diff --git a/main.ipynb b/main.ipynb index c1abc67..629e1fc 100644 --- a/main.ipynb +++ b/main.ipynb @@ -1,5 +1,14 @@ { "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Deep Reversi AI\n", + "\n", + "The game is not" + ] + }, { "cell_type": "code", "execution_count": 1, @@ -9,6 +18,13 @@ "%load_ext blackcellmagic" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Imports" + ] + }, { "cell_type": "code", "execution_count": 2, @@ -16,10 +32,19 @@ "outputs": [], "source": [ "import numpy as np\n", + "import abc\n", "from typing import Final\n", "from scipy.ndimage import binary_dilation\n", "from tqdm.auto import tqdm\n", - "import matplotlib.pyplot as plt" + "import matplotlib.pyplot as plt\n", + "from abc import ABC" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Constants" ] }, { @@ -63,6 +88,13 @@ "DIRECTIONS" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Creating new boards" + ] + }, { "cell_type": "code", "execution_count": 5, @@ -134,7 +166,18 @@ "cell_type": "code", "execution_count": 7, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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I1jh/Xwyb1KS4iK5cuYLIyEjExMRg3rx5uHr1qhrjIrU5oe6dVgH5tBBn+y+H3BeCmIExqkbHhsUiOChY1QzyH0VFNHnyZOzcuRPFxcXIz8/HF198galTp6K+3vtptk6nEw6Ho81C94COrnyoUU7swLZXfFRD6xHY1DsoOsXDar29uZuYmIjJkydjxIgROHDgADIzOz6y1Waz4be//W3PRkn+1ywux2TU5oxZrXKo53r0n6UBAwbgO9/5DioqvO8MyMvLg91u9yw1NTU9iSR/CRSX42zq4P2aCrTKoZ7rURE1NDSgsrISQ4cO9bqOyWRCaGhom4XuAWHicipuVsAt+fuYgbbckhsVNzvZW073FEVF9NJLL+HkyZOorq7GBx98gB/84AcIDAzEU089pdb4SC0mqH9HVC/XLWp0NaKqrkrV6MqblbxuUS+iqIi+/PJLPPXUUxg9ejR++MMfIjw8HKdPn8bgwbynS680CuoeR9TJvuJDVw6pehxRUYW/z1shNSnaWb1v3z61xkEiJEO+npAa3JDvO+bF5rLNyJmco0p0UGAQ8svyVXltUgfPNdOzCMgXNfP3X0FAy+t2sqFc/k05SipL/L5V5Gp2oaSyxH83fSRNsIj0LgPqFFFG16stLlwMl9vl17PvXW4XFhcu9svrkXZYRHo3EIC/z4aYhW7tCK++VY2cohy/nn2fXZTNy8b2QiwiAiYCmO6n15oOYEL3Vy84X4BfHfsVAPi8ZdT6vBVHV2D7+e0+vQaJxYvnk+xhAMGQL5LmhrJLgwS0LLOgqIRarfq/Vfiq4Sust66HMcCo6GRYV7MLLrcL2UXZLKFejFtEdNtEAFkAolsed/XX0fr96Jbn+VBCrQrOF2DsprE4Xn0cALrcid36/ePVx5GwKYEl1Mtxi4jaGgjgady+r1kFOj5BNgzycUKT0OmnY0pU36rGY7sf89zXzBpnRWxYbLv7mlXerERRRRHyy/L56VgfwSKijkVAfqsFaH6n1/JvypFbnItc5PJOrzphkPz12Wk3ORwOWCwW+YFZy2TI9+GWIB9NHKKjbNH5nLs+595ydSC73d7lOaZit4i8X8ZIXZJOs0Xnc+7iiM7vgtgi4haRPvI5d33OXUHxiSuiEAAvapy5FvIPR2/ZovM5d33OfQ3kIuwGfnxPRMKxiIhIOBYREQnHIiIi4VhERCQci4iIhGMREZFwLCIiEk5xEf3rX//C/PnzER4ejv79++PBBx9EWVmZGmMjIp1QdGR1XV0dUlJSkJqaiqKiIgwePBhXrlzBwIFq3yCLiPoyRUX0+uuvIyoqCjt27PB8beTIkX4fFBHpi6K3Zu+88w6Sk5Mxd+5cREREICkpCVu3bu30OU6nEw6Ho81CRHQnRUVUVVWF/Px8jBo1CocPH8bSpUuRk5ODXbt2eX2OzWaDxWLxLFFRUT0eNBH1LYqKyO12Y8KECVi1ahWSkpLw85//HD/72c+wefNmr8/Jy8uD3W73LDU1NT0eNBH1LYqKaOjQoRg7dmybr40ZMwZXr171+hyTyYTQ0NA2CxHRnRQVUUpKCi5fvtzma59//jlGjBjh10ERkb4oKqLnn38ep0+fxqpVq1BRUYE9e/bgz3/+M7KystQaHxHpgKIimjRpEg4ePIi9e/di3LhxeO2117Bu3TrMmzdPrfERkQ4ovlRseno60tPT1RgLEekUzzUjIuFYREQkHIuIiIRjERGRcCwiIhKORUREwrGIiEg4FhERCWeQJEnSMtDhcMBiscgPzFomQ74PtwTAAPle4HrJFp3Puetz7vXyP3a7vcuT3RUfWe1X9YJyJZ1mi87n3MURnd8FsUXELSJ95HPu+py7guITV0QhAF7UOHMt5B+O3rJF53Pu+pz7GshF2A3cWU1EwrGIiEg4FhERCcciIiLhWEREJByLiIiEYxERkXAsIiISTlERRUdHw2AwtFt4OyEi6glFR1afPXsWzc3Nnscff/wxZsyYgblz5/p9YESkH4qKaPDgwW0er169GrGxsfj+97/v10ERkb74fK7Z//73P+zevRsvvPACDAaD1/WcTiecTqfnscPh8DWSiPoon3dWv/3227h16xYWLlzY6Xo2mw0Wi8WzREVF+RpJRH2Uz0VUUFAAq9WKyMjITtfLy8uD3W73LDU1Nb5GElEf5dNbs3/+8584cuQI3nrrrS7XNZlMMJlMvsQQkU74tEW0Y8cOREREYPbs2f4eDxHpkOIicrvd2LFjBxYsWACjUewFHomob1BcREeOHMHVq1exaNEiNcZDRDqkeJMmLS0NGt/4g4j6OJ5rRkTCsYiISDgWEREJxyIiIuFYREQkHIuIiIRjERGRcAZJ44OCHA4HLBaL/MCsZTJ4D3TOnXPXUr38j91uR2hoaKerij1Ho15QrqTTbNH5nLs4ovO7ILaIuEWkj3zOXZ9zV1B84oooBMCLGmeuhfzD0Vu26HzOXZ9zXwO5CLuBO6uJSDgWEREJxyIiIuFYREQkHIuIiIRjERGRcCwiIhKORUREwikqoubmZrzyyisYOXIk+vfvj9jYWLz22mu8hjUR9YiiI6tff/115OfnY9euXUhISEBZWRmeeeYZWCwW5OTkqDVGIurjFBXRBx98gDlz5nhurBgdHY29e/eitLRUlcERkT4oemv2ve99D0ePHsXnn38OALh48SLef/99WK1WVQZHRPqgaIto+fLlcDgciI+PR2BgIJqbm7Fy5UrMmzfP63OcTiecTqfnscPh8H20RNQnKdoiOnDgAN58803s2bMHH330EXbt2oU1a9Zg165dXp9js9lgsVg8S1RUVI8HTUR9i6Ii+sUvfoHly5fjxz/+MR588EH85Cc/wfPPPw+bzeb1OXl5ebDb7Z6lpqamx4Mmor5F0Vuzb7/9FgEBbbsrMDAQbrfb63NMJhNMJpNvoyMiXVBURBkZGVi5ciWGDx+OhIQEnD9/Hn/4wx+waNEitcZHRDqgqIjWr1+PV155BcuWLcONGzcQGRmJxYsX49e//rVa4yMiHVBURGazGevWrcO6detUGg4R6RHPNSMi4VhERCQci4iIhGMREZFwLCIiEo5FRETCsYiISDgWEREJZ5A0vs6r3W7HgAED5AchWiaj7X249ZQtOp9zF5MtOr8l+9atW7BYLJ2uqujIan+or6+//aDB+3qq02u26HzOXXf59fX1XRaR5ltEbrcbtbW1MJvNMBgMip7rcDgQFRWFmpoahIaGqjTCezOfc9dftuj8nmZLkoT6+npERka2u2rH3TTfIgoICMCwYcN69BqhoaFC/ijuhXzOXX/ZovN7kt3VllAr7qwmIuFYREQkXK8qIpPJhN/85jfCrvgoMp9z11+26HwtszXfWU1EdLdetUVERH0Ti4iIhGMREZFwLCIiEq5XFdGHH36IwMBAzJ49W7PMhQsXwmAweJbw8HDMnDkT//jHPzQbw/Xr15GdnY2YmBiYTCZERUUhIyMDR48eVTX3zrkHBQXh/vvvx4wZM7B9+/ZO72WnRv6dy8yZM1XP7iy/oqJC9ezr168jNzcXcXFx6NevH+6//36kpKQgPz8f3377rWq5CxcuxBNPPNHu6ydOnIDBYMCtW7dUye1VRVRQUIDs7GycOnUKtbW1muXOnDkT165dw7Vr13D06FEYjUakp6drkl1dXY2JEyfi2LFjeOONN3Dp0iUUFxcjNTUVWVlZque3zr26uhpFRUVITU1Fbm4u0tPT0dTUpFn+ncvevXtVz+0sf+TIkapmVlVVISkpCSUlJVi1ahXOnz+PDz/8EL/85S9RWFiII0eOqJovguanePiqoaEB+/fvR1lZGa5fv46dO3dixYoVmmSbTCYMGTIEADBkyBAsX74cU6dOxddff43Bgwermr1s2TIYDAaUlpYiODjY8/WEhARNbmx559wfeOABTJgwAd/97nfxyCOPYOfOnfjpT3+qWb4IIvKXLVsGo9GIsrKyNr/zmJgYzJkzB33xiJtes0V04MABxMfHY/To0Zg/fz62b98u5BfS0NCA3bt3Iy4uDuHh4apm3bx5E8XFxcjKymrzB9nKczkVjU2fPh3jx4/HW2+9JSS/L/v3v/+NkpISr79zAIpPFu8Nek0RFRQUYP78+QDkzWW73Y6TJ09qkl1YWIiQkBCEhITAbDbjnXfewf79+7s8o7inKioqIEkS4uPjVc3xRXx8PKqrq1XPufNn37qsWrVK9Vxv+XPnzlU1r/V3Pnr06DZfHzRokGcML7/8sqpj6OhnbrVaVc3sFW/NLl++jNLSUhw8eBAAYDQa8aMf/QgFBQWYNm2a6vmpqanIz88HANTV1WHTpk2wWq0oLS3FiBEjVMu9lzfBJUnS5L/Md/7sW4WFhame6y3f21aK2kpLS+F2uzFv3jw4nU5Vszr6mZ85c8azIaCGXlFEBQUFaGpqQmRkpOdrkiTBZDJhw4YN3b7UgK+Cg4MRFxfnebxt2zZYLBZs3boVv//971XLHTVqFAwGAz777DPVMnxVXl6u+k5boP3PXmta58fFxcFgMODy5cttvh4TEwMA6N+/v+pj6GjOX375paqZ9/xbs6amJvzlL3/B2rVrceHCBc9y8eJFREZGavoJSiuDwYCAgAD85z//UTUnLCwMjz32GDZu3IjGxsZ231fro9SuHDt2DJcuXcKTTz4pJL8vCw8Px4wZM7Bhw4YOf+d91T2/RVRYWIi6ujpkZma22/J58sknUVBQgCVLlqg6BqfTievXrwOQ35pt2LABDQ0NyMjIUDUXADZu3IiUlBQ89NBD+N3vfofExEQ0NTXhvffeQ35+PsrLy1XNb517c3MzvvrqKxQXF8NmsyE9PR1PP/20qtl35t/JaDRi0KBBqmeLsmnTJqSkpCA5ORmvvvoqEhMTERAQgLNnz+Kzzz7DxIkTRQ/R/6R7XHp6ujRr1qwOv3fmzBkJgHTx4kXV8hcsWCAB8Cxms1maNGmS9Le//U21zLvV1tZKWVlZ0ogRI6T77rtPeuCBB6THH39cOn78uKq5d87daDRKgwcPlh599FFp+/btUnNzs6rZd+ffuYwePVr17Nb8OXPmaJJ1t9raWunZZ5+VRo4cKQUFBUkhISHSQw89JL3xxhtSY2Ojarne5nz8+HEJgFRXV6dKLi8DQkTC3fP7iIio72MREZFwLCIiEo5FRETCsYiISDgWEREJxyIiIuFYREQkHIuIiIRjERGRcCwiIhKORUREwv0/5cXjC7RPa2sAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "def plot_othello_board(board, ax=None):\n", " size = 3\n", @@ -164,7 +207,10 @@ " ax.set_yticklabels(list(\"12345678\"))\n", " if plot_all:\n", " plt.tight_layout()\n", - " plt.show()" + " plt.show()\n", + "\n", + "\n", + "plot_othello_board(get_new_games(1)[0])" ] }, { @@ -190,16 +236,33 @@ { "cell_type": "code", "execution_count": 9, - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "8.49 ms ± 143 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n", - "80.9 ms ± 537 µs per loop (mean ± std. dev. of 7 runs, 10 loops each)\n" - ] - }, + "data": { + "text/plain": [ + "array([[[1, 1, 1],\n", + " [1, 0, 1],\n", + " [1, 1, 1]]])" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "SURROUNDING: Final = np.array([[[1, 1, 1], [1, 0, 1], [1, 1, 1]]])\n", + "SURROUNDING" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ { "data": { "text/plain": [ @@ -213,13 +276,13 @@ " [False, False, False, False, False, False, False, False]]])" ] }, - "execution_count": 9, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "def recursive_steps(_array, rec_direction, rec_position, step_one=True):\n", + "def recursive_steps(_array, rec_direction, rec_position, step_one=True) -> bool:\n", " rec_position = rec_position + rec_direction\n", " if np.any((rec_position >= BOARD_SIZE) | (rec_position < 0)):\n", " return False\n", @@ -233,9 +296,14 @@ "\n", "\n", "def get_possible_turns(boards: np.ndarray) -> np.ndarray:\n", - " _poss_turns = (boards == 0) & binary_dilation(\n", - " boards == -1, np.array([[[1, 1, 1], [1, 0, 1], [1, 1, 1]]])\n", - " )\n", + " try:\n", + " _poss_turns = boards == 0\n", + " _poss_turns &= binary_dilation(boards == -1, SURROUNDING)\n", + " except RuntimeError as err:\n", + " print(boards)\n", + " print(boards == -1)\n", + " print(\"err\")\n", + " raise err\n", " for game in range(boards.shape[0]):\n", " for idx in range(BOARD_SIZE):\n", " for idy in range(BOARD_SIZE):\n", @@ -249,14 +317,14 @@ " return _poss_turns\n", "\n", "\n", - "%timeit get_possible_turns(get_new_games(10))\n", - "%timeit get_possible_turns(get_new_games(100))\n", + "# %timeit get_possible_turns(get_new_games(10))\n", + "# %timeit get_possible_turns(get_new_games(100))\n", "get_possible_turns(get_new_games(3))[:1]" ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -265,7 +333,7 @@ "(array([2, 2, 2]), array([2, 2, 2]))" ] }, - "execution_count": 10, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -280,35 +348,84 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "def move_possible(board: np.ndarray, move: np.ndarray) -> bool:\n", " if np.all(move == -1):\n", - " return np.all(get_possible_turns(board))\n", + " return not np.any(get_possible_turns(np.reshape(board, (1, 8, 8))))\n", " return any(\n", " recursive_steps(board[:, :], direction, move) for direction in DIRECTIONS\n", " )\n", "\n", "\n", - "def moves_possible(boards: np.ndarray, moves: np.ndarray) -> np.ndarray:\n", - " arr_moves_possible = np.zeros(boards.shape[0], dtype=bool)\n", - " for game in range(boards.shape[0]):\n", - " if np.all(moves[game] == -1):\n", - " arr_moves_possible[game, :, :] = np.all(\n", - " get_possible_turns(boards[game, :, :])\n", - " )\n", - " arr_moves_possible[game, :, :] = any(\n", - " recursive_steps(boards[game, :, :], direction, moves[game])\n", - " for direction in DIRECTIONS\n", - " )\n", - " return arr_moves_possible" + "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": 12, + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "def moves_possible(boards: np.ndarray, moves: np.ndarray) -> np.ndarray:\n", + " arr_moves_possible = np.zeros(boards.shape[0], dtype=bool)\n", + " for game in range(boards.shape[0]):\n", + " if np.all(moves[game] == -1):\n", + " try:\n", + " arr_moves_possible[game] = not np.any(\n", + " get_possible_turns(np.reshape(boards[game], (1, 8, 8)))\n", + " )\n", + " except Exception as err:\n", + " print(test)\n", + " raise err\n", + " else:\n", + " arr_moves_possible[game] = any(\n", + " recursive_steps(boards[game, :, :], direction, moves[game])\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)), np.array([True] * 3)\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -316,15 +433,15 @@ "text/plain": [ "array([[ 0, 0, 0, 0, 0, 0, 0, 0],\n", " [ 0, 0, 0, 0, 0, 0, 0, 0],\n", - " [ 0, 0, 0, -1, 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, 1, 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]])" ] }, - "execution_count": 12, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -334,7 +451,7 @@ " pass\n", "\n", "\n", - "def to_moves(boards: np.ndarray, moves: np.ndarray) -> np.ndarray:\n", + "def do_moves(boards: np.ndarray, moves: np.ndarray) -> np.ndarray:\n", " def _do_directional_move(\n", " board: np.ndarray, rec_move: np.ndarray, rev_direction, step_one=True\n", " ) -> bool:\n", @@ -353,6 +470,8 @@ " return False\n", "\n", " def _do_move(_board: np.ndarray, move: np.ndarray) -> None:\n", + " if np.all(move == -1):\n", + " return\n", " if _board[tuple(move.tolist())] != 0:\n", " raise InvalidTurn\n", " action = False\n", @@ -363,52 +482,632 @@ " raise InvalidTurn()\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", "boards = get_new_games(10)\n", - "to_moves(boards, np.array([[2, 3]] * 10))\n", - "boards = boards * -1\n", - "boards[0]" + "do_moves(boards, np.array([[2, 3]] * 10))[0]" ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ - "to_moves(get_new_games(10), np.array([[2, 3]] * 10))" + "class GamePolicy(ABC):\n", + "\n", + " IMPOSSIBLE: np.ndarray = np.array([-1, -1], dtype=int)\n", + "\n", + " @abc.abstractproperty\n", + " def policy_name(self) -> str:\n", + " raise NotImplementedError()\n", + "\n", + " @abc.abstractmethod\n", + " def internal_policy(self, boards: np.ndarray) -> np.ndarray:\n", + " raise NotImplementedError()\n", + "\n", + " def get_policy(self, boards: np.ndarray) -> np.ndarray:\n", + " policies = self.internal_policy(boards)\n", + " possible_turns = get_possible_turns(boards)\n", + " poss_turns_debug = possible_turns[0]\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)\n", + " # todo check if no turn is possible and return [-1, -1]\n", + " a1 = np.all(policy_vector[:] == 0, 1)\n", + " a2 = policies[:, 0, 0] == -1.0\n", + " no_turn_possible = np.all(policy_vector == 0, 1) & (policies[:, 0, 0] == -1.0)\n", + " if np.any(no_turn_possible):\n", + " cases = np.where(no_turn_possible)\n", + " print(cases)\n", + " print(\"Test\")\n", + "\n", + " policy_vector[no_turn_possible] = GamePolicy.IMPOSSIBLE\n", + " return policy_vector" ] }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "class RandomPolicy(GamePolicy):\n", + " @property\n", + " def policy_name(self) -> str:\n", + " return \"random\"\n", + "\n", + " def internal_policy(self, boards: np.ndarray) -> np.ndarray:\n", + " random_values = np.random.rand(*boards.shape)\n", + " return random_values\n", + " # return np.argmax(random_values, (1, 2))\n", + "\n", + "\n", + "rndpolicy = RandomPolicy()\n", + "assert rndpolicy.policy_name == \"random\"" + ] + }, + { + "cell_type": "code", + "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "array([[4, 3],\n", - " [4, 3],\n", - " [4, 3],\n", - " [4, 3],\n", - " [4, 3],\n", - " [4, 3],\n", - " [4, 3],\n", - " [4, 3],\n", - " [4, 3],\n", - " [4, 3]])" + "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, 1, 0, 0, 0],\n", + " [ 0, 0, 0, 0, 0, 0, 0, 0],\n", + " [ 0, 0, 0, 0, 0, 0, 0, 0]])" ] }, - "execution_count": 14, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "np.array([[4, 3]] * 10)" + "def single_turn(current_boards: np, policy: GamePolicy) -> np.ndarray:\n", + " policy_results = policy.get_policy(current_boards)\n", + " poss = moves_possible(current_boards, policy_results)\n", + " if not np.all(poss):\n", + " false_values = np.where(poss == False)\n", + " bad_boards = current_boards[false_values]\n", + " bad_policy = policy_results[false_values]\n", + " print(\"test\")\n", + "\n", + " try:\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", + " except AssertionError as err:\n", + " raise err\n", + "\n", + " return do_moves(current_boards, policy_results)\n", + "\n", + "\n", + "single_turn(get_new_games(10), RandomPolicy())[0]" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(array([1], dtype=int64),)\n", + "Test\n", + "(array([1], dtype=int64),)\n", + "Test\n", + "(array([0, 4, 5, 7, 8], dtype=int64),)\n", + "Test\n" + ] + }, + { + "data": { + "text/plain": [ + "array([[[[ 0., 0., 0., ..., 0., 0., 0.],\n", + " [ 0., 0., 0., ..., 0., 0., 0.],\n", + " [ 0., 0., 0., ..., 0., 0., 0.],\n", + " ...,\n", + " [ 0., 0., 0., ..., 0., 0., 0.],\n", + " [ 0., 0., 0., ..., 0., 0., 0.],\n", + " [ 0., 0., 0., ..., 0., 0., 0.]],\n", + "\n", + " [[ 0., 0., 0., ..., 0., 0., 0.],\n", + " [ 0., 0., 0., ..., 0., 0., 0.],\n", + " [ 0., 0., 0., ..., 0., 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0.],\n", + " [ 0., 0., 0., ..., 0., 0., 0.]],\n", + "\n", + " [[ 0., 0., 0., ..., 0., 0., 0.],\n", + " [ 0., 0., 0., ..., 0., 0., 0.],\n", + " [ 0., 0., 0., ..., 0., 0., 0.],\n", + " ...,\n", + " [ 0., 0., 0., ..., 0., 0., 0.],\n", + " [ 0., 0., 0., ..., 0., 0., 0.],\n", + " [ 0., 0., 0., ..., 0., 0., 0.]]]])" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def simulate_game(\n", + " nr_of_games: int,\n", + " policies: tuple[GamePolicy, GamePolicy],\n", + ") -> np.ndarray:\n", + " history_stack = np.zeros((70, nr_of_games, 8, 8))\n", + " current_boards = get_new_games(nr_of_games)\n", + " index_counter = 0\n", + " for i in range(60):\n", + " policy_index = i % 2\n", + " policy = policies[policy_index]\n", + " if policy_index == 0:\n", + " current_boards = current_boards * -1\n", + " try:\n", + " current_boards = single_turn(current_boards, policy)\n", + " except RuntimeError as err:\n", + " print(\"Err\")\n", + " print(history_stack)\n", + " raise err\n", + " if policy_index == 0:\n", + " current_boards = current_boards * -1\n", + "\n", + " history_stack[index_counter] = current_boards\n", + " index_counter += 1\n", + " return history_stack\n", + "\n", + "\n", + "simulate_game(10, (RandomPolicy(), RandomPolicy()))" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[[ 0, 0, 0, 0, 0, 0, 0, 0],\n", + " [ 0, 0, 0, -1, 0, -1, 0, 0],\n", + " [ 0, 0, 1, 1, 1, 1, 0, 0],\n", + " [ 0, 0, 0, -1, 1, 0, 0, 0],\n", + " [ 0, 0, -1, -1, -1, 0, 0, 0],\n", + " [ 0, 0, 1, -1, 0, 0, 0, 0],\n", + " [ 0, 0, 0, 0, 0, 0, 0, 0],\n", + " [ 0, 0, 0, 0, 0, 0, 0, 0]],\n", + "\n", + " [[ 0, 0, 0, 0, 0, 0, 0, 0],\n", + " [ 0, 0, 0, 0, -1, -1, -1, 0],\n", + " [ 0, 0, 1, 0, -1, 0, 0, 0],\n", + " [ 0, 0, 0, 1, -1, 0, 0, 0],\n", + " [ 0, 0, 0, -1, 1, -1, -1, 0],\n", + " [ 0, 0, -1, 0, 0, 1, 0, 0],\n", + " [ 0, 0, 0, 0, 0, 0, 0, 0],\n", + " [ 0, 0, 0, 0, 0, 0, 0, 0]]])" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "arr = np.array(\n", + " [\n", + " [\n", + " [0, 0, 0, 0, 0, 0, 0, 0],\n", + " [0, 0, 0, -1, 0, -1, 0, 0],\n", + " [0, 0, 1, 1, 1, 1, 0, 0],\n", + " [0, 0, 0, -1, 1, 0, 0, 0],\n", + " [0, 0, -1, -1, -1, 0, 0, 0],\n", + " [0, 0, 1, -1, 0, 0, 0, 0],\n", + " [0, 0, 0, 0, 0, 0, 0, 0],\n", + " [0, 0, 0, 0, 0, 0, 0, 0],\n", + " ],\n", + " [\n", + " [0, 0, 0, 0, 0, 0, 0, 0],\n", + " [0, 0, 0, 0, -1, -1, -1, 0],\n", + " [0, 0, 1, 0, -1, 0, 0, 