Skip to content

Instantly share code, notes, and snippets.

@aseyboldt
Last active February 18, 2024 01:44
Show Gist options
  • Save aseyboldt/3fe105acbb15f74cfd659b4f44641ebd to your computer and use it in GitHub Desktop.
Save aseyboldt/3fe105acbb15f74cfd659b4f44641ebd to your computer and use it in GitHub Desktop.
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "markdown",
"id": "f1d16f57-6e6c-4181-b691-9d073e4bda9e",
"metadata": {},
"source": [
"# Model the group stage of NAC4"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "8973a1cf-6665-40d5-8408-68a64a12c397",
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/adr/git/numba/numba/np/ufunc/dufunc.py:84: NumbaDeprecationWarning: \u001b[1mThe 'nopython' keyword argument was not supplied to the 'numba.jit' decorator. The implicit default value for this argument is currently False, but it will be changed to True in Numba 0.59.0. See https://numba.readthedocs.io/en/stable/reference/deprecation.html#deprecation-of-object-mode-fall-back-behaviour-when-using-jit for details.\u001b[0m\n",
" dispatcher = jit(_target='npyufunc',\n"
]
}
],
"source": [
"import pymc as pm\n",
"import numpy as np\n",
"import pandas as pd\n",
"import seaborn as sns\n",
"import nutpie\n",
"import pytensor.tensor as pt\n",
"import xarray as xr\n",
"from scipy import special\n",
"import matplotlib.pyplot as plt\n",
"import networkx"
]
},
{
"cell_type": "markdown",
"id": "daf17496-bbe5-4ac6-b1da-fd243d676741",
"metadata": {},
"source": [
"## Prepare data from the group stage of NAC4"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "1608da88-2b3a-4a3c-a225-0167641bf190",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"sets = pd.DataFrame.from_records([\n",
" # Round 1\n",
" {\n",
" \"player1\": \"Yo\",\n",
" \"player2\": \"Nicov\",\n",
" \"won\": 3,\n",
" \"lost\": 2,\n",
" \"day\": 0,\n",
" },\n",
" {\n",
" \"player1\": \"TaToH\",\n",
" \"player2\": \"Vinchester\",\n",
" \"won\": 3,\n",
" \"lost\": 2,\n",
" \"day\": 0,\n",
" },\n",
" {\n",
" \"player1\": \"Hera\",\n",
" \"player2\": \"ACCM\",\n",
" \"won\": 3,\n",
" \"lost\": 1,\n",
" \"day\": 0,\n",
" },\n",
" {\n",
" \"player1\": \"TheViper\",\n",
" \"player2\": \"Villese\",\n",
" \"won\": 0,\n",
" \"lost\": 3,\n",
" \"day\": 0,\n",
" },\n",
" {\n",
" \"player1\": \"Liereyy\",\n",
" \"player2\": \"JorDan_AoE\",\n",
" \"won\": 3,\n",
" \"lost\": 0,\n",
" \"day\": 0,\n",
" },\n",
" # Round 2\n",
" {\n",
" \"player1\": \"Yo\",\n",
" \"player2\": \"Vinchester\",\n",
" \"won\": 3,\n",
" \"lost\": 2,\n",
" \"day\": 1,\n",
" },\n",
" {\n",
" \"player1\": \"Nicov\",\n",
" \"player2\": \"ACCM\",\n",
" \"won\": 3,\n",
" \"lost\": 0,\n",
" \"day\": 1,\n",
" },\n",
" {\n",
" \"player1\": \"TheViper\",\n",
" \"player2\": \"JorDan_AoE\",\n",
" \"won\": 3,\n",
" \"lost\": 0,\n",
" \"day\": 1,\n",
" },\n",
" {\n",
" \"player1\": \"Hera\",\n",
" \"player2\": \"Villese\",\n",
" \"won\": 3,\n",
" \"lost\": 1,\n",
" \"day\": 1,\n",
" },\n",
" {\n",
" \"player1\": \"Liereyy\",\n",
" \"player2\": \"TaToH\",\n",
" \"won\": 3,\n",
" \"lost\": 1,\n",
" \"day\": 1,\n",
" },\n",
" # Round 3\n",
" {\n",
" \"player1\": \"Vinchester\",\n",
" \"player2\": \"JorDan_AoE\",\n",
" \"won\": 2,\n",
" \"lost\": 3,\n",
" \"day\": 2,\n",
" },\n",
" {\n",
" \"player1\": \"TaToH\",\n",
" \"player2\": \"ACCM\",\n",
" \"won\": 3,\n",
" \"lost\": 1,\n",
" \"day\": 2,\n",
" },\n",
" {\n",
" \"player1\": \"Yo\",\n",
" \"player2\": \"Villese\",\n",
" \"won\": 2,\n",
" \"lost\": 3,\n",
" \"day\": 2,\n",
" },\n",
" {\n",
" \"player1\": \"Nicov\",\n",
