|
" training_history[[c for c in training_history.columns if \"loss\" == c[0]]]\n",
|
|
" ).plot(ax=ax3)\n",
|
|
" ax3.set_yscale(\"log\")\n",
|
|
" plt.xlabel(\"epochs\")\n",
|
|
" if max_epochs:\n",
|
|
" plt.xlim(0, max_epochs)\n",
|
|
"\n",
|
|
" plt.title(\"Training history\")\n",
|
|
"\n",
|
|
" plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 58,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"class QLPolicy(GamePolicy):\n",
|
|
" # noinspection PyProtectedMember\n",
|
|
" def __init__(\n",
|
|
" self,\n",
|
|
" epsilon: float,\n",
|
|
" neural_network: DQLNet | DQLSimple,\n",
|
|
" symmetry_mode: SymmetryMode,\n",
|
|
" gamma: float = 0.8,\n",
|
|
" who_won_fraction: float = 0,\n",
|
|
" final_score_fraction: float = 0,\n",
|
|
" optimizer: torch.optim.Optimizer | None = None,\n",
|
|
" loss: nn.modules.loss._Loss | None = None,\n",
|
|
" ):\n",
|
|
" super().__init__(epsilon)\n",
|
|
" assert 0 <= gamma <= 1\n",
|
|
" self.gamma: float = gamma\n",
|
|
" del gamma\n",
|
|
" self.symmetry_mode: SymmetryMode = symmetry_mode\n",
|
|
" del symmetry_mode\n",
|
|
" self.neural_network: DQLNet | DQLSimple = neural_network\n",
|
|
" del neural_network\n",
|
|
" self.who_won_fraction: float = who_won_fraction\n",
|
|
" del who_won_fraction\n",
|
|
" self.final_score_fraction: float = final_score_fraction\n",
|
|
" del final_score_fraction\n",
|
|
"\n",
|
|
" if optimizer is None:\n",
|
|
" self.optimizer = torch.optim.Adam(self.neural_network.parameters(), lr=5e-5)\n",
|
|
" else:\n",
|
|
" self.optimizer = optimizer\n",
|
|
" if loss is None:\n",
|
|
" self.loss = nn.MSELoss()\n",
|
|
" else:\n",
|
|
" self.loss = loss\n",
|
|
" self.training_results: list[dict[tuple[str, str], float]] = []\n",
|
|
" self.loss_history: list[float] = []\n",
|
|
"\n",
|
|
" @property\n",
|
|
" def policy_name(self) -> str:\n",
|
|
" symmetry_name = {SymmetryMode.MULTIPLY: \"M\", SymmetryMode.BREAK_SEQUENCE: \"B\"}\n",
|
|
" g = f\"{self.gamma:.1f}\".replace(\".\", \"\")\n",
|
|
" ww = f\"{self.who_won_fraction:.1f}\".replace(\".\", \"\")\n",
|
|
" fsf = f\"{self.final_score_fraction:.1f}\".replace(\".\", \"\")\n",
|
|
" return f\"QL-{symmetry_name[self.symmetry_mode]}-G{g}-WW{ww}-FSF{fsf}-{self.neural_network.__class__.__name__}-{self.loss.__class__.__name__}\"\n",
|
|
"\n",
|
|
" def __repr__(self) -> str:\n",
|
|
" return self.policy_name\n",
|
|
"\n",
|
|
" def __str__(self) -> str:\n",
|
|
" return self.policy_name\n",
|
|
"\n",
|
|
" def _internal_policy(self, boards: np.ndarray) -> np.ndarray:\n",
|
|
" results = np.zeros_like(boards, dtype=float)\n",
|
|
" results = torch.from_numpy(results).float()\n",
|
|
" q_learning_boards = np.zeros((boards.shape[0], 2, 8, 8))\n",
|
|
" q_learning_boards[:, 0, :, :] = boards\n",
|
|
" poss_turns = boards == 0 # checks where fields are empty.\n",
|
|
" poss_turns &= binary_dilation(boards == -1, SURROUNDING)\n",
|
|
" turn_possible = np.any(poss_turns, axis=0)\n",
|
|
" for action_x, action_y in itertools.product(range(8), range(8)):\n",
|
|
" if not turn_possible[action_x, action_y]:\n",
|
|
" continue\n",
|
|
" _q_learning_board = q_learning_boards[\n",
|
|
" poss_turns[range(boards.shape[0]), action_x, action_y]\n",
|
|
" ].copy()\n",
|
|
" _q_learning_board[\n",
|
|
" range(_q_learning_board.shape[0]), 1, action_x, action_y\n",
|
|
" ] = 1\n",
|
|
"\n",
|
|
" ql_result = self.neural_network.forward(_q_learning_board)\n",
|
|
" results[poss_turns[:, action_x, action_y], action_x, action_y] = (\n",
|
|
" ql_result.reshape(-1) + 0.1\n",
|
|
" )\n",
|
|
" return results.cpu().detach().numpy()\n",
|
|
"\n",
|
|