0],\n", + " [0, 0, 0, 1, -1, 0, 0, 0],\n", + " [0, 0, 0, -1, 1, -1, -1, 0],\n", + " [0, 0, -1, 0, 0, 1, 0, 0],\n", + " [0, 0, 0, 0, 0, 0, 0, 0],\n", + " [0, 0, 0, 0, 0, 0, 0, 0],\n", + " ],\n", + " ]\n", + ")\n", + "arr" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[[False, False, True, True, True, True, True, False],\n", + " [False, False, False, False, False, False, False, False],\n", + " [False, False, False, False, False, False, False, False],\n", + " [False, False, True, False, False, False, False, False],\n", + " [False, False, False, False, False, False, False, False],\n", + " [False, True, False, False, True, True, False, False],\n", + " [False, False, False, True, False, False, False, False],\n", + " [False, False, False, False, False, False, False, False]],\n", + "\n", + " [[False, False, False, False, True, False, True, False],\n", + " [False, False, False, False, False, False, False, False],\n", + " [False, False, False, False, False, False, False, False],\n", + " [False, False, False, False, False, True, False, True],\n", + " [False, False, True, False, False, False, False, True],\n", + " [False, False, False, True, False, False, False, False],\n", + " [False, False, False, False, False, False, False, False],\n", + " [False, False, False, False, False, False, False, False]]])" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "get_possible_turns(arr)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array([ True, True])" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "moves_possible(arr, RandomPolicy().get_policy(arr))" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[0, 4],\n", + " [4, 7]], dtype=int64)" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "RandomPolicy().get_policy(arr)" ] }, { @@ -416,7 +1115,251 @@ "execution_count": null, "metadata": {}, "outputs": [], - "source": [] + "source": [ + "import numpy as np\n", + "\n", + "\n", + "def create_test_game():\n", + " test_array = [\n", + " [\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],\n", + " [0, 0, 0, 1, 2, 0, 0, 0],\n", + " [0, 0, 0, 2, 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],\n", + " ],\n", + " [\n", + " [0, 0, 0, 0, 0, 0, 0, 0],\n", + " [0, 0, 0, 0, 0, 0, 0, 0],\n", + " [0, 0, 0, 2, 0, 0, 0, 0],\n", + " [0, 0, 0, 2, 2, 0, 0, 0],\n", + " [0, 0, 0, 2, 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],\n", + " ],\n", + " [\n", + " [0, 0, 0, 0, 0, 0, 0, 0],\n", + " [0, 0, 0, 0, 0, 0, 0, 0],\n", + " [0, 0, 0, 2, 0, 0, 0, 0],\n", + " [0, 0, 0, 2, 2, 0, 0, 0],\n", + " [0, 0, 1, 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],\n", + " ],\n", + " [\n", + " [0, 0, 0, 0, 0, 0, 0, 0],\n", + " [0, 0, 0, 0, 0, 0, 0, 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0, 0, 2, 1, 2, 2, 0],\n", + " [0, 0, 0, 2, 1, 1, 2, 0],\n", + " [2, 2, 2, 2, 1, 2, 2, 2],\n", + " [0, 2, 0, 1, 1, 2, 0, 0],\n", + " [0, 0, 0, 0, 0, 2, 0, 0],\n", + " [0, 0, 0, 0, 0, 0, 0, 0],\n", + " ],\n", + " [\n", + " [0, 0, 0, 0, 2, 0, 0, 0],\n", + " [0, 0, 2, 2, 0, 2, 0, 0],\n", + " [0, 0, 0, 2, 1, 2, 2, 0],\n", + " [0, 0, 0, 2, 1, 1, 2, 0],\n", + " [2, 2, 2, 2, 1, 2, 2, 2],\n", + " [0, 2, 0, 1, 1, 2, 0, 0],\n", + " [0, 0, 0, 0, 0, 2, 0, 0],\n", + " [0, 0, 0, 0, 0, 0, 0, 0],\n", + " ],\n", + " ]\n", + " test_array = np.array(test_array)\n", + "\n", + " # swapp 2 by one. 2 was only there for homogenous formating and easier readability while coading.\n", + " test_array[test_array == 2] = -1\n", + " assert np.all(\n", + " np.count_nonzero(test_array, axis=(1, 2))\n", + " == np.arange(4, 4 + test_array.shape[0])\n", + " )\n", + "\n", + " # validated that only one stone is added per turn\n", + " zero_array = test_array == 0\n", + " diff = zero_array != np.roll(zero_array, 1, axis=0)\n", + " turns = np.where(diff[1:])\n", + " arr = np.array(turns)[0]\n", + " assert len(arr) == len(set(arr))\n", + "\n", + " return test_array" + ] }, { "cell_type": "code", @@ -424,308 +1367,6 @@ "metadata": {}, "outputs": [], "source": [ - "def create_test_game():\n", - " test_array = []\n", - " test_array.append(\n", - " np.array(\n", - " [\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],\n", - " [0, 0, 0, 1, 2, 0, 0, 0],\n", - " [0, 0, 0, 2, 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],\n", - " ]\n", - " )\n", - " )\n", - " test_array.append(\n", - " np.array(\n", - " [\n", - " [0, 0, 0, 0, 0, 0, 0, 0],\n", - " [0, 0, 0, 0, 0, 0, 0, 0],\n", - " [0, 0, 0, 2, 0, 0, 0, 0],\n", - " [0, 0, 0, 2, 2, 0, 0, 0],\n", - " [0, 0, 0, 2, 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],\n", - " ]\n", - " )\n", - " )\n", - " test_array.append(\n", - " np.array(\n", - " [\n", - " [0, 0, 0, 0, 0, 0, 0, 0],\n", - " [0, 0, 0, 0, 0, 0, 0, 0],\n", - " [0, 0, 0, 2, 0, 0, 0, 0],\n", - " [0, 0, 0, 2, 2, 0, 0, 0],\n", - " [0, 0, 1, 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],\n", - " ]\n", - " )\n", - " )\n", - " test_array.append(\n", - " np.array(\n", - " [\n", - " [0, 0, 0, 0, 0, 0, 0, 0],\n", - " [0, 0, 0, 0, 0, 0, 0, 0],\n", - " [0, 0, 0, 2, 0, 0, 0, 0],\n", - " [0, 0, 0, 2, 2, 0, 0, 0],\n", - " [0, 0, 2, 1, 1, 0, 0, 0],\n", - " [0, 2, 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", - " ]\n", - " )\n", - " )\n", - " test_array.append(\n", - " np.array(\n", - " [\n", - " [0, 0, 0, 0, 0, 0, 0, 0],\n", - " [0, 0, 0, 1, 0, 0, 0, 0],\n", - " [0, 0, 0, 1, 0, 0, 0, 0],\n", - " [0, 0, 0, 1, 2, 0, 0, 0],\n", - " [0, 0, 2, 1, 1, 0, 0, 0],\n", - " [0, 2, 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", - " ]\n", - " )\n", - " )\n", - " test_array.append(\n", - " np.array(\n", - " [\n", - " [0, 0, 0, 0, 0, 0, 0, 0],\n", - " [0, 0, 2, 1, 0, 0, 0, 0],\n", - " [0, 0, 0, 2, 0, 0, 0, 0],\n", - " [0, 0, 0, 1, 2, 0, 0, 0],\n", - " [0, 0, 2, 1, 1, 0, 0, 0],\n", - " [0, 2, 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", - " ]\n", - " )\n", - " )\n", - " test_array.append(\n", - " np.array(\n", - " [\n", - " [0, 0, 0, 0, 0, 0, 0, 0],\n", - " [0, 0, 2, 1, 0, 0, 0, 0],\n", - " [0, 0, 0, 2, 0, 0, 0, 0],\n", - " [0, 0, 0, 1, 2, 0, 0, 0],\n", - " [0, 0, 2, 2, 2, 2, 0, 0],\n", - " [0, 2, 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", - " ]\n", - " )\n", - " )\n", - " test_array.append(\n", - " np.array(\n", - " [\n", - " [0, 0, 0, 0, 0, 0, 0, 0],\n", - " [0, 0, 2, 1, 0, 0, 0, 0],\n", - " [0, 0, 0, 2, 0, 0, 0, 0],\n", - " [0, 0, 0, 1, 1, 1, 0, 0],\n", - " [0, 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0, 0, 0, 2, 0, 0],\n", - " [0, 0, 0, 0, 0, 0, 0, 0],\n", - " ]\n", - " )\n", - " )\n", - " test_array.append(\n", - " np.array(\n", - " [\n", - " [0, 0, 0, 0, 0, 0, 0, 0],\n", - " [0, 0, 2, 1, 0, 1, 0, 0],\n", - " [0, 0, 0, 2, 1, 2, 2, 0],\n", - " [0, 0, 0, 2, 2, 1, 2, 0],\n", - " [2, 2, 2, 2, 2, 2, 2, 2],\n", - " [0, 2, 0, 1, 0, 2, 0, 0],\n", - " [0, 0, 0, 0, 0, 2, 0, 0],\n", - " [0, 0, 0, 0, 0, 0, 0, 0],\n", - " ]\n", - " )\n", - " )\n", - " test_array.append(\n", - " np.array(\n", - " [\n", - " [0, 0, 0, 0, 0, 0, 0, 0],\n", - " [0, 0, 2, 1, 0, 1, 0, 0],\n", - " [0, 0, 0, 2, 1, 2, 2, 0],\n", - " [0, 0, 0, 2, 1, 1, 2, 0],\n", - " [2, 2, 2, 2, 1, 2, 2, 2],\n", - " [0, 2, 0, 1, 1, 2, 0, 0],\n", - " [0, 0, 0, 0, 0, 2, 0, 0],\n", - " [0, 0, 0, 0, 0, 0, 0, 0],\n", - " ]\n", - " )\n", - " )\n", - " test_array = np.array(test_array)\n", - " test_array[test_array == 2] = -1\n", - " assert np.all(np.diff(np.count_nonzero(create_test_game(), axis=(1, 2))) == 1)\n", - " return test_array\n", - 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[package.extras] @@ -1221,24 +171,24 @@ python2 = ["typed-ast (>=1.4.3)"] uvloop = ["uvloop (>=0.15.2)"] [[package]] -category = "dev" -description = "IPython magic command to format python code in cell using black." name = "blackcellmagic" +version = "0.0.3" +description = "IPython magic command to format python code in cell using black." +category = "dev" optional = false python-versions = ">=3.6.2,<4.0.0" -version = "0.0.3" [package.dependencies] black = ">=21.9b0,<22.0" jupyter = ">=1.0.0,<2.0.0" [[package]] -category = "main" -description = "An easy safelist-based HTML-sanitizing tool." name = "bleach" +version = "6.0.0" +description = "An easy safelist-based HTML-sanitizing tool." +category = "main" optional = false python-versions = ">=3.7" -version = "6.0.0" [package.dependencies] six = ">=1.9.0" @@ -1248,50 +198,66 @@ webencodings = "*" css = ["tinycss2 (>=1.1.0,<1.2)"] [[package]] +name = "certifi" +version = "2022.12.7" +description = "Python package for providing Mozilla's CA Bundle." category = "main" -description = "Foreign Function Interface for Python calling C code." +optional = false +python-versions = ">=3.6" + +[[package]] name = "cffi" +version = "1.15.1" +description = "Foreign Function Interface for Python calling C code." +category = "main" optional = false python-versions = "*" -version = "1.15.1" [package.dependencies] pycparser = "*" [[package]] -category = "dev" -description = "Validate configuration and produce human readable error messages." name = "cfgv" +version = "3.3.1" +description = "Validate configuration and produce human readable error messages." +category = "dev" optional = false python-versions = ">=3.6.1" -version = "3.3.1" [[package]] -category = "dev" -description = "Composable command line interface toolkit" +name = "charset-normalizer" +version = "3.0.1" +description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet." +category = "main" +optional = false +python-versions = "*" + +[[package]] name = "click" +version = "8.1.3" +description = "Composable command line interface toolkit" +category = "dev" optional = false python-versions = ">=3.7" -version = "8.1.3" [package.dependencies] colorama = {version = "*", markers = "platform_system == \"Windows\""} [[package]] -category = "main" -description = "Cross-platform colored terminal text." name = "colorama" +version = "0.4.6" +description = "Cross-platform colored terminal text." +category = "main" optional = false python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7" -version = "0.4.6" [[package]] -category = "main" -description = "Jupyter Python Comm implementation, for usage in ipykernel, xeus-python etc." name = "comm" +version = "0.1.2" +description = "Jupyter Python Comm implementation, for usage in ipykernel, xeus-python etc." +category = "main" optional = false python-versions = ">=3.6" -version = "0.1.2" [package.dependencies] traitlets = ">=5.3" @@ -1300,12 +266,12 @@ traitlets = ">=5.3" test = ["pytest"] [[package]] -category = "main" -description = "Python library for calculating contours of 2D quadrilateral grids" name = "contourpy" +version = "1.0.7" +description = "Python library for calculating contours of 2D quadrilateral grids" +category = "main" optional = false python-versions = ">=3.8" -version = "1.0.7" [package.dependencies] numpy = ">=1.16" @@ -1318,97 +284,97 @@ test = ["Pillow", "matplotlib", "pytest"] test-no-images = ["pytest"] [[package]] -category = "main" -description = "Composable style cycles" name = "cycler" +version = "0.11.0" +description = "Composable style cycles" +category = "main" optional = false python-versions = ">=3.6" -version = "0.11.0" [[package]] -category = "main" -description = "An implementation of the Debug Adapter Protocol for Python" name = "debugpy" +version = "1.6.6" +description = "An implementation of the Debug Adapter Protocol for Python" +category = "main" optional = false python-versions = ">=3.7" -version = "1.6.6" [[package]] -category = "main" -description = "Decorators for Humans" name = "decorator" +version = "5.1.1" +description = "Decorators for Humans" +category = "main" optional = false python-versions = ">=3.5" -version = "5.1.1" [[package]] -category = "main" -description = "XML bomb protection for Python stdlib modules" name = "defusedxml" +version = "0.7.1" +description = "XML bomb protection for Python stdlib modules" +category = "main" optional = false python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*" -version = "0.7.1" [[package]] -category = "dev" -description = "Distribution utilities" name = "distlib" +version = "0.3.6" +description = "Distribution utilities" +category = "dev" optional = false python-versions = "*" -version = "0.3.6" [[package]] -category = "main" -description = "Backport of PEP 654 (exception groups)" name = "exceptiongroup" +version = "1.1.0" +description = "Backport of PEP 654 (exception groups)" +category = "main" optional = false python-versions = ">=3.7" -version = "1.1.0" [package.extras] test = ["pytest (>=6)"] [[package]] -category = "main" -description = "Get the currently executing AST node of a frame, and other information" name = "executing" +version = "1.2.0" +description = "Get the currently executing AST node of a frame, and other information" +category = "main" optional = false python-versions = "*" -version = "1.2.0" [package.extras] tests = ["asttokens", "littleutils", "pytest", "rich"] [[package]] -category = "main" -description = "Fastest Python implementation of JSON schema" name = "fastjsonschema" +version = "2.16.2" +description = "Fastest Python implementation of JSON schema" +category = "main" optional = false python-versions = "*" -version = "2.16.2" [package.extras] devel = ["colorama", "json-spec", "jsonschema", "pylint", "pytest", "pytest-benchmark", "pytest-cache", "validictory"] [[package]] -category = "dev" -description = "A platform independent file lock." name = "filelock" +version = "3.9.0" +description = "A platform independent file lock." +category = "dev" optional = false python-versions = ">=3.7" -version = "3.9.0" [package.extras] docs = ["furo (>=2022.12.7)", "sphinx (>=5.3)", "sphinx-autodoc-typehints (>=1.19.5)"] testing = ["covdefaults (>=2.2.2)", "coverage (>=7.0.1)", "pytest (>=7.2)", "pytest-cov (>=4)", "pytest-timeout (>=2.1)"] [[package]] -category = "main" -description = "Tools to manipulate font files" name = "fonttools" +version = "4.38.0" +description = "Tools to manipulate font files" +category = "main" optional = false python-versions = ">=3.7" -version = "4.38.0" [package.extras] all = ["brotli (>=1.0.1)", "brotlicffi (>=0.8.0)", "fs (>=2.2.0,<3)", "lxml (>=4.0,<5)", "lz4 (>=1.7.4.2)", "matplotlib", "munkres", "scipy", "skia-pathops (>=0.5.0)", "sympy", "uharfbuzz (>=0.23.0)", "unicodedata2 (>=14.0.0)", "xattr", "zopfli (>=0.1.4)"] @@ -1425,54 +391,55 @@ unicode = ["unicodedata2 (>=14.0.0)"] woff = ["brotli (>=1.0.1)", "brotlicffi (>=0.8.0)", "zopfli (>=0.1.4)"] [[package]] -category = "main" -description = "Validates fully-qualified domain names against RFC 1123, so that they are acceptable to modern bowsers" name = "fqdn" +version = "1.5.1" +description = "Validates fully-qualified domain names against RFC 1123, so that they are acceptable to modern bowsers" +category = "main" optional = false python-versions = ">=2.7, !=3.0, !=3.1, !=3.2, !=3.3, !=3.4, <4" -version = "1.5.1" [[package]] -category = "dev" -description = "File identification library for Python" name = "identify" +version = "2.5.17" +description = "File identification library for Python" +category = "dev" optional = false python-versions = ">=3.7" -version = "2.5.17" [package.extras] license = ["ukkonen"] [[package]] -category = "main" -description = "Internationalized Domain Names in Applications (IDNA)" name = "idna" +version = "3.4" +description = "Internationalized Domain Names in Applications (IDNA)" +category = "main" optional = false python-versions = ">=3.5" -version = "3.4" [[package]] -category = "main" -description = "brain-dead simple config-ini parsing" name = "iniconfig" +version = "2.0.0" +description = "brain-dead simple config-ini parsing" +category = "main" optional = false python-versions = ">=3.7" -version = "2.0.0" [[package]] -category = "main" -description = "IPython Kernel for Jupyter" name = "ipykernel" +version = "6.21.1" +description = "IPython Kernel for Jupyter" +category = "main" optional = false python-versions = ">=3.8" -version = "6.20.2" [package.dependencies] appnope = {version = "*", markers = "platform_system == \"Darwin\""} comm = ">=0.1.1" -debugpy = ">=1.0" +debugpy = ">=1.6.5" ipython = ">=7.23.1" jupyter-client = ">=6.1.12" +jupyter-core = ">=4.12,<5.0.0 || >=5.1.0" matplotlib-inline = ">=0.1" nest-asyncio = "*" packaging = "*" @@ -1489,12 +456,12 @@ pyside6 = ["pyside6"] test = ["flaky", "ipyparallel", "pre-commit", "pytest (>=7.0)", "pytest-asyncio", "pytest-cov", "pytest-timeout"] [[package]] -category = "main" -description = "Unit tests in IPython notebooks" name = "ipytest" +version = "0.13.0" +description = "Unit tests in IPython notebooks" +category = "main" optional = false python-versions = ">=3.6" -version = "0.13.0" [package.dependencies] ipython = "*" @@ -1502,12 +469,12 @@ packaging = "*" pytest = ">=5.4" [[package]] -category = "main" -description = "IPython: Productive Interactive Computing" name = "ipython" +version = "8.9.0" +description = "IPython: Productive Interactive Computing" +category = "main" optional = false python-versions = ">=3.8" -version = "8.8.0" [package.dependencies] appnope = {version = "*", markers = "sys_platform == \"darwin\""} @@ -1518,7 +485,7 @@ jedi = ">=0.16" matplotlib-inline = "*" pexpect = {version = ">4.3", markers = "sys_platform != \"win32\""} pickleshare = "*" -prompt-toolkit = ">=3.0.11,<3.1.0" +prompt-toolkit = ">=3.0.30,<3.1.0" pygments = ">=2.4.0" stack-data = "*" traitlets = ">=5" @@ -1537,20 +504,20 @@ test = ["pytest (<7.1)", "pytest-asyncio", "testpath"] test-extra = ["curio", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.20)", "pandas", "pytest (<7.1)", "pytest-asyncio", "testpath", "trio"] [[package]] -category = "main" -description = "Vestigial utilities from IPython" name = "ipython-genutils" +version = "0.2.0" +description = "Vestigial utilities from IPython" +category = "main" optional = false python-versions = "*" -version = "0.2.0" [[package]] -category = "main" -description = "Jupyter interactive widgets" name = "ipywidgets" +version = "8.0.4" +description = "Jupyter interactive widgets" +category = "main" optional = false python-versions = ">=3.7" -version = "8.0.4" [package.dependencies] ipykernel = ">=4.5.1" @@ -1563,23 +530,23 @@ widgetsnbextension = ">=4.0,<5.0" test = ["jsonschema", "pytest (>=3.6.0)", "pytest-cov", "pytz"] [[package]] -category = "main" -description = "Operations with ISO 8601 durations" name = "isoduration" +version = "20.11.0" +description = "Operations with ISO 8601 durations" +category = "main" optional = false python-versions = ">=3.7" -version = "20.11.0" [package.dependencies] arrow = ">=0.15.0" [[package]] -category = "main" -description = "An autocompletion tool for Python that can be used for text editors." name = "jedi" +version = "0.18.2" +description = "An autocompletion tool for Python that can be used for text editors." +category = "main" optional = false python-versions = ">=3.6" -version = "0.18.2" [package.dependencies] parso = ">=0.8.0,<0.9.0" @@ -1590,12 +557,12 @@ qa = ["flake8 (==3.8.3)", "mypy (==0.782)"] testing = ["Django (<3.1)", "attrs", "colorama", "docopt", "pytest (<7.0.0)"] [[package]] -category = "main" -description = "A very fast and expressive template engine." name = "jinja2" +version = "3.1.2" +description = "A very fast and expressive template engine." +category = "main" optional = false python-versions = ">=3.7" -version = "3.1.2" [package.dependencies] MarkupSafe = ">=2.0" @@ -1604,20 +571,31 @@ MarkupSafe = ">=2.0" i18n = ["Babel (>=2.7)"] [[package]] +name = "json5" +version = "0.9.11" +description = "A Python implementation of the JSON5 data format." category = "main" -description = "Identify specific nodes in a JSON document (RFC 6901)" -name = "jsonpointer" optional = false -python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*" -version = "2.3" +python-versions = "*" + +[package.extras] +dev = ["hypothesis"] [[package]] +name = "jsonpointer" +version = "2.3" +description = "Identify specific nodes in a JSON document (RFC 6901)" category = "main" -description = "An implementation of JSON Schema validation for Python" +optional = false +python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*" + +[[package]] name = "jsonschema" +version = "4.17.3" +description = "An implementation of JSON Schema validation for Python" +category = "main" optional = false python-versions = ">=3.7" -version = "4.17.3" [package.dependencies] attrs = ">=17.4.0" @@ -1636,12 +614,12 @@ format = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validat format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3986-validator (>0.1.0)", "uri-template", "webcolors (>=1.11)"] [[package]] -category = "main" -description = "Jupyter metapackage. Install all the Jupyter components in one go." name = "jupyter" +version = "1.0.0" +description = "Jupyter metapackage. Install all the Jupyter components in one go." +category = "main" optional = false python-versions = "*" -version = "1.0.0" [package.dependencies] ipykernel = "*" @@ -1652,12 +630,12 @@ notebook = "*" qtconsole = "*" [[package]] -category = "main" -description = "Jupyter protocol implementation and client libraries" name = "jupyter-client" +version = "8.0.2" +description = "Jupyter protocol implementation and client libraries" +category = "main" optional = false python-versions = ">=3.8" -version = "8.0.1" [package.dependencies] jupyter-core = ">=4.12,<5.0.0 || >=5.1.0" @@ -1671,12 +649,12 @@ docs = ["ipykernel", "myst-parser", "pydata-sphinx-theme", "sphinx (>=4)", "sphi test = ["codecov", "coverage", "ipykernel (>=6.14)", "mypy", "paramiko", "pre-commit", "pytest", "pytest-cov", "pytest-jupyter[client] (>=0.4.1)", "pytest-timeout"] [[package]] -category = "main" -description = "Jupyter terminal console" name = "jupyter-console" +version = "6.4.4" +description = "Jupyter terminal console" +category = "main" optional = false python-versions = ">=3.7" -version = "6.4.4" [package.dependencies] ipykernel = "*" @@ -1689,12 +667,12 @@ pygments = "*" test = ["pexpect"] [[package]] -category = "main" -description = "Jupyter core package. A base package on which Jupyter projects rely." name = "jupyter-core" +version = "5.2.0" +description = "Jupyter core package. A base package on which Jupyter projects rely." +category = "main" optional = false python-versions = ">=3.8" -version = "5.1.5" [package.dependencies] platformdirs = ">=2.5" @@ -1706,36 +684,33 @@ docs = ["myst-parser", "sphinx-autodoc-typehints", "sphinxcontrib-github-alt", " test = ["ipykernel", "pre-commit", "pytest", "pytest-cov", "pytest-timeout"] [[package]] -category = "main" -description = "Jupyter Event System library" name = "jupyter-events" +version = "0.5.0" +description = "Jupyter Event System library" +category = "main" optional = false python-versions = ">=3.7" -version = "0.6.3" [package.dependencies] -jsonschema = {version = ">=3.2.0", extras = ["format-nongpl"]} -python-json-logger = ">=2.0.4" -pyyaml = ">=5.3" -rfc3339-validator = "*" -rfc3986-validator = ">=0.1.1" -traitlets = ">=5.3" +jsonschema = {version = ">=4.3.0", extras = ["format-nongpl"]} +python-json-logger = "*" +pyyaml = "*" +traitlets = "*" [package.extras] cli = ["click", "rich"] -docs = ["jupyterlite-sphinx", "myst-parser", "pydata-sphinx-theme", "sphinxcontrib-spelling"] -test = ["click", "coverage", "pre-commit", "pytest (>=7.0)", "pytest-asyncio (>=0.19.0)", "pytest-console-scripts", "pytest-cov", "rich"] +test = ["click", "coverage", "pre-commit", "pytest (>=6.1.0)", "pytest-asyncio (>=0.19.0)", "pytest-console-scripts", "pytest-cov", "rich"] [[package]] -category = "main" -description = "The backend—i.e. core services, APIs, and REST endpoints—to Jupyter web applications." name = "jupyter-server" +version = "2.2.1" +description = "The backend—i.e. core services, APIs, and REST endpoints—to Jupyter web applications." +category = "main" optional = false python-versions = ">=3.8" -version = "2.1.0" [package.dependencies] -anyio = ">=3.1.0,<4" +anyio = ">=3.1.0" argon2-cffi = "*" jinja2 = "*" jupyter-client = ">=7.4.4" @@ -1759,12 +734,28 @@ docs = ["docutils (<0.20)", "ipykernel", "jinja2", "jupyter-client", "jupyter-se test = ["ipykernel", "pre-commit", "pytest (>=7.0)", "pytest-console-scripts", "pytest-jupyter[server] (>=0.4)", "pytest-timeout", "requests"] [[package]] +name = "jupyter-server-fileid" +version = "0.6.0" +description = "" category = "main" -description = "A Jupyter Server Extension Providing Terminals." +optional = false +python-versions = ">=3.7" + +[package.dependencies] +jupyter-events = ">=0.5.0,<0.6.0" +jupyter-server = ">=1.15,<3" + +[package.extras] +cli = ["click"] +test = ["jupyter-server[test] (>=1.15,<3)", "pytest", "pytest-cov"] + +[[package]] name = "jupyter-server-terminals" +version = "0.4.4" +description = "A Jupyter Server Extension Providing Terminals." +category = "main" optional = false python-versions = ">=3.8" -version = "0.4.4" [package.dependencies] pywinpty = {version = ">=2.0.3", markers = "os_name == \"nt\""} @@ -1775,44 +766,121 @@ docs = ["jinja2", "jupyter-server", "mistune (<3.0)", "myst-parser", "nbformat", test = ["coverage", "jupyter-server (>=2.0.0)", "pytest (>=7.0)", "pytest-cov", "pytest-jupyter[server] (>=0.5.3)", "pytest-timeout"] [[package]] +name = "jupyter-server-ydoc" +version = "0.6.1" +description = "A Jupyter Server Extension Providing Y Documents." category = "main" -description = "Pygments theme using JupyterLab CSS variables" -name = "jupyterlab-pygments" optional = false python-versions = ">=3.7" + +[package.dependencies] +jupyter-server-fileid = ">=0.6.0,<1" +jupyter-ydoc = ">=0.2.0,<0.4.0" +ypy-websocket = ">=0.8.2,<0.9.0" + +[package.extras] +test = ["coverage", "jupyter-server[test] (>=2.0.0a0)", "pytest (>=7.0)", "pytest-cov", "pytest-timeout", "pytest-tornasync"] + +[[package]] +name = "jupyter-ydoc" version = "0.2.2" +description = "Document structures for collaborative editing using Ypy" +category = "main" +optional = false +python-versions = ">=3.7" + +[package.dependencies] +y-py = ">=0.5.3,<0.6.0" + +[package.extras] +test = ["pre-commit", "pytest", "pytest-asyncio", "websockets (>=10.0)", "ypy-websocket (>=0.3.1,<0.4.0)"] [[package]] +name = "jupyterlab" +version = "3.6.1" +description = "JupyterLab computational environment" category = "main" -description = "Jupyter interactive widgets for JupyterLab" +optional = false +python-versions = ">=3.7" + +[package.dependencies] +ipython = "*" +jinja2 = ">=2.1" +jupyter-core = "*" +jupyter-server = ">=1.16.0,<3" +jupyter-server-ydoc = ">=0.6.0,<0.7.0" +jupyter-ydoc = ">=0.2.2,<0.3.0" +jupyterlab-server = ">=2.19,<3.0" +nbclassic = "*" +notebook = "<7" +packaging = "*" +tomli = {version = "*", markers = "python_version < \"3.11\""} +tornado = ">=6.1.0" + +[package.extras] +test = ["check-manifest", "coverage", "jupyterlab-server[test]", "pre-commit", "pytest (>=6.0)", "pytest-check-links (>=0.5)", "pytest-console-scripts", "pytest-cov", "pytest-jupyter (>=0.5.3)", "requests", "requests-cache", "virtualenv"] + +[[package]] +name = "jupyterlab-pygments" +version = "0.2.2" +description = "Pygments theme using JupyterLab CSS variables" +category = "main" +optional = false +python-versions = ">=3.7" + +[[package]] +name = "jupyterlab-server" +version = "2.19.0" +description = "A set of server components for JupyterLab and JupyterLab like applications." +category = "main" +optional = false +python-versions = ">=3.7" + +[package.dependencies] +babel = ">=2.10" +jinja2 = ">=3.0.3" +json5 = ">=0.9.0" +jsonschema = ">=4.17.3" +jupyter-server = ">=1.21,<3" +packaging = ">=21.3" +requests = ">=2.28" + +[package.extras] +docs = ["autodoc-traits", "docutils (<0.20)", "jinja2 (<3.2.0)", "mistune (<3)", "myst-parser", "pydata-sphinx-theme", "sphinx", "sphinx-copybutton", "sphinxcontrib-openapi"] +openapi = ["openapi-core (>=0.16.1)", "ruamel-yaml"] +test = ["codecov", "ipykernel", "jupyterlab-server[openapi]", "openapi-spec-validator (>=0.5.1)", "pytest (>=7.0)", "pytest-console-scripts", "pytest-cov", "pytest-jupyter[server] (>=0.6.2)", "pytest-timeout", "requests-mock", "sphinxcontrib-spelling", "strict-rfc3339", "werkzeug"] + +[[package]] name = "jupyterlab-widgets" -optional = false -python-versions = ">=3.7" version = "3.0.5" +description = "Jupyter interactive widgets for JupyterLab" +category = "main" +optional = false +python-versions = ">=3.7" [[package]] -category = "main" -description = "A fast implementation of the Cassowary constraint solver" name = "kiwisolver" -optional = false -python-versions = ">=3.7" version = "1.4.4" - -[[package]] +description = "A fast implementation of the Cassowary constraint solver" category = "main" -description = "Safely add untrusted strings to HTML/XML markup." -name = "markupsafe" optional = false python-versions = ">=3.7" -version = "2.1.2" [[package]] +name = "markupsafe" +version = "2.1.2" +description = "Safely add untrusted strings to HTML/XML markup." category = "main" -description = "Python plotting package" +optional = false +python-versions = ">=3.7" + +[[package]] name = "matplotlib" +version = "3.6.3" +description = "Python plotting package" +category = "main" optional = false python-versions = ">=3.8" -version = "3.6.3" [package.dependencies] contourpy = ">=1.0.1" @@ -1827,42 +895,41 @@ python-dateutil = ">=2.7" setuptools_scm = ">=7" [[package]] -category = "main" -description = "Inline Matplotlib backend for Jupyter" name = "matplotlib-inline" +version = "0.1.6" +description = "Inline Matplotlib backend for Jupyter" +category = "main" optional = false python-versions = ">=3.5" -version = "0.1.6" [package.dependencies] traitlets = "*" [[package]] -category = "main" -description = "A sane Markdown parser with useful plugins and renderers" name = "mistune" -optional = false -python-versions = "*" version = "2.0.4" - -[[package]] -category = "dev" -description = "Experimental type system extensions for programs checked with the mypy typechecker." -name = "mypy-extensions" +description = "A sane Markdown parser with useful plugins and renderers" +category = "main" +optional = false +python-versions = "*" + +[[package]] +name = "mypy-extensions" +version = "0.4.3" +description = "Experimental type system extensions for programs checked with the mypy typechecker." +category = "dev" optional = false python-versions = "*" -version = "0.4.3" [[package]] -category = "main" -description = "Jupyter Notebook as a Jupyter Server extension." name = "nbclassic" +version = "0.5.1" +description = "Jupyter Notebook as a Jupyter Server extension." +category = "main" optional = false python-versions = ">=3.7" -version = "0.5.1" [package.dependencies] -Send2Trash = ">=1.8.0" argon2-cffi = "*" ipykernel = "*" ipython-genutils = "*" @@ -1876,6 +943,7 @@ nest-asyncio = ">=1.5" notebook-shim = ">=0.1.0" prometheus-client = "*" pyzmq = ">=17" +Send2Trash = ">=1.8.0" terminado = ">=0.8.3" tornado = ">=6.1" traitlets = ">=4.2.1" @@ -1886,12 +954,12 @@ json-logging = ["json-logging"] test = ["coverage", "nbval", "pytest", "pytest-cov", "pytest-jupyter", "pytest-playwright", "pytest-tornasync", "requests", "requests-unixsocket", "testpath"] [[package]] -category = "main" -description = "A client library for executing notebooks. Formerly nbconvert's ExecutePreprocessor." name = "nbclient" +version = "0.7.2" +description = "A client library for executing notebooks. Formerly nbconvert's ExecutePreprocessor." +category = "main" optional = false python-versions = ">=3.7.0" -version = "0.7.2" [package.dependencies] jupyter-client = ">=6.1.12" @@ -1905,12 +973,12 @@ docs = ["autodoc-traits", "mock", "moto", "myst-parser", "nbclient[test]", "sphi test = ["ipykernel", "ipython", "ipywidgets", "nbconvert (>=7.0.0)", "pytest (>=7.0)", "pytest-asyncio", "pytest-cov (>=4.0)", "testpath", "xmltodict"] [[package]] -category = "main" -description = "Converting Jupyter Notebooks" name = "nbconvert" +version = "7.2.9" +description = "Converting Jupyter Notebooks" +category = "main" optional = false python-versions = ">=3.7" -version = "7.2.9" [package.dependencies] beautifulsoup4 = "*" @@ -1939,12 +1007,12 @@ test = ["ipykernel", "ipywidgets (>=7)", "pre-commit", "pytest", "pytest-depende webpdf = ["pyppeteer (>=1,<1.1)"] [[package]] -category = "main" -description = "The Jupyter Notebook format" name = "nbformat" +version = "5.7.3" +description = "The Jupyter Notebook format" +category = "main" optional = false python-versions = ">=3.7" -version = "5.7.3" [package.dependencies] fastjsonschema = "*" @@ -1957,34 +1025,33 @@ docs = ["myst-parser", "pydata-sphinx-theme", "sphinx", "sphinxcontrib-github-al test = ["pep440", "pre-commit", "pytest", "testpath"] [[package]] -category = "main" -description = "Patch asyncio to allow nested event loops" name = "nest-asyncio" +version = "1.5.6" +description = "Patch asyncio to allow nested event loops" +category = "main" optional = false python-versions = ">=3.5" -version = "1.5.6" [[package]] -category = "dev" -description = "Node.js virtual environment builder" name = "nodeenv" +version = "1.7.0" +description = "Node.js virtual environment builder" +category = "dev" optional = false python-versions = ">=2.7,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*" -version = "1.7.0" [package.dependencies] setuptools = "*" [[package]] -category = "main" -description = "A web-based notebook environment for interactive computing" name = "notebook" +version = "6.5.2" +description = "A web-based notebook environment for interactive computing" +category = "main" optional = false python-versions = ">=3.7" -version = "6.5.2" [package.dependencies] -Send2Trash = ">=1.8.0" argon2-cffi = "*" ipykernel = "*" ipython-genutils = "*" @@ -1997,6 +1064,7 @@ nbformat = "*" nest-asyncio = ">=1.5" prometheus-client = "*" pyzmq = ">=17" +Send2Trash = ">=1.8.0" terminado = ">=0.8.3" tornado = ">=6.1" traitlets = ">=4.2.1" @@ -2007,12 +1075,12 @@ json-logging = ["json-logging"] test = ["coverage", "nbval", "pytest", "pytest-cov", "requests", "requests-unixsocket", "selenium (==4.1.5)", "testpath"] [[package]] -category = "main" -description = "A shim layer for notebook traits and config" name = "notebook-shim" +version = "0.2.2" +description = "A shim layer for notebook traits and config" +category = "main" optional = false python-versions = ">=3.7" -version = "0.2.2" [package.dependencies] jupyter-server = ">=1.8,<3" @@ -2021,111 +1089,111 @@ jupyter-server = ">=1.8,<3" test = ["pytest", "pytest-console-scripts", "pytest-tornasync"] [[package]] -category = "main" -description = "Fundamental package for array computing in Python" name = "numpy" +version = "1.24.1" +description = "Fundamental package for array computing in Python" +category = "main" optional = false python-versions = ">=3.8" -version = "1.24.1" [[package]] -category = "main" -description = "Core utilities for Python packages" name = "packaging" +version = "23.0" +description = "Core utilities for Python packages" +category = "main" optional = false python-versions = ">=3.7" -version = "23.0" [[package]] -category = "main" -description = "Utilities for writing pandoc filters in python" name = "pandocfilters" +version = "1.5.0" +description = "Utilities for writing pandoc filters in python" +category = "main" optional = false