" \"player2\": \"TheViper\",\n",
" \"won\": 1,\n",
" \"lost\": 3,\n",
" \"day\": 2,\n",
" },\n",
" {\n",
" \"player1\": \"Hera\",\n",
" \"player2\": \"Liereyy\",\n",
" \"won\": 3,\n",
" \"lost\": 2,\n",
" \"day\": 2,\n",
" },\n",
" # Round 4\n",
" {\n",
" \"player1\": \"Nicov\",\n",
" \"player2\": \"JorDan_AoE\",\n",
" \"won\": 3,\n",
" \"lost\": 1,\n",
" \"day\": 3,\n",
" },\n",
" {\n",
" \"player1\": \"ACCM\",\n",
" \"player2\": \"Vinchester\",\n",
" \"won\": 2,\n",
" \"lost\": 3,\n",
" \"day\": 3,\n",
" },\n",
" {\n",
" \"player1\": \"Villese\",\n",
" \"player2\": \"Liereyy\",\n",
" \"won\": 1,\n",
" \"lost\": 3,\n",
" \"day\": 3,\n",
" },\n",
" {\n",
" \"player1\": \"Yo\",\n",
" \"player2\": \"TaToH\",\n",
" \"won\": 1,\n",
" \"lost\": 3,\n",
" \"day\": 3,\n",
" },\n",
" {\n",
" \"player1\": \"TheViper\",\n",
" \"player2\": \"Hera\",\n",
" \"won\": 0,\n",
" \"lost\": 3,\n",
" \"day\": 3,\n",
" },\n",
" # Round 5\n",
" {\n",
" \"player1\": \"Yo\",\n",
" \"player2\": \"ACCM\",\n",
" \"won\": 3,\n",
" \"lost\": 2,\n",
" \"day\": 4,\n",
" },\n",
" {\n",
" \"player1\": \"Villese\",\n",
" \"player2\": \"JorDan_AoE\",\n",
" \"won\": 3,\n",
" \"lost\": 1,\n",
" \"day\": 4,\n",
" },\n",
" {\n",
" \"player1\": \"Nicov\",\n",
" \"player2\": \"Vinchester\",\n",
" \"won\": 1,\n",
" \"lost\": 3,\n",
" \"day\": 4,\n",
" },\n",
" {\n",
" \"player1\": \"Hera\",\n",
" \"player2\": \"TaToH\",\n",
" \"won\": 3,\n",
" \"lost\": 1,\n",
" \"day\": 4,\n",
" },\n",
" {\n",
" \"player1\": \"TheViper\",\n",
" \"player2\": \"Liereyy\",\n",
" \"won\": 0,\n",
" \"lost\": 3,\n",
" \"day\": 4,\n",
" },\n",
" # Playoffs\n",
" {\n",
" \"player1\": \"Yo\",\n",
" \"player2\": \"Nicov\",\n",
" \"won\": 4,\n",
" \"lost\": 2,\n",
" \"day\": 5,\n",
" },\n",
" {\n",
" \"player1\": \"TheViper\",\n",
" \"player2\": \"Vinchester\",\n",
" \"won\": 4,\n",
" \"lost\": 1,\n",
" \"day\": 5,\n",
" },\n",
"])"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "2b6f0da2-a6ec-4f85-a299-ea9e23d93bbe",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"def make_game_subset(sets, num_days):\n",
" \"\"\"Split game sets into data for individual games.\n",
"\n",
" Only include the first `num_days` rounds of the group stage.\n",
" \"\"\"\n",
" games = []\n",
" for i, game_set in sets[sets.day < num_days].iterrows():\n",
" p1 = game_set.loc[\"player1\"]\n",
" p2 = game_set.loc[\"player2\"]\n",
" for _ in range(game_set.loc[\"won\"]):\n",
" games.append({\n",
" \"player1\": p1,\n",
" \"player2\": p2,\n",
" \"game_set\": i,\n",
" })\n",
" for _ in range(game_set.loc[\"lost\"]):\n",
" games.append({\n",
" \"player1\": p2,\n",
" \"player2\": p1,\n",
" \"game_set\": i,\n",
" })\n",
" return pd.DataFrame.from_records(games)"
]
},
{
"cell_type": "markdown",
"id": "6cead558-bbca-4839-836e-c505191f5e39",
"metadata": {},
"source": [
"## The player performance model"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "eaa08fb8-8518-48d1-b86e-ac7e86990b5a",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"games = make_game_subset(sets, np.inf)\n",
"player_dtype = pd.CategoricalDtype(sorted(set(games.player1).union(games.player2)))\n",
"players = player_dtype.categories\n",
"game_set_idx, game_sets = pd.factorize(games.game_set)\n",
"\n",
"coords = {\n",
" \"player\": players,\n",
" \"player2\": players,\n",
" \"game_set\": game_sets,\n",
"}\n",
"\n",
"\n",
"def fit_model(num_days, seed):\n",
" \"\"\"Fit a model to the game results and find good next matchups.\n",
"\n",
" The model assumes that each player has a playing performance\n",