" def generate_trainings_data(\n",
|
|
" self, generate_data_size: int\n",
|
|
" ) -> tuple[torch.Tensor, torch.Tensor]:\n",
|
|
" train_boards, train_actions = simulate_game(generate_data_size, (self, self))\n",
|
|
" action_possible = ~np.all(train_actions[:, :] == -1, axis=2)\n",
|
|
" q_leaning_formatted_action = build_symetry_action(train_boards, train_actions)\n",
|
|
" q_rewords = calculate_q_reword(\n",
|
|
" board_history=train_boards,\n",
|
|
" who_won_fraction=self.who_won_fraction,\n",
|
|
" final_score_fraction=self.final_score_fraction,\n",
|
|
" )\n",
|
|
" q_rewords[1::2, :] *= -1\n",
|
|
" if self.symmetry_mode == SymmetryMode.MULTIPLY:\n",
|
|
" new_q_rewords = np.zeros((2, 2, 2) + q_rewords.shape)\n",
|
|
" for i, k, j in itertools.product((0, 1), (0, 1), (0, 1)):\n",
|
|
" new_q_rewords[i, k, j] = q_rewords\n",
|
|
" q_rewords = new_q_rewords\n",
|
|
" action_possible = np.array([action_possible] * 8).reshape(-1)\n",
|
|
"\n",
|
|
" elif self.symmetry_mode == SymmetryMode.BREAK_SEQUENCE:\n",
|
|
" axis1 = np.random.randint(0, high=2, size=SIMULATE_TURNS, dtype=int)\n",
|
|
" axis2 = np.random.randint(0, high=2, size=SIMULATE_TURNS, dtype=int)\n",
|
|
" axis3 = np.random.randint(0, high=2, size=SIMULATE_TURNS, dtype=int)\n",
|
|
" q_leaning_formatted_action = q_leaning_formatted_action[\n",
|
|
" axis1, axis2, axis3, range(SIMULATE_TURNS)\n",
|
|
" ]\n",
|
|
" action_possible = action_possible.reshape(-1)\n",
|
|
"\n",
|
|
" return (\n",
|
|
" torch.from_numpy(\n",
|
|
" q_leaning_formatted_action.reshape(-1, 2, BOARD_SIZE, BOARD_SIZE)[\n",
|
|
" action_possible\n",
|
|
" ]\n",
|
|
" ).float(),\n",
|
|
" torch.from_numpy(q_rewords.reshape(-1, 1)[action_possible]).float(),\n",
|
|
" )\n",
|
|
"\n",
|
|
" def train_batch(self, nr_of_games: int) -> None:\n",
|
|
" x_train, y_train = self.generate_trainings_data(nr_of_games)\n",
|
|
" y_pred = self.neural_network.forward(x_train)\n",
|
|
" loss_score = self.loss(y_pred, y_train)\n",
|
|
" self.optimizer.zero_grad()\n",
|
|
" self.loss_history.append(loss_score.item())\n",
|
|
" loss_score.backward()\n",
|
|
" # Update the parameters\n",
|
|
" self.optimizer.step()\n",
|
|
" # generate trainings data\n",
|
|
"\n",
|
|
" def evaluate_model(self, compare_models: list[GamePolicy], nr_of_games: int):\n",
|
|
" result_dict: dict[tuple[str, str], float] = {}\n",
|
|
" eval_copy = copy.copy(self)\n",
|
|
" eval_copy._epsilon = 1\n",
|
|
" for model in compare_models:\n",
|
|
" boards_black, _ = simulate_game(nr_of_games, (eval_copy, model))\n",
|
|
" boards_white, _ = simulate_game(nr_of_games, (model, eval_copy))\n",
|
|
" win_eval_white = calculate_who_won(boards_white)\n",
|
|
" win_eval_black = calculate_who_won(boards_black)\n",
|
|
" result_dict[(model.policy_name, \"final_score\")] = (\n",
|
|
" float(\n",
|
|
" np.mean(\n",
|
|
" calculate_final_evaluation_for_history(boards_black)\n",
|
|
" + (calculate_final_evaluation_for_history(boards_white) * -1)\n",
|
|
" )\n",
|
|
" )\n",
|
|
" * 64\n",
|
|
" )\n",
|
|
" result_dict[(model.policy_name, \"white_win\")] = (\n",
|
|
" np.sum(win_eval_white == -1) / nr_of_games\n",
|
|
" )\n",
|
|
" result_dict[(model.policy_name, \"white_lose\")] = (\n",
|
|
" np.sum(win_eval_white == 1) / nr_of_games\n",
|
|
" )\n",
|
|
" result_dict[(model.policy_name, \"black_win\")] = (\n",
|
|
" np.sum(win_eval_black == 1) / nr_of_games\n",
|
|
" )\n",
|
|
" result_dict[(model.policy_name, \"black_lose\")] = (\n",
|
|
" np.sum(win_eval_black == -1) / nr_of_games\n",
|
|
" )\n",
|
|
"\n",
|
|
" result_dict[(\"loss\", \"mean\")] = float(np.mean(np.array(self.loss_history)))\n",