python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*" -version = "1.5.0" [[package]] -category = "main" -description = "A Python Parser" name = "parso" +version = "0.8.3" +description = "A Python Parser" +category = "main" optional = false python-versions = ">=3.6" -version = "0.8.3" [package.extras] qa = ["flake8 (==3.8.3)", "mypy (==0.782)"] testing = ["docopt", "pytest (<6.0.0)"] [[package]] -category = "dev" -description = "Utility library for gitignore style pattern matching of file paths." name = "pathspec" +version = "0.11.0" +description = "Utility library for gitignore style pattern matching of file paths." +category = "dev" optional = false python-versions = ">=3.7" -version = "0.11.0" [[package]] -category = "main" -description = "Pexpect allows easy control of interactive console applications." name = "pexpect" +version = "4.8.0" +description = "Pexpect allows easy control of interactive console applications." +category = "main" optional = false python-versions = "*" -version = "4.8.0" [package.dependencies] ptyprocess = ">=0.5" [[package]] -category = "main" -description = "Tiny 'shelve'-like database with concurrency support" name = "pickleshare" +version = "0.7.5" +description = "Tiny 'shelve'-like database with concurrency support" +category = "main" optional = false python-versions = "*" -version = "0.7.5" [[package]] -category = "main" -description = "Python Imaging Library (Fork)" name = "pillow" +version = "9.4.0" +description = "Python Imaging Library (Fork)" +category = "main" optional = false python-versions = ">=3.7" -version = "9.4.0" [package.extras] docs = ["furo", "olefile", "sphinx (>=2.4)", "sphinx-copybutton", "sphinx-inline-tabs", "sphinx-issues (>=3.0.1)", "sphinx-removed-in", "sphinxext-opengraph"] tests = ["check-manifest", "coverage", "defusedxml", "markdown2", "olefile", "packaging", "pyroma", "pytest", "pytest-cov", "pytest-timeout"] [[package]] -category = "main" -description = "A small Python package for determining appropriate platform-specific dirs, e.g. a \"user data dir\"." name = "platformdirs" +version = "2.6.2" +description = "A small Python package for determining appropriate platform-specific dirs, e.g. a \"user data dir\"." +category = "main" optional = false python-versions = ">=3.7" -version = "2.6.2" [package.extras] docs = ["furo (>=2022.12.7)", "proselint (>=0.13)", "sphinx (>=5.3)", "sphinx-autodoc-typehints (>=1.19.5)"] test = ["appdirs (==1.4.4)", "covdefaults (>=2.2.2)", "pytest (>=7.2)", "pytest-cov (>=4)", "pytest-mock (>=3.10)"] [[package]] -category = "main" -description = "plugin and hook calling mechanisms for python" name = "pluggy" +version = "1.0.0" +description = "plugin and hook calling mechanisms for python" +category = "main" optional = false python-versions = ">=3.6" -version = "1.0.0" [package.extras] dev = ["pre-commit", "tox"] testing = ["pytest", "pytest-benchmark"] [[package]] -category = "dev" -description = "A framework for managing and maintaining multi-language pre-commit hooks." name = "pre-commit" +version = "3.0.3" +description = "A framework for managing and maintaining multi-language pre-commit hooks." +category = "dev" optional = false python-versions = ">=3.8" -version = "3.0.2" [package.dependencies] cfgv = ">=2.0.0" @@ -2135,102 +1203,102 @@ pyyaml = ">=5.1" virtualenv = ">=20.10.0" [[package]] -category = "main" -description = "Python client for the Prometheus monitoring system." name = "prometheus-client" +version = "0.16.0" +description = "Python client for the Prometheus monitoring system." +category = "main" optional = false python-versions = ">=3.6" -version = "0.16.0" [package.extras] twisted = ["twisted"] [[package]] -category = "main" -description = "Library for building powerful interactive command lines in Python" name = "prompt-toolkit" +version = "3.0.36" +description = "Library for building powerful interactive command lines in Python" +category = "main" optional = false python-versions = ">=3.6.2" -version = "3.0.36" [package.dependencies] wcwidth = "*" [[package]] -category = "main" -description = "Cross-platform lib for process and system monitoring in Python." name = "psutil" +version = "5.9.4" +description = "Cross-platform lib for process and system monitoring in Python." +category = "main" optional = false python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*" -version = "5.9.4" [package.extras] test = ["enum34", "ipaddress", "mock", "pywin32", "wmi"] [[package]] -category = "main" -description = "Run a subprocess in a pseudo terminal" name = "ptyprocess" +version = "0.7.0" +description = "Run a subprocess in a pseudo terminal" +category = "main" optional = false python-versions = "*" -version = "0.7.0" [[package]] -category = "main" -description = "Safely evaluate AST nodes without side effects" name = "pure-eval" +version = "0.2.2" +description = "Safely evaluate AST nodes without side effects" +category = "main" optional = false python-versions = "*" -version = "0.2.2" [package.extras] tests = ["pytest"] [[package]] -category = "main" -description = "C parser in Python" name = "pycparser" +version = "2.21" +description = "C parser in Python" +category = "main" optional = false python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*" -version = "2.21" [[package]] -category = "main" -description = "Pygments is a syntax highlighting package written in Python." name = "pygments" +version = "2.14.0" +description = "Pygments is a syntax highlighting package written in Python." +category = "main" optional = false python-versions = ">=3.6" -version = "2.14.0" [package.extras] plugins = ["importlib-metadata"] [[package]] -category = "main" -description = "pyparsing module - Classes and methods to define and execute parsing grammars" name = "pyparsing" +version = "3.0.9" +description = "pyparsing module - Classes and methods to define and execute parsing grammars" +category = "main" optional = false python-versions = ">=3.6.8" -version = "3.0.9" [package.extras] diagrams = ["jinja2", "railroad-diagrams"] [[package]] -category = "main" -description = "Persistent/Functional/Immutable data structures" name = "pyrsistent" +version = "0.19.3" +description = "Persistent/Functional/Immutable data structures" +category = "main" optional = false python-versions = ">=3.7" -version = "0.19.3" [[package]] -category = "main" -description = "pytest: simple powerful testing with Python" name = "pytest" +version = "7.2.1" +description = "pytest: simple powerful testing with Python" +category = "main" optional = false python-versions = ">=3.7" -version = "7.2.1" [package.dependencies] attrs = ">=19.2.0" @@ -2245,66 +1313,74 @@ tomli = {version = ">=1.0.0", markers = "python_version < \"3.11\""} testing = ["argcomplete", "hypothesis (>=3.56)", "mock", "nose", "pygments (>=2.7.2)", "requests", "xmlschema"] [[package]] -category = "main" -description = "Extensions to the standard Python datetime module" name = "python-dateutil" +version = "2.8.2" +description = "Extensions to the standard Python datetime module" +category = "main" optional = false python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7" -version = "2.8.2" [package.dependencies] six = ">=1.5" [[package]] -category = "main" -description = "A python library adding a json log formatter" name = "python-json-logger" +version = "2.0.4" +description = "A python library adding a json log formatter" +category = "main" optional = false python-versions = ">=3.5" -version = "2.0.4" [[package]] +name = "pytz" +version = "2022.7.1" +description = "World timezone definitions, modern and historical" category = "main" -description = "Python for Window Extensions" -name = "pywin32" optional = false python-versions = "*" -version = "305" [[package]] +name = "pywin32" +version = "305" +description = "Python for Window Extensions" category = "main" -description = "Pseudo terminal support for Windows from Python." +optional = false +python-versions = "*" + +[[package]] name = "pywinpty" +version = "2.0.10" +description = "Pseudo terminal support for Windows from Python." +category = "main" optional = false python-versions = ">=3.7" -version = "2.0.10" [[package]] -category = "main" -description = "YAML parser and emitter for Python" name = "pyyaml" +version = "6.0" +description = "YAML parser and emitter for Python" +category = "main" optional = false python-versions = ">=3.6" -version = "6.0" [[package]] -category = "main" -description = "Python bindings for 0MQ" name = "pyzmq" +version = "25.0.0" +description = "Python bindings for 0MQ" +category = "main" optional = false python-versions = ">=3.6" -version = "25.0.0" [package.dependencies] cffi = {version = "*", markers = "implementation_name == \"pypy\""} [[package]] -category = "main" -description = "Jupyter Qt console" name = "qtconsole" +version = "5.4.0" +description = "Jupyter Qt console" +category = "main" optional = false python-versions = ">= 3.7" -version = "5.4.0" [package.dependencies] ipykernel = ">=4.1" @@ -2321,12 +1397,12 @@ doc = ["Sphinx (>=1.3)"] test = ["flaky", "pytest", "pytest-qt"] [[package]] -category = "main" -description = "Provides an abstraction layer on top of the various Qt bindings (PyQt5/6 and PySide2/6)." name = "qtpy" +version = "2.3.0" +description = "Provides an abstraction layer on top of the various Qt bindings (PyQt5/6 and PySide2/6)." +category = "main" optional = false python-versions = ">=3.7" -version = "2.3.0" [package.dependencies] packaging = "*" @@ -2335,31 +1411,49 @@ packaging = "*" test = ["pytest (>=6,!