" parameter, that stays constant throughout the tournament.\n",
" Just like in ELO estimation, we assume that each game result\n",
" is an independent draw from\n",
"\n",
" Bernoulli(1 / (1 + 10^(elo2 - elo1)))\n",
"\n",
" For each player pair we then compute the expected KL divergance\n",
" between the current posterior and the posterior after they\n",
" play an additonal best-of-5.\n",
"\n",
" This expected information gain is returned as the second output.\n",
"\n",
" Parameters\n",
" ----------\n",
" num_days: int\n",
" Fit the model with only the data from the first `num_days`\n",
" days of the group stage.\n",
" seed: int\n",
" Random seed for the MCMC sampler.\n",
"\n",
" Returns\n",
" -------\n",
" trace: arviz.InferenceData\n",
" The posterior of the model\n",
" expected_info_gain: xr.DataArray\n",
" The expected KL divergence for each pair of players for\n",
" letting them play an additonal best of 5.\n",
" \"\"\"\n",
" games = make_game_subset(sets, num_days)\n",
"\n",
" winner_idx = games.player1.astype(player_dtype).cat.codes\n",
" loser_idx = games.player2.astype(player_dtype).cat.codes\n",
" assert -1 not in winner_idx\n",
" assert -1 not in loser_idx\n",
"\n",
" with pm.Model(coords=coords) as model:\n",
" elo_raw = pm.ZeroSumNormal(\"elo_raw\", dims=\"player\")\n",
"\n",
" # We do not estimate this parameter so that the experimental design\n",
" # doesn't get more complicated because of a nuisance parameter\n",
" # elo_sd = pm.Gamma(\"elo_sd\", mu=80, sigma=20)\n",
" elo_sd = 80\n",
" elo = elo_raw * elo_sd\n",
" pm.Deterministic(\"elo\", elo, dims=\"player\")\n",
"\n",
" diff = (elo[winner_idx] - elo[loser_idx]) / 400 * np.log(10)\n",
" pm.Deterministic(\n",
" \"logp_win\",\n",
" -pt.log1p(pt.exp(-(elo[:, None] - elo[None, :]) / 400 * np.log(10))),\n",
" dims=(\"player\", \"player2\")\n",
" )\n",
" pm.Bernoulli(\"result\", logit_p=diff, observed=np.ones_like(winner_idx))\n",
"\n",
" compiled = nutpie.compile_pymc_model(model)\n",
" # We draw a larger number of sample to make make the\n",
" # estimates for the next best matchup more stable.\n",
" tr = nutpie.sample(compiled, draws=50_000, seed=seed, chains=10)\n",
"\n",
" # Compute expected change in KL divergence for each matchup\n",
" lp_win = tr.posterior.logp_win.stack(sample=[\"draw\", \"chain\"])\n",
" p_win = np.exp(lp_win)\n",
"\n",
" lp_lose = np.log1p(-np.exp(tr.posterior.logp_win.stack(sample=[\"draw\", \"chain\"])))\n",
" p_lose = np.exp(lp_lose)\n",
"\n",
" expected_info_gain = (\n",
" ((p := p_win ** 3) * (np.log(p) - np.log(p.mean(\"sample\")))).mean(\"sample\")\n",
" + ((p := 3 * (p_win ** 3 * p_lose)) * (np.log(p) - np.log(p.mean(\"sample\")))).mean(\"sample\")\n",
" + ((p := 6 * (p_win ** 3 * p_lose ** 2)) * (np.log(p) - np.log(p.mean(\"sample\")))).mean(\"sample\")\n",
" + ((p := 6 * (p_win ** 2 * p_lose ** 3)) * (np.log(p) - np.log(p.mean(\"sample\")))).mean(\"sample\")\n",
" + ((p := 3 * (p_win ** 1 * p_lose ** 3)) * (np.log(p) - np.log(p.mean(\"sample\")))).mean(\"sample\")\n",
" + ((p := p_lose ** 3) * (np.log(p) - np.log(p.mean(\"sample\")))).mean(\"sample\")\n",
" )\n",
"\n",
" return tr, expected_info_gain"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "5a9d8f9f-3e12-4049-881f-ebcb32b276c5",
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/adr/git/pymc-dev/pymc/model.py:980: FutureWarning: Model.RV_dims is deprecated. User Model.named_vars_to_dims instead.\n",
" warnings.warn(\n"
]
},
{
"data": {
"text/html": [
"\n",
"<style>\n",
" /* Turns off some styling */\n",
" progress {\n",
" /* gets rid of default border in Firefox and Opera. */\n",