|
|
" result_dict[(\"loss\", \"min\")] = np.min(np.array(self.loss_history))\n",
|
|
" result_dict[(\"loss\", \"max\")] = np.max(np.array(self.loss_history))\n",
|
|
" self.loss_history = []\n",
|
|
" result_dict[(\"base\", \"base\")] = nr_of_games\n",
|
|
" return result_dict\n",
|
|
"\n",
|
|
" def save(self):\n",
|
|
" filename: str = f\"{self.policy_name}-{len(self.training_results)}\"\n",
|
|
" with open(TRAINING_RESULT_PATH / Path(f\"{filename}.pickle\"), \"wb\") as f:\n",
|
|
" pickle.dump(self.training_results, f)\n",
|
|
" torch.save(\n",
|
|
" self.neural_network.state_dict(),\n",
|
|
" TRAINING_RESULT_PATH / Path(f\"{filename}.torch\"),\n",
|
|
" )\n",
|
|
"\n",
|
|
" def load(self):\n",
|
|
" pickle_files = glob.glob(f\"{TRAINING_RESULT_PATH}/{self.policy_name}-*.pickle\")\n",
|
|
" torch_files = glob.glob(f\"{TRAINING_RESULT_PATH}/{self.policy_name}-*.torch\")\n",
|
|
"\n",
|
|
" assert len(pickle_files) == len(torch_files)\n",
|
|
" if not pickle_files:\n",
|
|
" return\n",
|
|
"\n",
|
|
" pickle_dict = {\n",
|
|
" int(file.split(\"-\")[-1].split(\".\")[0]): file for file in pickle_files\n",
|
|
" }\n",
|
|
" torch_dict = {\n",
|
|
" int(file.split(\"-\")[-1].split(\".\")[0]): file for file in torch_files\n",
|
|
" }\n",
|
|
" pickle_file = pickle_dict[max(pickle_dict.keys())]\n",
|
|
" torch_file = torch_dict[max(torch_dict.keys())]\n",
|
|
"\n",
|
|
" with open(pickle_file, \"rb\") as f:\n",
|
|
" self.training_results = pickle.load(f)\n",
|
|
"\n",
|
|
" self.neural_network.load_state_dict(torch.load(Path(torch_file)))\n",
|
|
"\n",
|
|
" def train(\n",
|
|
" self,\n",
|
|
" epochs: int,\n",
|
|
" batches: int,\n",
|
|
" batch_size: int,\n",
|
|
" eval_batch_size: int,\n",
|
|
" compare_with: list[GamePolicy],\n",
|
|
" save_every_epoch: bool = True,\n",
|
|
" live_plot: bool = True,\n",
|
|
" ) -> pd.DataFrame:\n",
|
|
" assert epochs > 0\n",
|
|
" epoch_progress = tqdm(range(epochs), unit=\"epoch\")\n",
|
|
" for _ in epoch_progress:\n",
|
|
" for _ in tqdm(range(batches), unit=\"batch\"):\n",
|
|
" self.train_batch(batch_size)\n",
|
|
" self.training_results.append(\n",
|
|
" self.evaluate_model(compare_with, eval_batch_size)\n",
|
|
" )\n",
|
|
" if save_every_epoch:\n",
|
|
" self.save()\n",
|
|
" if live_plot:\n",
|
|
" self.plot_history()\n",
|
|
" display(epoch_progress.container)\n",
|
|
" return self.history\n",
|
|
"\n",
|
|
" def plot_history(self) -> None:\n",
|
|
" if not self.training_results:\n",
|
|
" return None\n",
|
|
" return live_history(self.history, None)\n",
|
|
"\n",
|
|
" @property\n",
|
|
" def history(self) -> pd.DataFrame:\n",
|
|
" if not self.training_results:\n",
|
|
" return pd.DataFrame()\n",
|
|
" pandas_result = pd.DataFrame(self.training_results)\n",
|
|
" pandas_result.columns = pd.MultiIndex.from_tuples(pandas_result.columns)\n",
|
|
" return pandas_result\n",
|
|
"\n",
|
|
"\n",
|
|
"ql_policy1 = QLPolicy(\n",
|
|
" 0.95,\n",
|
|
" neural_network=DQLNet(),\n",
|
|
" symmetry_mode=SymmetryMode.MULTIPLY,\n",
|
|
" gamma=0.8,\n",
|
|
" who_won_fraction=1,\n",
|
|
" final_score_fraction=0,\n",
|
|
")\n",
|
|
"\n",
|
|
"assert copy.copy(ql_policy1) is not ql_policy1\n",
|
|
"assert copy.copy(ql_policy1).neural_network is ql_policy1.neural_network\n",
|
|
"\n",
|
|
"# noinspection PyProtectedMember\n",
|
|
"t1, t2 = ql_policy1._internal_policy(get_new_games(2))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Symmetry debug"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 59,
|
|
"metadata": {
|
|
"collapsed": false,
|
|
"jupyter": {
|
|
"outputs_hidden": false
