From c8130c7c90c3569626a5d7b504346d5c38530dda Mon Sep 17 00:00:00 2001 From: "Alexey N. Alexandrov" Date: Mon, 4 Mar 2024 22:28:56 +0300 Subject: [PATCH] fix(README): game price estimate and mixed strategies fixed --- .../brown-robinson.ipynb | 342 +++++------------- .../iterations_table.csv | 341 +++++++++++------ .../brown_robinson/brown_robinson.py | 26 +- 3 files changed, 342 insertions(+), 367 deletions(-) diff --git a/game_theory/01-lab-brown_robinson/brown-robinson.ipynb b/game_theory/01-lab-brown_robinson/brown-robinson.ipynb index 5cc1c85..c574005 100644 --- a/game_theory/01-lab-brown_robinson/brown-robinson.ipynb +++ b/game_theory/01-lab-brown_robinson/brown-robinson.ipynb @@ -27,13 +27,13 @@ }, { "cell_type": "code", - "execution_count": 501, + "execution_count": 827, "id": "fa6b44581dfdc337", "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2024-03-03T19:13:00.100980Z", - "start_time": "2024-03-03T19:13:00.072299Z" + "end_time": "2024-03-04T17:35:47.289365Z", + "start_time": "2024-03-04T17:35:47.256743Z" } }, "outputs": [], @@ -62,49 +62,49 @@ }, { "cell_type": "code", - "execution_count": 502, + "execution_count": 828, "id": "83b1461621cdb7c1", "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2024-03-03T19:13:00.107966Z", - "start_time": "2024-03-03T19:13:00.075752Z" + "end_time": "2024-03-04T17:35:47.318616Z", + "start_time": "2024-03-04T17:35:47.262780Z" } }, "outputs": [ { "data": { - "text/plain": "+-----------------------------------------------+\n| Таблица стратегий (игрока А) |\n+----------------+----+----+----+---------------+\n| Стратегии | b1 | b2 | b3 | MIN выигрыш A |\n+----------------+----+----+----+---------------+\n| a1 | 1 | 11 | 11 | 1 |\n| a2 | 7 | 5 | 8 | 5 |\n| a3 | 16 | 6 | -2 | -2 |\n| MAX проигрыш B | 16 | 11 | 11 | |\n+----------------+----+----+----+---------------+" + "text/plain": "+-----------------------------------------------+\n| Таблица стратегий (игрока А) |\n+----------------+----+----+----+---------------+\n| Стратегии | b1 | b2 | b3 | MIN выигрыш A |\n+----------------+----+----+----+---------------+\n| a1 | 1 | 11 | 11 | 1 |\n| a2 | 7 | 5 | 8 | 5 |\n| a3 | 16 | 6 | 2 | 2 |\n| MAX проигрыш B | 16 | 11 | 11 | |\n+----------------+----+----+----+---------------+" }, - "execution_count": 502, + "execution_count": 828, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Входная матрица прямоугольной игры с нулевой суммой.\n", - "original_game_matrix = GameMatrix(\n", + "game_matrix = GameMatrix(\n", " matrix=np.array(\n", " [\n", " [1, 11, 11],\n", - " [7, 5, 8],\n", - " [16, 6, -2],\n", + " [7, 5, 8],\n", + " [16, 6, 2],\n", " ],\n", " dtype=int,\n", " )\n", ")\n", - "original_game_matrix" + "game_matrix" ] }, { "cell_type": "code", - "execution_count": 503, + "execution_count": 829, "id": "bafa37d5fb491966", "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2024-03-03T19:13:00.116852Z", - "start_time": "2024-03-03T19:13:00.077458Z" + "end_time": "2024-03-04T17:35:47.318898Z", + "start_time": "2024-03-04T17:35:47.265503Z" } }, "outputs": [ @@ -117,66 +117,6 @@ ] } ], - "source": [ - "print(f\"Нижняя цена игры: {original_game_matrix.lowest_game_price[1]}\\n\"\n", - " f\"Верхняя цена игры: {original_game_matrix.highest_game_price[1]}\")" - ] - }, - { - "cell_type": "code", - "execution_count": 