" border: none;\n",
" /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
" background-size: auto;\n",
" }\n",
" progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",
" background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
" }\n",
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
" background: #F44336;\n",
" }\n",
"</style>\n"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"\n",
" <div>\n",
" <progress value='503000' class='' max='503000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
" 100.00% [503000/503000 00:07&lt;00:00 Chains in warmup: 0, Divergences: 0]\n",
" </div>\n",
" "
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/adr/git/pymc-dev/pymc/model.py:980: FutureWarning: Model.RV_dims is deprecated. User Model.named_vars_to_dims instead.\n",
" warnings.warn(\n"
]
},
{
"data": {
"text/html": [
"\n",
"<style>\n",
" /* Turns off some styling */\n",
" progress {\n",
" /* gets rid of default border in Firefox and Opera. */\n",
" border: none;\n",
" /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
" background-size: auto;\n",
" }\n",
" progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",
" background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
" }\n",
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
" background: #F44336;\n",
" }\n",
"</style>\n"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"\n",
" <div>\n",
" <progress value='503000' class='' max='503000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
" 100.00% [503000/503000 00:07&lt;00:00 Chains in warmup: 0, Divergences: 0]\n",
" </div>\n",
" "
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/adr/git/pymc-dev/pymc/model.py:980: FutureWarning: Model.RV_dims is deprecated. User Model.named_vars_to_dims instead.\n",
" warnings.warn(\n"
]
},
{
"data": {
"text/html": [
"\n",
"<style>\n",
" /* Turns off some styling */\n",
" progress {\n",
" /* gets rid of default border in Firefox and Opera. */\n",
" border: none;\n",
" /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
" background-size: auto;\n",
" }\n",
" progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",
" background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
" }\n",
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
" background: #F44336;\n",
" }\n",
"</style>\n"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"\n",
" <div>\n",
" <progress value='503000' class='' max='503000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
" 100.00% [503000/503000 00:07&lt;00:00 Chains in warmup: 0, Divergences: 0]\n",
" </div>\n",
" "
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/adr/git/pymc-dev/pymc/model.py:980: FutureWarning: Model.RV_dims is deprecated. User Model.named_vars_to_dims instead.\n",
" warnings.warn(\n"
]
},
{
"data": {
"text/html": [
"\n",
"<style>\n",
" /* Turns off some styling */\n",
" progress {\n",
" /* gets rid of default border in Firefox and Opera. */\n",
" border: none;\n",
" /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
" background-size: auto;\n",
" }\n",
" progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",
" background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
" }\n",
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
" background: #F44336;\n",
" }\n",
"</style>\n"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"\n",
" <div>\n",
" <progress value='503000' class='' max='503000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
" 100.00% [503000/503000 00:07&lt;00:00 Chains in warmup: 0, Divergences: 0]\n",