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": "(70, 10, 8, 8)"
|
|
},
|
|
"execution_count": 59,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"_train_boards, _train_actions = simulate_game(10, (RandomPolicy(0), RandomPolicy(0)))\n",
|
|
"_action_possible = ~np.all(_train_actions[:, :] == -1, axis=2)\n",
|
|
"_q_leaning_formatted_action = action_to_q_learning_format(_train_boards, _train_actions)\n",
|
|
"_train_boards.shape"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "raw",
|
|
"metadata": {
|
|
"tags": []
|
|
},
|
|
"source": [
|
|
"plot_othello_boards(train_boards[:8, 0])\n",
|
|
"plot_othello_boards(q_leaning_formatted_action[0:8, 0, 1])"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "raw",
|
|
"metadata": {},
|
|
"source": [
|
|
"ql_policy = QLPolicy(\n",
|
|
" 0.95,\n",
|
|
" neural_network=DQLNet(),\n",
|
|
" symmetry_mode=SymmetryMode.MULTIPLY,\n",
|
|
" gamma=0.8,\n",
|
|
" who_won_fraction=0,\n",
|
|
" final_score_fraction=0,\n",
|
|
")\n",
|
|
"_batch_size = 100\n",
|
|
"%timeit ql_policy.train_batch(_batch_size)\n",
|
|
"%memit ql_policy.train_batch(_batch_size)\n",
|
|
"%timeit ql_policy.evaluate_model([RandomPolicy(0)], _batch_size)\n",
|
|
"%memit ql_policy.evaluate_model([RandomPolicy(0)], _batch_size)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "raw",
|
|
"metadata": {},
|
|
"source": [
|
|
"ql_policy = QLPolicy(\n",
|
|
" 0.95,\n",
|
|
" neural_network=DQLNet(),\n",
|
|
" symmetry_mode=SymmetryMode.MULTIPLY,\n",
|
|
" gamma=0.8,\n",
|
|
" who_won_fraction=1,\n",
|
|
" final_score_fraction=0,\n",
|
|
")\n",
|
|
"ql_policy.policy_name"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 60,
|
|
"metadata": {
|
|
"tags": []
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": "'QL-M-G09-WW00-FSF10-DQLSimple-MSELoss'"
|
|
},
|
|
"execution_count": 60,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"ql_policy1 = QLPolicy(\n",
|
|
" 0.92,\n",
|
|
" neural_network=DQLSimple(),\n",
|
|
" symmetry_mode=SymmetryMode.MULTIPLY,\n",
|
|
" gamma=0.9,\n",
|
|
" who_won_fraction=0,\n",
|
|
" final_score_fraction=1,\n",
|
|
")\n",
|
|
"ql_policy1.policy_name"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 61,
|
|
"metadata": {
|
|
"tags": []
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": "'QL-M-G08-WW00-FSF10-DQLSimple-MSELoss'"
|
|
},
|
|
"execution_count": 61,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"ql_policy2 = QLPolicy(\n",
|
|
" 0.92,\n",
|
|
" neural_network=DQLSimple(),\n",
|
|
" symmetry_mode=SymmetryMode.MULTIPLY,\n",
|
|
" gamma=0.8,\n",
|
|
" who_won_fraction=0,\n",
|
|
" final_score_fraction=1,\n",
|
|
")\n",
|
|
"ql_policy2.policy_name"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 62,
|
|
"metadata": {
|
|
"tags": []
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": "'QL-M-G10-WW00-FSF10-DQLSimple-MSELoss'"
|
|
},
|
|
"execution_count": 62,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"ql_policy3 = QLPolicy(\n",
|
|
" 0.92,\n",
|
|
" neural_network=DQLSimple(),\n",
|
|
" symmetry_mode=SymmetryMode.MULTIPLY,\n",
|
|
" gamma=1,\n",
|
|
" who_won_fraction=0,\n",
|
|
" final_score_fraction=1,\n",
|
|
")\n",
|
|
"ql_policy3.policy_name"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 63,
|
|
"metadata": {
|
|
"tags": []
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": "'QL-M-G09-WW10-FSF00-DQLSimple-MSELoss'"
|
|
},
|
|
"execution_count": 63,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"ql_policy4 = QLPolicy(\n",
|
|
" 0.92,\n",
|
|
" neural_network=DQLSimple(),\n",
|
|
" symmetry_mode=SymmetryMode.MULTIPLY,\n",
|
|
" gamma=0.9,\n",
|
|
" who_won_fraction=1,\n",