504, - "id": "b6dbabe0dc43fd0", - "metadata": { - "collapsed": false, - "ExecuteTime": { - "end_time": "2024-03-03T19:13:00.123660Z", - "start_time": "2024-03-03T19:13:00.080413Z" - } - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Прибавили ко всем элементам исходной матрицы 2\n" - ] - }, - { - "data": { - "text/plain": "+-----------------------------------------------+\n| Таблица стратегий (игрока А) |\n+----------------+----+----+----+---------------+\n| Стратегии | b1 | b2 | b3 | MIN выигрыш A |\n+----------------+----+----+----+---------------+\n| a1 | 3 | 13 | 13 | 3 |\n| a2 | 9 | 7 | 10 | 7 |\n| a3 | 18 | 8 | 0 | 0 |\n| MAX проигрыш B | 18 | 13 | 13 | |\n+----------------+----+----+----+---------------+" - }, - "execution_count": 504, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "game_matrix: GameMatrix = deepcopy(original_game_matrix)\n", - "normalizer: int = game_matrix.normalize_matrix()\n", - "game_matrix" - ] - }, - { - "cell_type": "code", - "execution_count": 505, - "id": "fb44f94933916363", - "metadata": { - "collapsed": false, - "ExecuteTime": { - "end_time": "2024-03-03T19:13:00.123746Z", - "start_time": "2024-03-03T19:13:00.083080Z" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Нижняя цена игры: 7\n", - "Верхняя цена игры: 13\n" - ] - } - ], "source": [ "print(f\"Нижняя цена игры: {game_matrix.lowest_game_price[1]}\\n\"\n", " f\"Верхняя цена игры: {game_matrix.highest_game_price[1]}\")" @@ -184,21 +124,13 @@ }, { "cell_type": "code", - "execution_count": 506, - "id": "4c1acf0c8a697d8e", - "metadata": { - "collapsed": false, - "ExecuteTime": { - "end_time": "2024-03-03T19:13:00.123946Z", - "start_time": "2024-03-03T19:13:00.085199Z" - } - }, + "execution_count": 830, "outputs": [ { "data": { - "text/plain": "+-----------------------------------------------+\n| Таблица стратегий (игрока А) |\n+----------------+----+----+----+---------------+\n| Стратегии | b1 | b2 | b3 | MIN выигрыш A |\n+----------------+----+----+----+---------------+\n| a1 | 3 | 13 | 13 | 3 |\n| a2 | 9 | 7 | 10 | 7 |\n| a3 | 18 | 8 | 0 | 0 |\n| MAX проигрыш B | 18 | 13 | 13 | |\n+----------------+----+----+----+---------------+" + "text/plain": "+-----------------------------------------------+\n| Таблица стратегий (игрока А) |\n+----------------+----+----+----+---------------+\n| Стратегии | b1 | b2 | b3 | MIN выигрыш A |\n+----------------+----+----+----+---------------+\n| a1 | 1 | 11 | 11 | 1 |\n| a2 | 7 | 5 | 8 | 5 |\n| a3 | 16 | 6 | 2 | 2 |\n| MAX проигрыш B | 16 | 11 | 11 | |\n+----------------+----+----+----+---------------+" }, - "execution_count": 506, + "execution_count": 830, "metadata": {}, "output_type": "execute_result" } @@ -206,33 +138,15 @@ "source": [ "reduced_game: GameMatrix = game_matrix.reduce_dimension(method='dominant_absorption')\n", "reduced_game" - ] - }, - { - "cell_type": "code", - "execution_count": 507, - "id": "c9a05c5bb72846d8", + ], "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2024-03-03T19:13:00.123986Z", - "start_time": "2024-03-03T19:13:00.087887Z" + "end_time": "2024-03-04T17:35:47.319317Z", + "start_time": "2024-03-04T17:35:47.269055Z" } }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Нижняя цена игры: 7\n", - "Верхняя цена игры: 13\n" - ] - } - ], - "source": [ - "print(f\"Нижняя цена игры: {reduced_game.lowest_game_price[1]}\\n\"\n", - " f\"Верхняя цена игры: {reduced_game.highest_game_price[1]}\")" - ] + "id": "4c1acf0c8a697d8e" }, { "cell_type": "markdown", @@ -260,13 +174,13 @@ }, { "cell_type": "code", - "execution_count": 508, + "execution_count": 831, "id": "b173bb2636890852", "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2024-03-03T19:13:00.144038Z", - "start_time": "2024-03-03T19:13:00.089767Z" + "end_time": "2024-03-04T17:35:47.346685Z", + "start_time": "2024-03-04T17:35:47.273176Z" } }, "outputs": [], @@ -282,15 +196,15 @@ }, { "cell_type": "code", - "execution_count": 509, + "execution_count": 832, "id": "fcff25e8d290b76e", "metadata": { "jupyter": { "source_hidden": true }, "ExecuteTime": { - "end_time": "2024-03-03T19:13:00.144166Z", - "start_time": "2024-03-03T19:13:00.091890Z" + "end_time": "2024-03-04T17:35:47.346893Z", + "start_time": "2024-03-04T17:35:47.276020Z" } }, "outputs": [ @@ -298,7 +212,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "Цена игры: 7 <= 8.962 <= 13\n" + "Цена игры: 5 <= 7.389 <= 11\n" ] }, { @@ -310,7 +224,7 @@ "+---------+---------+----------+\n", "| a1 | a2 | a3 |\n", "+---------+---------+----------+\n", - "| 0.295 | 0.513 | 0.192 |\n", + "| 0.352 | 0.370 | 0.278 |\n", "+---------+---------+----------+\n" ] } @@ -335,13 +249,13 @@ }, { "cell_type": "code", - "execution_count": 510, + "execution_count": 833, "id": "b55bcc697be8b69b", "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2024-03-03T19:13:00.144225Z", - "start_time": "2024-03-03T19:13:00.094120Z" + "end_time": "2024-03-04T17:35:47.347017Z", + "start_time": "2024-03-04T17:35:47.278824Z" } }, "outputs": [ @@ -349,7 +263,7 @@ "data": { "text/plain": "1.0" }, - "execution_count": 510, + "execution_count": 833, "metadata": {}, "output_type": "execute_result" } @@ -373,13 +287,13 @@ }, { "cell_type": "code", - "execution_count": 511, + "execution_count": 834, "id": "dd43b57d2e89163", "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2024-03-03T19:13:00.144254Z", - "start_time": "2024-03-03T19:13:00.097142Z" + "end_time": "2024-03-04T17:35:47.347056Z", + "start_time": "2024-03-04T17:35:47.282658Z" } }, "outputs": [], @@ -395,15 +309,15 @@ }, { "cell_type": "code", - "execution_count": 512, + "execution_count": 835, "id": "1660520b2a078185", "metadata": { "jupyter": { "source_hidden": true }, "ExecuteTime": { - "end_time": "2024-03-03T19:13:00.144632Z", - "start_time": "2024-03-03T19:13:00.099826Z" + "end_time": "2024-03-04T17:35:47.347427Z", + "start_time": "2024-03-04T17:35:47.285497Z" } }, "outputs": [ @@ -411,7 +325,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "Цена игры: 7 <= 8.962 <= 13\n" + "Цена игры: 5 <= 7.389 <= 11\n" ] }, { @@ -423,7 +337,7 @@ "+---------+---------+----------+\n", "| b1 | b2 | b3 |\n", "+---------+---------+----------+\n", - "| 0.404 | 0.212 | 0.385 |\n", + "| 0.361 | 0.083 | 0.556 |\n", "+---------+---------+----------+\n" ] } @@ -448,13 +362,13 @@ }, { "cell_type": "code", - "execution_count": 513, + "execution_count": 836, "id": "ab131a7b645dfae8", "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2024-03-03T19:13:00.144938Z", - "start_time": "2024-03-03T19:13:00.101686Z" + "end_time": "2024-03-04T17:35:47.347889Z", + "start_time": "2024-03-04T17:35:47.288897Z" } }, "outputs": [ @@ -462,7 +376,7 @@ "data": { "text/plain": "1.0" }, - "execution_count": 513, + "execution_count": 836, "metadata": {}, "output_type": "execute_result" } @@ -471,44 +385,6 @@ "sum((first_mixed_strategy, second_mixed_strategy, third_mixed_strategy,))" ] }, - { - "cell_type": "markdown", - "id": "6634695c34ad1780", - "metadata": { - "collapsed": false - }, - "source": [ - "### Возврат к цене игры для исходной матрицы" - ] - }, - { - "cell_type": "code", - "execution_count": 514, - "id": "9243452773744f02", - "metadata": { - "collapsed": false, - "ExecuteTime": { - "end_time": "2024-03-03T19:13:00.145869Z", - "start_time": "2024-03-03T19:13:00.109427Z" - } - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Цена игры: 5 <= 6.962 <= 11\n" - ] - } - ], - "source": [ - "assert check_resulted_game_price(\n", - " game_matrix=original_game_matrix,\n", - " # Уменьшаем ЦИ на слагаемое, используемое при нормализации матрицы.\n", - " game_price_value=game_price_value - normalizer,\n", - ")" - ] - }, { "cell_type": "markdown", "id": "7ccbfae6f96ea080", @@ -523,21 +399,21 @@ }, { "cell_type": "code", - "execution_count": 515, + "execution_count": 837, "id": "9097104197c49e1b", "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2024-03-03T19:13:00.145926Z", - "start_time": "2024-03-03T19:13:00.111841Z" + "end_time": "2024-03-04T17:35:47.347983Z", + "start_time": "2024-03-04T17:35:47.291994Z" } }, "outputs": [ { "data": { - "text/plain": "+-----------------------------------------------+\n| Таблица стратегий (игрока А) |\n+----------------+----+----+----+---------------+\n| Стратегии | b1 | b2 | b3 | MIN выигрыш A |\n+----------------+----+----+----+---------------+\n| a1 | 3 | 13 | 13 | 3 |\n| a2 | 9 | 7 | 10 | 7 |\n| a3 | 18 | 8 | 0 | 0 |\n| MAX проигрыш B | 18 | 13 | 13 | |\n+----------------+----+----+----+---------------+" + "text/plain": "+-----------------------------------------------+\n| Таблица стратегий (игрока А) |\n+----------------+----+----+----+---------------+\n| Стратегии | b1 | b2 | b3 | MIN выигрыш A |\n+----------------+----+----+----+---------------+\n| a1 | 1 | 11 | 11 | 1 |\n| a2 | 7 | 5 | 8 | 5 |\n| a3 | 16 | 6 | 2 | 2 |\n| MAX проигрыш B | 16 | 11 | 11 | |\n+----------------+----+----+----+---------------+" }, - 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" }, - "execution_count": 516, + "execution_count": 838, "metadata": {}, "output_type": "execute_result" } ], "source": [ "brown_robinson = BrownRobinson(game_matrix=reduced_game, accuracy=0.1)\n", - "df = brown_robinson.solve(out=Path(\"iterations_table.csv\"))\n", + "df = brown_robinson.solve(out=Path(\"iterations_table.csv\"), mode=\"previous\")\n", "df" ] }, { "cell_type": "code", - "execution_count": 517, + "execution_count": 839, "id": "a33cdbecb29ba27d", "metadata": { "ExecuteTime": { - "end_time": "2024-03-03T19:13:00.171751Z", - "start_time": "2024-03-03T19:13:00.160210Z" + "end_time": "2024-03-04T17:35:47.467412Z", + "start_time": "2024-03-04T17:35:47.445989Z" } }, "outputs": [], @@ -597,15 +473,15 @@ }, { "cell_type": "code", - "execution_count": 518, + "execution_count": 840, "id": "a2ab77587064c655", "metadata": { "jupyter": { "source_hidden": true }, "ExecuteTime": { - "end_time": "2024-03-03T19:13:00.171825Z", - "start_time": "2024-03-03T19:13:00.162155Z" + "end_time": "2024-03-04T17:35:47.467637Z", + "start_time": "2024-03-04T17:35:47.450518Z" } }, "outputs": [ @@ -613,7 +489,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "Цена игры: 7 <= 8.980 <= 13\n" + "Цена игры: 5 <= 7.403 <= 11\n" ] } ], @@ -627,15 +503,15 @@ }, { "cell_type": "code", - "execution_count": 519, + "execution_count": 841, "id": "a5dd5d051e669aea", "metadata": { "jupyter": { "source_hidden": true }, "ExecuteTime": { - "end_time": "2024-03-03T19:13:00.201360Z", - "start_time": "2024-03-03T19:13:00.164911Z" + "end_time": "2024-03-04T17:35:47.467736Z", + "start_time": "2024-03-04T17:35:47.452812Z" } }, "outputs": [ @@ -648,7 +524,7 @@ "+---------+---------+----------+\n", "| a1 | a2 | a3 |\n", "+---------+---------+----------+\n", - "| 0.353 | 0.500 | 0.147 |\n", + "| 0.393 | 0.356 | 0.251 |\n", "+---------+---------+----------+\n" ] } @@ -667,13 +543,13 @@ }, { "cell_type": "code", - "execution_count": 520, + "execution_count": 842, "id": "562918e8925e1ae7", "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2024-03-03T19:13:00.201456Z", - "start_time": "2024-03-03T19:13:00.167006Z" + "end_time": "2024-03-04T17:35:47.467891Z", + "start_time": "2024-03-04T17:35:47.455608Z" } }, "outputs": [ @@ -681,7 +557,7 @@ "data": { "text/plain": "1.0" }, - "execution_count": 520, + "execution_count": 842, "metadata": {}, "output_type": "execute_result" } @@ -692,15 +568,15 @@ }, { "cell_type": "code", - "execution_count": 521, + "execution_count": 843, "id": "32d4e9caaff5ec60", "metadata": { "jupyter": { "source_hidden": true }, "ExecuteTime": { - "end_time": "2024-03-03T19:13:00.201954Z", - "start_time": "2024-03-03T19:13:00.169909Z" + "end_time": "2024-03-04T17:35:47.468493Z", + "start_time": "2024-03-04T17:35:47.460187Z" } }, "outputs": [ @@ -713,7 +589,7 @@ "+---------+---------+----------+\n", "| b1 | b2 | b3 |\n", "+---------+---------+----------+\n", - "| 0.402 | 0.206 | 0.392 |\n", + "| 0.356 | 0.092 | 0.552 |\n", "+---------+---------+----------+\n" ] } @@ -732,13 +608,13 @@ }, { "cell_type": "code", - "execution_count": 522, + "execution_count": 844, "id": "9e73bb6b49302738", "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2024-03-03T19:13:00.203194Z", - "start_time": "2024-03-03T19:13:00.172473Z" + "end_time": "2024-03-04T17:35:47.492487Z", + "start_time": "2024-03-04T17:35:47.467710Z" } }, "outputs": [ @@ -746,7 +622,7 @@ "data": { "text/plain": "1.0" }, - "execution_count": 522, + "execution_count": 844, "metadata": {}, "output_type": "execute_result" } @@ -757,13 +633,13 @@ }, { "cell_type": "code", - "execution_count": 523, + "execution_count": 845, "id": "ef1b59794d9dc707", "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2024-03-03T19:13:00.292988Z", - "start_time": "2024-03-03T19:13:00.181425Z" + "end_time": "2024-03-04T17:35:47.629583Z", + "start_time": "2024-03-04T17:35:47.472066Z" } }, "outputs": [ @@ -771,14 +647,14 @@ "data": { "text/plain": "" }, - "execution_count": 523, + "execution_count": 845, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": "