" </div>\n",
" "
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/adr/git/pymc-dev/pymc/model.py:980: FutureWarning: Model.RV_dims is deprecated. User Model.named_vars_to_dims instead.\n",
" warnings.warn(\n"
]
},
{
"data": {
"text/html": [
"\n",
"<style>\n",
" /* Turns off some styling */\n",
" progress {\n",
" /* gets rid of default border in Firefox and Opera. */\n",
" border: none;\n",
" /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
" background-size: auto;\n",
" }\n",
" progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",
" background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
" }\n",
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
" background: #F44336;\n",
" }\n",
"</style>\n"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"\n",
" <div>\n",
" <progress value='503000' class='' max='503000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
" 100.00% [503000/503000 00:07&lt;00:00 Chains in warmup: 0, Divergences: 0]\n",
" </div>\n",
" "
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/adr/git/pymc-dev/pymc/model.py:980: FutureWarning: Model.RV_dims is deprecated. User Model.named_vars_to_dims instead.\n",
" warnings.warn(\n"
]
},
{
"data": {
"text/html": [
"\n",
"<style>\n",
" /* Turns off some styling */\n",
" progress {\n",
" /* gets rid of default border in Firefox and Opera. */\n",
" border: none;\n",
" /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
" background-size: auto;\n",
" }\n",
" progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",
" background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
" }\n",
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
" background: #F44336;\n",
" }\n",
"</style>\n"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"\n",
" <div>\n",
" <progress value='503000' class='' max='503000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
" 100.00% [503000/503000 00:07&lt;00:00 Chains in warmup: 0, Divergences: 0]\n",
" </div>\n",
" "
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"matchups_best = []\n",
"matchups_actual = []\n",
"traces = []\n",
"infos = []\n",
"for num_days in range(1, 7):\n",
" tr, info = fit_model(num_days, num_days + 42)\n",
" traces.append(tr)\n",
" infos.append(info)\n",
" # Compute complete sets of matchups that maximize the sum of\n",
" # information changes. This is only an approximation,\n",
" # strictly speaking we'd have to look at the expected\n",
" # information change for the whole matchup...\n",
" graph = networkx.Graph(info.values)\n",
" matching = networkx.max_weight_matching(graph)\n",
" a_, b_ = np.array(list(matching)).T\n",
" player1 = np.r_[a_, b_]\n",
" player2 = np.r_[b_, a_]\n",
" matchups_best.append(\n",
" pd.DataFrame([players[player1], players[player2]]).T\n",
" .rename(columns={0: \"player1\", 1: \"player2\"})\n",
" .sort_values(\"player1\")\n",
" )\n",
" matchups_actual.append(\n",
" pd.concat([\n",
" sets[sets.day == num_days][[\"player1\", \"player2\"]],\n",
" sets[sets.day == num_days][[\"player1\", \"player2\"]]\n",
" .rename(columns={\"player1\": \"player2\", \"player2\": \"player1\"})\n",
" ]).sort_values(\"player1\")\n",
" )\n",
"tr_all = xr.concat([tr.posterior for tr in traces], dim=\"day\")"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "ee9c97c8-bab5-47eb-ab22-3dd9031e6d04",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.heatmap(info.to_pandas().where(info > 0) * np.log2(np.e), cmap=\"viridis\")\n",