|
|
" final_score_fraction=0,\n",
|
|
")\n",
|
|
"ql_policy4.policy_name"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 64,
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": "'QL-M-G09-WW03-FSF03-DQLSimple-MSELoss'"
|
|
},
|
|
"execution_count": 64,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"ql_policy5 = QLPolicy(\n",
|
|
" 0.95,\n",
|
|
" neural_network=DQLSimple(),\n",
|
|
" symmetry_mode=SymmetryMode.MULTIPLY,\n",
|
|
" gamma=0.9,\n",
|
|
" who_won_fraction=0.3,\n",
|
|
" final_score_fraction=0.3,\n",
|
|
")\n",
|
|
"ql_policy5.policy_name"
|
|
],
|
|
"metadata": {
|
|
"collapsed": false
|
|
}
|
|
},
|
|
{
|
|
"cell_type": "raw",
|
|
"metadata": {
|
|
"tags": []
|
|
},
|
|
"source": [
|
|
"probes: int = 1000\n",
|
|
"_ = (\n",
|
|
" calculate_board_branching(simulate_game(probes, (ql_policy, ql_policy))[0]) / probes\n",
|
|
").plot(\n",
|
|
" ylim=(0, 1),\n",
|
|
" title=f\"Branching rate for a QL policy with epsilon={ql_policy.epsilon}\",\n",
|
|
")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 65,
|
|
"metadata": {
|
|
"tags": []
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"ql_policy = ql_policy5"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 66,
|
|
"metadata": {
|
|
"tags": []
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"ql_policy.load()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 67,
|
|
"metadata": {
|
|
"tags": []
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"ql_policy.plot_history(None)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {
|
|
"tags": [],
|
|
"pycharm": {
|
|
"is_executing": true
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": "<Figure size 1400x700 with 3 Axes>",
|
|
"image/png": 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\n"
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
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},
|
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{
|
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"data": {
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"text/plain": " 1%|1 | 1/100 [30:05<25:13:50, 917.48s/epoch]",
|
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"application/vnd.jupyter.widget-view+json": {
|
|
"version_major": 2,
|
|
"version_minor": 0,
|
|
"model_id": "7ae3267298af43889c460879d2977699"
|
|
}
|
|
},
|
|
"metadata": {},
|
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"output_type": "display_data"
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},
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{
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"data": {
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"text/plain": " 0%| | 0/10 [00:00<?, ?batch/s]",
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"application/vnd.jupyter.widget-view+json": {
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"version_major": 2,
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"version_minor": 0,
|
|
"model_id": "bd5a0ee6a7474e9face64973d1395802"
|
|
}
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"ql_policy.train(100, 10, 1000, 250, [RandomPolicy(0), GreedyPolicy(0)])"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {
|
|
"tags": []
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"_boards_greedy_l, _ = simulate_game(\n",
|
|
" 500, (RandomPolicy(0), GreedyPolicy(0)), tqdm_on=True\n",
|
|
")\n",
|
|
"_boards_greedy_r, _ = simulate_game(\n",
|
|
" 500, (GreedyPolicy(0), RandomPolicy(0)), tqdm_on=True\n",
|
|
")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {
|
|
"tags": []