=7.0.0,!=7.0.1)", "pytest-cov (>=3.0.0)", "pytest-qt"] [[package]] +name = "requests" +version = "2.28.2" +description = "Python HTTP for Humans." category = "main" -description = "A pure python RFC3339 validator" +optional = false +python-versions = ">=3.7, <4" + +[package.dependencies] +certifi = ">=2017.4.17" +charset-normalizer = ">=2,<4" +idna = ">=2.5,<4" +urllib3 = ">=1.21.1,<1.27" + +[package.extras] +socks = ["PySocks (>=1.5.6,!=1.5.7)"] +use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"] + +[[package]] name = "rfc3339-validator" +version = "0.1.4" +description = "A pure python RFC3339 validator" +category = "main" optional = false python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*" -version = "0.1.4" [package.dependencies] six = "*" [[package]] -category = "main" -description = "Pure python rfc3986 validator" name = "rfc3986-validator" +version = "0.1.1" +description = "Pure python rfc3986 validator" +category = "main" optional = false python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*" -version = "0.1.1" [[package]] -category = "main" -description = "Fundamental algorithms for scientific computing in Python" name = "scipy" +version = "1.10.0" +description = "Fundamental algorithms for scientific computing in Python" +category = "main" optional = false python-versions = "<3.12,>=3.8" -version = "1.10.0" [package.dependencies] numpy = ">=1.19.5,<1.27.0" @@ -2370,12 +1464,12 @@ doc = ["matplotlib (>2)", "numpydoc", "pydata-sphinx-theme (==0.9.0)", "sphinx ( test = ["asv", "gmpy2", "mpmath", "pooch", "pytest", "pytest-cov", "pytest-timeout", "pytest-xdist", "scikit-umfpack", "threadpoolctl"] [[package]] -category = "main" -description = "Send file to trash natively under Mac OS X, Windows and Linux." name = "send2trash" +version = "1.8.0" +description = "Send file to trash natively under Mac OS X, Windows and Linux." +category = "main" optional = false python-versions = "*" -version = "1.8.0" [package.extras] nativelib = ["pyobjc-framework-Cocoa", "pywin32"] @@ -2383,12 +1477,12 @@ objc = ["pyobjc-framework-Cocoa"] win32 = ["pywin32"] [[package]] -category = "main" -description = "Easily download, build, install, upgrade, and uninstall Python packages" name = "setuptools" +version = "67.1.0" +description = "Easily download, build, install, upgrade, and uninstall Python packages" +category = "main" optional = false python-versions = ">=3.7" -version = "67.0.0" [package.extras] docs = ["furo", "jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "pygments-github-lexers (==0.0.5)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-favicon", "sphinx-hoverxref (<2)", "sphinx-inline-tabs", "sphinx-lint", "sphinx-notfound-page (==0.8.3)", "sphinx-reredirects", "sphinxcontrib-towncrier"] @@ -2396,12 +1490,12 @@ testing = ["build[virtualenv]", "filelock (>=3.4.0)", "flake8 (<5)", "flake8-202 testing-integration = ["build[virtualenv]", "filelock (>=3.4.0)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "pytest", "pytest-enabler", "pytest-xdist", "tomli", "virtualenv (>=13.0.0)", "wheel"] [[package]] -category = "main" -description = "the blessed package to manage your versions by scm tags" name = "setuptools-scm" +version = "7.1.0" +description = "the blessed package to manage your versions by scm tags" +category = "main" optional = false python-versions = ">=3.7" -version = "7.1.0" [package.dependencies] packaging = ">=20.0" @@ -2414,36 +1508,36 @@ test = ["pytest (>=6.2)", "virtualenv (>20)"] toml = ["setuptools (>=42)"] [[package]] -category = "main" -description = "Python 2 and 3 compatibility utilities" name = "six" +version = "1.16.0" +description = "Python 2 and 3 compatibility utilities" +category = "main" optional = false python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*" -version = "1.16.0" [[package]] -category = "main" -description = "Sniff out which async library your code is running under" name = "sniffio" +version = "1.3.0" +description = "Sniff out which async library your code is running under" +category = "main" optional = false python-versions = ">=3.7" -version = "1.3.0" [[package]] -category = "main" -description = "A modern CSS selector implementation for Beautiful Soup." name = "soupsieve" +version = "2.3.2.post1" +description = "A modern CSS selector implementation for Beautiful Soup." +category = "main" optional = false python-versions = ">=3.6" -version = "2.3.2.post1" [[package]] -category = "main" -description = "Extract data from python stack frames and tracebacks for informative displays" name = "stack-data" +version = "0.6.2" +description = "Extract data from python stack frames and tracebacks for informative displays" +category = "main" optional = false python-versions = "*" -version = "0.6.2" [package.dependencies] asttokens = ">=2.1.0" @@ -2454,12 +1548,12 @@ pure-eval = "*" tests = ["cython", "littleutils", "pygments", "pytest", "typeguard"] [[package]] -category = "main" -description = "Tornado websocket backend for the Xterm.js Javascript terminal emulator library." name = "terminado" +version = "0.17.1" +description = "Tornado websocket backend for the Xterm.js Javascript terminal emulator library." +category = "main" optional = false python-versions = ">=3.7" -version = "0.17.1" [package.dependencies] ptyprocess = {version = "*", markers = "os_name != \"nt\""} @@ -2471,12 +1565,12 @@ docs = ["myst-parser", "pydata-sphinx-theme", "sphinx"] test = ["pre-commit", "pytest (>=7.0)", "pytest-timeout"] [[package]] -category = "main" -description = "A tiny CSS parser" name = "tinycss2" +version = "1.2.1" +description = "A tiny CSS parser" +category = "main" optional = false python-versions = ">=3.7" -version = "1.2.1" [package.dependencies] webencodings = ">=0.4" @@ -2486,28 +1580,28 @@ doc = ["sphinx", "sphinx_rtd_theme"] test = ["flake8", "isort", "pytest"] [[package]] -category = "main" -description = "A lil' TOML parser" name = "tomli" +version = "1.2.3" +description = "A lil' TOML parser" +category = "main" optional = false python-versions = ">=3.6" -version = "1.2.3" [[package]] -category = "main" -description = "Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed." name = "tornado" +version = "6.2" +description = "Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed." +category = "main" optional = false python-versions = ">= 3.7" -version = "6.2" [[package]] -category = "main" -description = "Fast, Extensible Progress Meter" name = "tqdm" +version = "4.64.1" +description = "Fast, Extensible Progress Meter" +category = "main" optional = false python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,>=2.7" -version = "4.64.1" [package.dependencies] colorama = {version = "*", markers = "platform_system == \"Windows\""} @@ -2519,43 +1613,56 @@ slack = ["slack-sdk"] telegram = ["requests"] [[package]] -category = "main" -description = "Traitlets Python configuration system" name = "traitlets" +version = "5.9.0" +description = "Traitlets Python configuration system" +category = "main" optional = false python-versions = ">=3.7" -version = "5.8.1" [package.extras] docs = ["myst-parser", "pydata-sphinx-theme", "sphinx"] test = ["argcomplete (>=2.0)", "pre-commit", "pytest", "pytest-mock"] [[package]] -category = "main" -description = "Backported and Experimental Type Hints for Python 3.7+" name = "typing-extensions" +version = "4.4.0" +description = "Backported and Experimental Type 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b/pyproject.toml @@ -4,10 +4,10 @@ requires = ["poetry-core"] [tool.poetry] authors = ["Philipp Horstenkamp "] -description = "" +description = "A Deep Learning implementation of the game Reversi aka. Otello. This is a Jupyter implementation only because it was requested in such a format for a class in my master’s degree. Enjoy the read or ignore it." name = "reversi" readme = "README.md" -version = "0.1.0" +version = "0.1.1" [tool.poetry.dependencies] ipytest = "^0.13.0" @@ -18,6 +18,7 @@ pytest = "^7.2.1" python = "3.10.*" scipy = "^1.10.0" tqdm = "^4.64.1" +jupyterlab = "^3.6.1" [tool.poetry.group.build.dependencies] blackcellmagic = "^0.0.3"