"plt.title(\"Expected information gain for game set between players\");"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "fcbc9e9d-848b-43d7-be2d-5098979ef2ef",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th></th>\n",
" <th>day_2</th>\n",
" <th>day_3</th>\n",
" <th>day_4</th>\n",
" <th>day_5</th>\n",
" <th>day_6</th>\n",
" <th>day_7</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th rowspan=\"2\" valign=\"top\">ACCM</th>\n",
" <th>model_choice</th>\n",
" <td>Vinchester</td>\n",
" <td>JorDan_AoE</td>\n",
" <td>JorDan_AoE</td>\n",
" <td>JorDan_AoE</td>\n",
" <td>JorDan_AoE</td>\n",
" <td>JorDan_AoE</td>\n",
" </tr>\n",
" <tr>\n",
" <th>tournament</th>\n",
" <td>Nicov</td>\n",
" <td>TaToH</td>\n",
" <td>Vinchester</td>\n",
" <td>Yo</td>\n",
" <td>Yo</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th rowspan=\"2\" valign=\"top\">Hera</th>\n",
" <th>model_choice</th>\n",
" <td>Yo</td>\n",
" <td>Liereyy</td>\n",
" <td>TheViper</td>\n",
" <td>TaToH</td>\n",
" <td>Liereyy</td>\n",
" <td>Liereyy</td>\n",
" </tr>\n",
" <tr>\n",
" <th>tournament</th>\n",
" <td>Villese</td>\n",
" <td>Liereyy</td>\n",
" <td>TheViper</td>\n",
" <td>TaToH</td>\n",
" <td>Vinchester</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th rowspan=\"2\" valign=\"top\">JorDan_AoE</th>\n",
" <th>model_choice</th>\n",
" <td>TheViper</td>\n",
" <td>ACCM</td>\n",
" <td>ACCM</td>\n",
" <td>ACCM</td>\n",
" <td>ACCM</td>\n",
" <td>ACCM</td>\n",
" </tr>\n",
" <tr>\n",
" <th>tournament</th>\n",
" <td>TheViper</td>\n",
" <td>Vinchester</td>\n",
" <td>Nicov</td>\n",
" <td>Villese</td>\n",
" <td>TheViper</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th rowspan=\"2\" valign=\"top\">Liereyy</th>\n",
" <th>model_choice</th>\n",
" <td>Villese</td>\n",
" <td>Hera</td>\n",
" <td>Yo</td>\n",
" <td>Nicov</td>\n",
" <td>Hera</td>\n",
" <td>Hera</td>\n",
" </tr>\n",
" <tr>\n",
" <th>tournament</th>\n",
" <td>TaToH</td>\n",
" <td>Hera</td>\n",
" <td>Villese</td>\n",
" <td>TheViper</td>\n",
" <td>Nicov</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th rowspan=\"2\" valign=\"top\">Nicov</th>\n",
" <th>model_choice</th>\n",
" <td>TaToH</td>\n",
" <td>TaToH</td>\n",
" <td>Vinchester</td>\n",
" <td>Liereyy</td>\n",
" <td>TaToH</td>\n",
" <td>TaToH</td>\n",
" </tr>\n",
" <tr>\n",
" <th>tournament</th>\n",
" <td>ACCM</td>\n",
" <td>TheViper</td>\n",
" <td>JorDan_AoE</td>\n",
" <td>Vinchester</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th rowspan=\"2\" valign=\"top\">TaToH</th>\n",
" <th>model_choice</th>\n",
" <td>Nicov</td>\n",
" <td>Nicov</td>\n",
" <td>Villese</td>\n",
" <td>Hera</td>\n",
" <td>Nicov</td>\n",
" <td>Nicov</td>\n",
" </tr>\n",
" <tr>\n",
" <th>tournament</th>\n",
" <td>Liereyy</td>\n",
" <td>ACCM</td>\n",
" <td>Yo</td>\n",
" <td>Hera</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th rowspan=\"2\" valign=\"top\">TheViper</th>\n",
" <th>model_choice</th>\n",
" <td>JorDan_AoE</td>\n",
" <td>Vinchester</td>\n",
" <td>Hera</td>\n",
" <td>Yo</td>\n",
" <td>Yo</td>\n",
" <td>Yo</td>\n",
" </tr>\n",
" <tr>\n",
" <th>tournament</th>\n",
" <td>JorDan_AoE</td>\n",
" <td>Nicov</td>\n",
" <td>Hera</td>\n",
" <td>Liereyy</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th rowspan=\"2\" valign=\"top\">Villese</th>\n",
" <th>model_choice</th>\n",
" <td>Liereyy</td>\n",
" <td>Yo</td>\n",
" <td>TaToH</td>\n",
" <td>Vinchester</td>\n",
" <td>Vinchester</td>\n",
" <td>Vinchester</td>\n",
" </tr>\n",
" <tr>\n",
" <th>tournament</th>\n",
" <td>Hera</td>\n",
" <td>Yo</td>\n",
" <td>Liereyy</td>\n",
" <td>JorDan_AoE</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th rowspan=\"2\" valign=\"top\">Vinchester</th>\n",