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"np.sum(_boards_greedy_l[-1]) / 500, np.sum(_boards_greedy_r[-1]) / 500"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {
|
|
"tags": []
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"ql_policy._epsilon = 1\n",
|
|
"_boards_l, _actions_l = simulate_game(500, (RandomPolicy(0), ql_policy), tqdm_on=True)\n",
|
|
"_boards_r, _actions_r = simulate_game(500, (ql_policy, RandomPolicy(0)), tqdm_on=True)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {
|
|
"tags": []
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"np.sum(_boards_l[-1]) / 500, np.sum(_boards_r[-1]) / 500"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {
|
|
"tags": []
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"_boards_policy_l, _ = simulate_game(500, (ql_policy, GreedyPolicy(0)), tqdm_on=True)\n",
|
|
"_boards_policy_r, _ = simulate_game(500, (GreedyPolicy(0), ql_policy), tqdm_on=True)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {
|
|
"tags": []
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"np.sum(_boards_policy_l[-1]) / 500, np.sum(_boards_policy_r[-1]) / 500"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {
|
|
"tags": []
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"calculate_final_evaluation_for_history(\n",
|
|
" _boards_policy_l\n",
|
|
").mean() * 64, calculate_final_evaluation_for_history(_boards_policy_r).mean() * 64"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"outputs": [],
|
|
"source": [
|
|
"_boards, _scores = simulate_game(1000)"
|
|
],
|
|
"metadata": {
|
|
"collapsed": false
|
|
}
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {
|
|
"tags": []
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"@interact(game_start=\"0\")\n",
|
|
"def plot_training(game_start: int) -> None:\n",
|
|
" boards_at_once = 12\n",
|
|
" if not game_start:\n",
|
|
" return\n",
|
|
" game_start = int(game_start)\n",
|
|
" start = game_start * boards_at_once\n",
|
|
" end = start + boards_at_once\n",
|
|
" boards_selected = _boards[start:end, 0]\n",
|
|
" scores_selected = _scores[start:end, 0]\n",
|
|
"\n",
|
|
" # noinspection PyProtectedMember\n",
|
|
" p_scores = np.max(\n",
|
|
" ql_policy._internal_policy(_boards[start:end, 0].cpu().detach().numpy()),\n",
|
|
" axis=(1, 2),\n",
|
|
" ).tolist()\n",
|
|
"\n",
|
|
" scores2 = np.array(\n",
|
|
" [\n",
|
|
" f\"Q:{float(score[0]):2e}@P:{float(score[1]):2e}\"\n",
|
|
" for score in zip(scores_selected, p_scores)\n",
|
|
" ]\n",
|
|
" )\n",
|
|
" plot_othello_boards(\n",
|
|
" boards_selected,\n",
|
|
" scores=scores2,\n",
|
|
" )"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {
|
|
"tags": []
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"ql_policy.history"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {
|
|
"tags": []
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"policy_list = [\n",
|
|
" RandomPolicy(0),\n",
|
|
" GreedyPolicy(0),\n",
|
|
" ql_policy1,\n",
|
|
" ql_policy2,\n",
|
|
" ql_policy3,\n",
|
|
" ql_policy4,\n",
|
|
" ql_policy5,\n",
|
|
"]\n",
|
|
"\n",
|
|
"RESULTS_FILE: Final[str] = \"results.pickle\"\n",
|
|
"if not os.path.exists(RESULTS_FILE):\n",
|
|
" policy_list = [RandomPolicy(0), GreedyPolicy(0), ql_policy]\n",
|
|
" result_df = pd.DataFrame(\n",
|
|
" index=[policy.policy_name for policy in policy_list],\n",
|
|
" columns=[policy.policy_name for policy in policy_list],\n",
|
|
" )\n",
|
|
"else:\n",
|
|
" result_df = pd.read_pickle(RESULTS_FILE)\n",
|
|
"nr_of_eval_games = 20\n",
|
|
"for policy1, policy2 in tqdm(list(itertools.product(policy_list, policy_list))):\n",
|
|
" if not pd.isna(result_df.at[policy1.policy_name, policy2.policy_name]):\n",