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" + "image/png": 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" }, "metadata": {}, "output_type": "display_data" @@ -796,20 +672,20 @@ }, { "cell_type": "code", - "execution_count": 524, + "execution_count": 846, "id": "d41bdb2e2e549aca", "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2024-03-03T19:13:00.381156Z", - "start_time": "2024-03-03T19:13:00.265371Z" + "end_time": "2024-03-04T17:35:47.776217Z", + "start_time": "2024-03-04T17:35:47.621515Z" } }, "outputs": [ { "data": { "text/plain": "
", - "image/png": 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" + "image/png": 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" }, "metadata": {}, "output_type": "display_data" @@ -825,44 +701,6 @@ " grid=True,\n", ")" ] - }, - { - "cell_type": "markdown", - "id": "74402f0ce393243d", - "metadata": { - "collapsed": false - }, - "source": [ - "### Возврат к цене игры для исходной матрицы" - ] - }, - { - "cell_type": "code", - "execution_count": 525, - "id": "3175ba0fd7190f7d", - "metadata": { - "collapsed": false, - "ExecuteTime": { - "end_time": "2024-03-03T19:13:00.381261Z", - "start_time": "2024-03-03T19:13:00.341569Z" - } - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Цена игры: 5 <= 6.980 <= 11\n" - ] - } - ], - "source": [ - "assert check_resulted_game_price(\n", - " game_matrix=original_game_matrix,\n", - " # Уменьшаем ЦИ на слагаемое, используемое при нормализации матрицы.\n", - " game_price_value=game_price_value - normalizer,\n", - ")" - ] } ], "metadata": { diff --git a/game_theory/01-lab-brown_robinson/iterations_table.csv b/game_theory/01-lab-brown_robinson/iterations_table.csv index b998156..b706f06 100644 --- a/game_theory/01-lab-brown_robinson/iterations_table.csv +++ b/game_theory/01-lab-brown_robinson/iterations_table.csv @@ -1,103 +1,240 @@ k,A,B,a1,a2,a3,b1,b2,b3,ВЦИ,НЦИ,ε -1,a3,b1,3,9,18,18,8,0,18.0,0.0,18.0 -2,a3,b3,16,19,18,36,16,0,9.5,0.0,9.5 -3,a2,b3,29,29,18,45,23,10,9.667,3.333,6.167 -4,a1,b3,42,39,18,48,36,23,10.5,5.75,3.75 -5,a1,b3,55,49,18,51,49,36,11.0,7.2,2.3 -6,a1,b3,68,59,18,54,62,49,11.333,8.167,1.333 -7,a1,b3,81,69,18,57,75,62,11.571,8.143,1.333 -8,a1,b1,84,78,36,60,88,75,10.5,7.5,1.333 -9,a1,b1,87,87,54,63,101,88,9.667,7.0,1.333 -10,a2,b1,90,96,72,72,108,98,9.6,7.2,1.333 -11,a2,b1,93,105,90,81,115,108,9.545,7.364,1.333 -12,a2,b1,96,114,108,90,122,118,9.5,7.5,1.333 -13,a2,b1,99,123,126,99,129,128,9.692,7.615,1.333 -14,a3,b1,102,132,144,117,137,128,10.286,8.357,1.143 -15,a3,b1,105,141,162,135,145,128,10.8,8.533,0.967 -16,a3,b3,118,151,162,153,153,128,10.125,8.0,0.967 -17,a3,b3,131,161,162,171,161,128,9.529,7.529,0.967 -18,a3,b3,144,171,162,189,169,128,9.5,7.111,0.967 -19,a2,b3,157,181,162,198,176,138,9.526,7.263,0.967 -20,a2,b3,170,191,162,207,183,148,9.55,7.4,0.967 -21,a2,b3,183,201,162,216,190,158,9.571,7.524,0.967 -22,a2,b3,196,211,162,225,197,168,9.591,7.636,0.967 -23,a2,b3,209,221,162,234,204,178,9.609,7.739,0.967 -24,a2,b3,222,231,162,243,211,188,9.625,7.833,0.967 -25,a2,b3,235,241,162,252,218,198,9.64,7.92,0.967 -26,a2,b3,248,251,162,261,225,208,9.654,8.0,0.967 -27,a2,b3,261,261,162,270,232,218,9.667,8.074,0.967 -28,a1,b3,274,271,162,273,245,231,9.786,8.25,0.967 -29,a1,b3,287,281,162,276,258,244,9.897,8.414,0.967 -30,a1,b3,300,291,162,279,271,257,10.0,8.567,0.933 -31,a1,b3,313,301,162,282,284,270,10.097,8.71,0.79 -32,a1,b3,326,311,162,285,297,283,10.188,8.844,0.656 -33,a1,b3,339,321,162,288,310,296,10.273,8.727,0.656 -34,a1,b1,342,330,180,291,323,309,10.059,8.559,0.656 -35,a1,b1,345,339,198,294,336,322,9.857,8.4,0.656 -36,a1,b1,348,348,216,297,349,335,9.667,8.25,0.656 -37,a1,b1,351,357,234,300,362,348,9.649,8.108,0.656 -38,a2,b1,354,366,252,309,369,358,9.632,8.132,0.656 -39,a2,b1,357,375,270,318,376,368,9.615,8.154,0.656 -40,a2,b1,360,384,288,327,383,378,9.6,8.175,0.656 -41,a2,b1,363,393,306,336,390,388,9.585,8.195,0.656 -42,a2,b1,366,402,324,345,397,398,9.571,8.214,0.656 -43,a2,b1,369,411,342,354,404,408,9.558,8.233,0.656 -44,a2,b1,372,420,360,363,411,418,9.545,8.25,0.656 -45,a2,b1,375,429,378,372,418,428,9.533,8.267,0.656 -46,a2,b1,378,438,396,381,425,438,9.522,8.283,0.656 -47,a2,b1,381,447,414,390,432,448,9.511,8.298,0.656 -48,a2,b1,384,456,432,399,439,458,9.5,8.312,0.656 -49,a2,b1,387,465,450,408,446,468,9.49,8.327,0.646 -50,a2,b1,390,474,468,417,453,478,9.48,8.34,0.636 -51,a2,b1,393,483,486,426,460,488,9.529,8.353,0.636 -52,a3,b1,396,492,504,444,468,488,9.692,8.538,0.636 -53,a3,b1,399,501,522,462,476,488,9.849,8.717,0.636 -54,a3,b1,402,510,540,480,484,488,10.0,8.889,0.591 -55,a3,b1,405,519,558,498,492,488,10.145,8.873,0.591 -56,a3,b3,418,529,558,516,500,488,9.964,8.714,0.591 -57,a3,b3,431,539,558,534,508,488,9.789,8.561,0.591 -58,a3,b3,444,549,558,552,516,488,9.621,8.414,0.591 -59,a3,b3,457,559,558,570,524,488,9.475,8.271,0.586 -60,a2,b3,470,569,558,579,531,498,9.483,8.3,0.586 -61,a2,b3,483,579,558,588,538,508,9.492,8.328,0.586 -62,a2,b3,496,589,558,597,545,518,9.5,8.355,0.586 -63,a2,b3,509,599,558,606,552,528,9.508,8.381,0.586 -64,a2,b3,522,609,558,615,559,538,9.516,8.406,0.586 -65,a2,b3,535,619,558,624,566,548,9.523,8.431,0.586 -66,a2,b3,548,629,558,633,573,558,9.53,8.455,0.586 -67,a2,b3,561,639,558,642,580,568,9.537,8.478,0.586 -68,a2,b3,574,649,558,651,587,578,9.544,8.5,0.586 -69,a2,b3,587,659,558,660,594,588,9.551,8.522,0.586 -70,a2,b3,600,669,558,669,601,598,9.557,8.543,0.586 -71,a2,b3,613,679,558,678,608,608,9.563,8.563,0.586 -72,a2,b2,626,686,566,687,615,618,9.528,8.542,0.586 -73,a2,b2,639,693,574,696,622,628,9.493,8.521,0.586 -74,a2,b2,652,700,582,705,629,638,9.459,8.5,0.571 -75,a2,b2,665,707,590,714,636,648,9.427,8.48,0.538 -76,a2,b2,678,714,598,723,643,658,9.395,8.461,0.506 -77,a2,b2,691,721,606,732,650,668,9.364,8.442,0.475 -78,a2,b2,704,728,614,741,657,678,9.333,8.423,0.444 -79,a2,b2,717,735,622,750,664,688,9.304,8.405,0.415 -80,a2,b2,730,742,630,759,671,698,9.275,8.388,0.386 -81,a2,b2,743,749,638,768,678,708,9.247,8.37,0.358 -82,a2,b2,756,756,646,777,685,718,9.22,8.354,0.331 -83,a1,b2,769,763,654,780,698,731,9.265,8.41,0.331 -84,a1,b2,782,770,662,783,711,744,9.31,8.464,0.331 -85,a1,b2,795,777,670,786,724,757,9.353,8.518,0.331 -86,a1,b2,808,784,678,789,737,770,9.395,8.57,0.331 -87,a1,b2,821,791,686,792,750,783,9.437,8.621,0.331 -88,a1,b2,834,798,694,795,763,796,9.477,8.67,0.331 -89,a1,b2,847,805,702,798,776,809,9.517,8.719,0.331 -90,a1,b2,860,812,710,801,789,822,9.556,8.767,0.331 -91,a1,b2,873,819,718,804,802,835,9.593,8.813,0.331 -92,a1,b2,886,826,726,807,815,848,9.63,8.772,0.331 -93,a1,b1,889,835,744,810,828,861,9.559,8.71,0.331 -94,a1,b1,892,844,762,813,841,874,9.489,8.649,0.331 -95,a1,b1,895,853,780,816,854,887,9.421,8.589,0.331 -96,a1,b1,898,862,798,819,867,900,9.354,8.531,0.331 -97,a1,b1,901,871,816,822,880,913,9.289,8.474,0.331 -98,a1,b1,904,880,834,825,893,926,9.224,8.418,0.331 -99,a1,b1,907,889,852,828,906,939,9.162,8.364,0.273 -100,a1,b1,910,898,870,831,919,952,9.1,8.31,0.211 -101,a1,b1,913,907,888,834,932,965,9.04,8.257,0.151 -102,a1,b1,916,916,906,837,945,978,8.98,8.206,0.092 +1,a1,b3,11,8,2,1,11,11,11.0,1.0,10.0 +2,a1,b1,12,15,18,2,22,22,9.0,1.0,8.0 +3,a3,b1,13,22,34,18,28,24,11.333,6.0,3.0 +4,a3,b1,14,29,50,34,34,26,12.5,6.5,2.5 +5,a3,b3,25,37,52,50,40,28,10.4,5.6,2.5 +6,a3,b3,36,45,54,66,46,30,9.0,5.0,2.5 +7,a3,b3,47,53,56,82,52,32,8.0,4.571,1.5 +8,a3,b3,58,61,58,98,58,34,7.625,4.25,1.125 +9,a2,b3,69,69,60,105,63,42,7.667,4.667,1.125 +10,a2,b3,80,77,62,112,68,50,8.0,5.0,1.125 +11,a1,b3,91,85,64,113,79,61,8.273,5.545,1.125 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b/game_theory/utils/matrix_games/brown_robinson/brown_robinson.py @@ -91,20 +91,20 @@ def mixed_strategies(self) -> tuple[tuple[float, ...] | None, tuple[float, ...] return None, None iterations_count: int = len(self.solution_table) - mixed_strategies_player_a: pd.Series = ( - self.solution_table[CHOSEN_A_LABEL].value_counts().sort_index() / iterations_count - ) - mixed_strategies_player_b: pd.Series = ( - self.solution_table[CHOSEN_B_LABEL].value_counts().sort_index() / iterations_count - ) - return tuple(mixed_strategies_player_a.values), tuple(mixed_strategies_player_b.values) + mixed_strategies: list = [None, None] + for i, chosen_label in enumerate((CHOSEN_A_LABEL, CHOSEN_B_LABEL)): + mixed_strategy: np.ndarray = ( + self.solution_table[chosen_label].value_counts().sort_index() / iterations_count + ).to_numpy() + zero_probabilities_count: int = self.game_matrix.shape[i] - len(mixed_strategy) + mixed_strategies[i] = tuple(list(mixed_strategy) + [0] * zero_probabilities_count) + + return tuple(mixed_strategies) @property def game_price_estimation(self) -> ValueType | None: """Оценка для цены игры на данной итерации алгоритма.""" - last_row: pd.Series = self.solution_table.iloc[-1] - # В качестве оценки берём верхнюю цену игры. - return last_row[MINMAX_ESTIMATION_LABEL] + return (self.minmax_price_estimation + self.maxmin_price_estimation) / 2 def solve( self, @@ -135,10 +135,10 @@ def solve( return self.__write_result(out) def __write_result(self, out_path: Path | None = None) -> pd.DataFrame: - # Округляем до 3 значащих цифр после запятой. self.solution_table = self.solution_table.round(3) # Экспортируем результат в CSV-таблицу, если передан путь. if isinstance(out_path, Path): + # Округляем до 3 значащих цифр после запятой. self.solution_table.to_csv(out_path, index=False) return self.solution_table @@ -185,8 +185,8 @@ def __choose_strategies(self, mode="random") -> tuple[IndexType, IndexType]: """ Выбирает индексы лучших стратегий игроков для следующей итерации алгоритма. :param str mode: Регламентирует, как выбирать стратегии в случае коллизий. - - "random" (default) - использует случайную из лучших стратегий; - - "previous" - использует стратегию с прошлой итерации. + - "random" (default) - использует случайную из лучших стратегий; + - "previous" - использует стратегию с прошлой итерации. :return: Кортеж из двух индексов лучших стратегий для игроков A и B соответственно. """ # Находим лучшие стратегии игрока A.