" <th>model_choice</th>\n",
" <td>ACCM</td>\n",
" <td>TheViper</td>\n",
" <td>Nicov</td>\n",
" <td>Villese</td>\n",
" <td>Villese</td>\n",
" <td>Villese</td>\n",
" </tr>\n",
" <tr>\n",
" <th>tournament</th>\n",
" <td>Yo</td>\n",
" <td>JorDan_AoE</td>\n",
" <td>ACCM</td>\n",
" <td>Nicov</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th rowspan=\"2\" valign=\"top\">Yo</th>\n",
" <th>model_choice</th>\n",
" <td>Hera</td>\n",
" <td>Villese</td>\n",
" <td>Liereyy</td>\n",
" <td>TheViper</td>\n",
" <td>TheViper</td>\n",
" <td>TheViper</td>\n",
" </tr>\n",
" <tr>\n",
" <th>tournament</th>\n",
" <td>Vinchester</td>\n",
" <td>Villese</td>\n",
" <td>TaToH</td>\n",
" <td>ACCM</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" day_2 day_3 day_4 day_5 \\\n",
"ACCM model_choice Vinchester JorDan_AoE JorDan_AoE JorDan_AoE \n",
" tournament Nicov TaToH Vinchester Yo \n",
"Hera model_choice Yo Liereyy TheViper TaToH \n",
" tournament Villese Liereyy TheViper TaToH \n",
"JorDan_AoE model_choice TheViper ACCM ACCM ACCM \n",
" tournament TheViper Vinchester Nicov Villese \n",
"Liereyy model_choice Villese Hera Yo Nicov \n",
" tournament TaToH Hera Villese TheViper \n",
"Nicov model_choice TaToH TaToH Vinchester Liereyy \n",
" tournament ACCM TheViper JorDan_AoE Vinchester \n",
"TaToH model_choice Nicov Nicov Villese Hera \n",
" tournament Liereyy ACCM Yo Hera \n",
"TheViper model_choice JorDan_AoE Vinchester Hera Yo \n",
" tournament JorDan_AoE Nicov Hera Liereyy \n",
"Villese model_choice Liereyy Yo TaToH Vinchester \n",
" tournament Hera Yo Liereyy JorDan_AoE \n",
"Vinchester model_choice ACCM TheViper Nicov Villese \n",
" tournament Yo JorDan_AoE ACCM Nicov \n",
"Yo model_choice Hera Villese Liereyy TheViper \n",
" tournament Vinchester Villese TaToH ACCM \n",
"\n",
" day_6 day_7 \n",
"ACCM model_choice JorDan_AoE JorDan_AoE \n",
" tournament Yo NaN \n",
"Hera model_choice Liereyy Liereyy \n",
" tournament Vinchester NaN \n",
"JorDan_AoE model_choice ACCM ACCM \n",
" tournament TheViper NaN \n",
"Liereyy model_choice Hera Hera \n",
" tournament Nicov NaN \n",
"Nicov model_choice TaToH TaToH \n",
" tournament NaN NaN \n",
"TaToH model_choice Nicov Nicov \n",
" tournament NaN NaN \n",
"TheViper model_choice Yo Yo \n",
" tournament NaN NaN \n",
"Villese model_choice Vinchester Vinchester \n",
" tournament NaN NaN \n",
"Vinchester model_choice Villese Villese \n",
" tournament NaN NaN \n",
"Yo model_choice TheViper TheViper \n",
" tournament NaN NaN "
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"actual = (\n",
" pd.concat(\n",
" [\n",
" actual[\"player2\"].rename(f\"day_{i+2}\").reset_index(drop=True)\n",
" for i, actual in enumerate(matchups_actual)\n",
" ],\n",
" axis=1,\n",
" ).set_index(player_dtype.categories)\n",
")\n",
"model = (\n",
" pd.concat(\n",
" [\n",
" best[\"player2\"].rename(f\"day_{i+2}\").reset_index(drop=True)\n",
" for i, best in enumerate(matchups_best)\n",
" ],\n",
" axis=1,\n",
" ).set_index(player_dtype.categories)\n",
"\n",
")\n",
"pd.concat([actual, model], keys=[\"tournament\", \"model_choice\"]).swaplevel().sort_index()"
]
},
{
"cell_type": "markdown",
"id": "eb517b2b-ea1d-4e6b-89c2-d5b17b71db6d",
"metadata": {},
"source": [
"## Compute probabilities of top players\n",
"\n",
"For each player we can compute the probability that their performance was one of the top k (for different values of k).\n",
"(ie top_k = 1 shows for each player the probability that they played best, top_k = 2 shows the probability that they played best or second best etc.)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "695f926d-7e36-43d7-a70d-31e66671d165",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