|
|
" continue\n",
|
|
" _result_dict = {}\n",
|
|
" _boards_black, _ = simulate_game(nr_of_eval_games, (policy1, policy2))\n",
|
|
" _win_eval_black = calculate_who_won(_boards_black)\n",
|
|
" _result_dict[\"final_score\"] = float(\n",
|
|
" np.mean(calculate_final_evaluation_for_history(_boards_black))\n",
|
|
" )\n",
|
|
" _result_dict[\"win\"] = np.sum(_win_eval_black == 1) / nr_of_eval_games\n",
|
|
" _result_dict[\"lose\"] = np.sum(_win_eval_black == -1) / nr_of_eval_games\n",
|
|
" result_df.at[policy1.policy_name, policy2.policy_name] = _result_dict\n",
|
|
" result_df.to_pickle(RESULTS_FILE)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {
|
|
"tags": []
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"result_df.applymap(lambda x: x[\"win\"])"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"result_df.applymap(lambda x: x[\"final_score\"])"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"raise NotImplementedError"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {
|
|
"tags": []
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"boards_and_actions, _score = ql_policy.generate_trainings_data(1)\n",
|
|
"print(boards_and_actions.shape)\n",
|
|
"print(_score.shape)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {
|
|
"tags": []
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"boards_and_actions.shape"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {
|
|
"tags": []
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"plot_othello_boards(boards_and_actions[:8, 0])"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {
|
|
"tags": []
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"_score[:8, 0]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {
|
|
"tags": []
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"plot_othello_boards(boards1[:60, 0])"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Train a model"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"# Sources\n",
|
|
"\n",
|
|
"* Game rules and example board images [https://en.wikipedia.org/wiki/Reversi](https://en.wikipedia.org/wiki/Reversi)\n",
|
|
"* Game rules and example game images [https://de.wikipedia.org/wiki/Othello_(Spiel)](https://de.wikipedia.org/wiki/Othello_(Spiel))\n",
|
|
"* Game strategy examples [https://de.wikipedia.org/wiki/Computer-Othello](https://de.wikipedia.org/wiki/Computer-Othello)\n",
|
|
"* Image for 8 directions [https://www.researchgate.net/journal/EURASIP-Journal-on-Image-and-Video-Processing-1687-5281](https://www.researchgate.net/journal/EURASIP-Journal-on-Image-and-Video-Processing-1687-5281)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"import sys\n",
|
|
"\n",
|
|
"\n",
|
|
"def sizeof_fmt(num, suffix=\"B\"):\n",
|
|
" \"\"\"by Fred Cirera, https://stackoverflow.com/a/1094933/1870254, modified\"\"\"\n",
|
|
" for unit in [\"\", \"Ki\", \"Mi\", \"Gi\", \"Ti\", \"Pi\", \"Ei\", \"Zi\"]:\n",
|
|
" if abs(num) < 1024.0:\n",
|
|
" return \"%3.1f %s%s\" % (num, unit, suffix)\n",
|
|
" num /= 1024.0\n",
|
|
" return \"%.1f %s%s\" % (num, \"Yi\", suffix)\n",
|
|
"\n",
|
|
"\n",
|
|
"for name, size in sorted(\n",
|
|
" ((name, sys.getsizeof(value)) for name, value in list(locals().items())),\n",
|
|
" key=lambda x: -x[1],\n",
|
|
")[:20]:\n",
|
|
" print(\"{:>30}: {:>8}\".format(name, sizeof_fmt(size)))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "Python 3 (ipykernel)",
|
|
"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": "3.10.8"
|
|
},
|
|
"toc-autonumbering": true,
|
|
"toc-showcode": false
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 4
|
|
}
|