"<xarray.plot.facetgrid.FacetGrid at 0x7fb37ad5a6e0>"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 829.875x600 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"top_k = xr.IndexVariable(\"top_k\", [1, 2, 4, 6])\n",
"p_in_top_k = (tr_all.elo.rank(\"player\") > len(tr_all.player) - top_k).mean([\"chain\", \"draw\"])\n",
"p_in_top_k[\"top_k\"] = top_k\n",
"p_in_top_k.plot.line(x=\"day\", col=\"top_k\", col_wrap=2)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "f6a68506-a200-4b5c-ad7a-7cddc0995a91",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.FacetGrid at 0x7fb3eb915030>"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1800x500 with 6 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"mean_elo = tr_all.isel(day=-1).elo.mean([\"chain\", \"draw\"])\n",
"sns.catplot(\n",
" (\n",
" tr_all.elo\n",
" .sortby(mean_elo, ascending=False)\n",
" .to_dataframe()\n",
" .reset_index()\n",
" ),\n",
" x=\"elo\",\n",
" y=\"player\",\n",
" col=\"day\",\n",
" kind=\"violin\",\n",
" aspect=0.6,\n",
" cut=0,\n",
")"
]
},
{
"cell_type": "markdown",
"id": "95f85bc9-b1b0-4124-893d-83ff0bebca33",
"metadata": {},
"source": [
"## Win probabilities after the last day\n",
"\n",
"We can also compute the win probability and its uncertainty for all player matchups."
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "06f0c880-1ab2-483b-b2cd-26251c935fd1",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.FacetGrid at 0x7fb38368b3d0>"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1500x1000 with 10 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"elo = tr_all.elo.isel(day=-1)\n",
"elo_diff = (\n",
" (elo - elo.rename(player=\"player2\"))\n",
" .isel(draw=slice(None, None, 10))\n",
" .where(lambda elo: elo.player != elo.player2)\n",
")\n",
"\n",
"sns.catplot(\n",
" (\n",
" special.expit(elo_diff / 400 * np.log(10))\n",
" .rename(\"win_probability\")\n",
" .to_dataframe()\n",
" .dropna()\n",
" .reset_index()\n",
" ),\n",
" x=\"win_probability\",\n",
" y=\"player\",\n",
" col=\"player2\",\n",
" kind=\"violin\",\n",
" col_wrap=5,\n",
" cut=0,\n",
" aspect=0.6,\n",
")"
]
},
{
"cell_type": "markdown",
"id": "53c1c9cc-0c4d-421b-8c7f-ee3a17064efc",
"metadata": {},
"source": [
"## Predict outcomes for a best of 7"
]
},
{
"cell_type": "code",
"execution_count": 30,
"id": "d93788f5-edfe-4b94-a33a-648886d78fd9",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
"6.0"
]
},
"execution_count": 30,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"special.binom(4, 2)"
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "c6d529a2-5924-4bf5-8aba-51788cac28ac",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"p = np.exp(tr_all.isel(day=-1).logp_win)\n",
"q = 1 - p\n",
"\n",
"counts = xr.DataArray([1, 4, 10, 20, 20, 10, 4, 1], dims=\"outcomes\")\n",
"probs = counts * xr.concat(\n",
" [\n",
" p ** 4,\n",
" p ** 4 * q,\n",
" p ** 4 * q ** 2,\n",
" p ** 4 * q ** 3,\n",
" p ** 3 * q ** 4,\n",
" p ** 2 * q ** 4,\n",
" p ** 1 * q ** 4,\n",
" q ** 4\n",
" ],\n",
" dim=\"outcomes\",\n",
")\n",
"dat = probs.isel(draw=slice(None, None, 100))\n",
"dat[\"outcomes\"] = [\"4:0\", \"4:1\", \"4:2\", \"4:3\", \"3:4\", \"2:4\", \"1:4\", \"0:4\"]"
]
},
{
"cell_type": "code",
"execution_count": 24,
"id": "d1e1c23d-fa36-4377-bf4e-683bb6e6c4a6",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.FacetGrid at 0x7fb39c5c6ce0>"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment