Game of Life POC with Polars

polars_life.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 575,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: numpy in /home/m0no/dev/ds/.conda/lib/python3.12/site-packages (1.26.4)\n",
      "Requirement already satisfied: polars in /home/m0no/dev/ds/.conda/lib/python3.12/site-packages (1.6.0)\n"
     ]
    }
   ],
   "source": [
    "! pip install numpy\n",
    "! pip install polars\n",
    "! pip install Pillow"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 565,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import polars as pl\n",
    "\n",
    "from contextlib import suppress\n",
    "from IPython.display import clear_output\n",
    "from PIL import Image\n",
    "from time import sleep, perf_counter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 566,
   "metadata": {},
   "outputs": [],
   "source": [
    "ROWS, COLS = 256, 256\n",
    "SCALE = 2\n",
    "DELAY = 0.0125\n",
    "SEED = 0xBEEFBABE\n",
    "GENERATIONS = 1000\n",
    "# RULE = \"B3/S23\"  # Classic\n",
    "# RULE = \"B25678/S5678\"  # Ice 9\n",
    "# RULE = \"B35678/S4678\"  # Holstein\n",
    "# RULE = \"B4678/S35678\"  # Vote 4/5\n",
    "# RULE = \"B45678/S2345\"  # Walled Cities\n",
    "# RULE = \"B028/S0124\"  # Invertamaze\n",
    "# RULE = \"B2/S\"  # Seeds\n",
    "# RULE = \"B35678/S5678\"  # Diamoeba\n",
    "RULE = \"B3578/S24678\"  # Geology"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 567,
   "metadata": {},
   "outputs": [],
   "source": [
    "B, S = [tuple(map(int, e[1:])) for e in RULE.split(\"/\")]\n",
    "np.random.seed(SEED)\n",
    "initial_state = np.random.choice([False, True], size=(ROWS, COLS))\n",
    "\n",
    "df = pl.DataFrame(\n",
    "    {\n",
    "        \"row\": np.repeat(np.arange(ROWS), COLS),\n",
    "        \"col\": np.tile(np.arange(COLS), ROWS),\n",
    "        \"state\": initial_state.flatten(),\n",
    "    },\n",
    "    schema={\n",
    "        \"row\": pl.Int16,\n",
    "        \"col\": pl.Int16,\n",
    "        \"state\": pl.Boolean,\n",
    "    },\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 568,
   "metadata": {},
   "outputs": [],
   "source": [
    "def compute_neighbors(df: pl.DataFrame, rows: int, cols: int):\n",
    "    shifts = pl.DataFrame(\n",
    "        {\n",
    "            \"dr\": [-1, -1, -1, 0, 0, 1, 1, 1],\n",
    "            \"dc\": [-1, 0, 1, -1, 1, -1, 0, 1],\n",
    "        },\n",
    "        schema={\n",
    "            \"dr\": pl.Int16,\n",
    "            \"dc\": pl.Int16,\n",
    "        },\n",
    "    ).lazy()\n",
    "\n",
    "    neighbor_df = df.lazy().join(shifts, how=\"cross\")\n",
    "\n",
    "    neighbor_df = neighbor_df.with_columns(\n",
    "        neighbor_row=(pl.col(\"row\") + pl.col(\"dr\")),\n",
    "        neighbor_col=(pl.col(\"col\") + pl.col(\"dc\")),\n",
    "    )\n",
    "\n",
    "    neighbor_df = neighbor_df.select(\n",
    "        row=pl.col(\"neighbor_row\"),\n",
    "        col=pl.col(\"neighbor_col\"),\n",
    "        neighbor_state=pl.col(\"state\"),\n",
    "    )\n",
    "\n",
    "    neighbor_df = neighbor_df.filter(\n",
    "        (pl.col(\"row\") >= 0)\n",
    "        & (pl.col(\"row\") < rows)\n",
    "        & (pl.col(\"col\") >= 0)\n",
    "        & (pl.col(\"col\") < cols)\n",
    "    )\n",
    "\n",
    "    neighbor_counts = neighbor_df.group_by([\"row\", \"col\"]).agg(\n",
    "        alive_neighbors=pl.sum(\"neighbor_state\")\n",
    "    )\n",
    "\n",
    "    return neighbor_counts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 569,
   "metadata": {},
   "outputs": [],
   "source": [
    "def game_of_life_step(df: pl.DataFrame, rows: int, cols: int):\n",
    "    neighbor_counts = compute_neighbors(df, rows, cols)\n",
    "\n",
    "    df = df.lazy().join(neighbor_counts, on=[\"row\", \"col\"], how=\"left\").fill_null(False)\n",
    "\n",
    "    df = df.with_columns(\n",
    "        state=pl.when((pl.col(\"state\") == 1) & (pl.col(\"alive_neighbors\").is_in(S)))\n",
    "        .then(True)\n",
    "        .when((pl.col(\"state\") == 0) & (pl.col(\"alive_neighbors\").is_in(B)))\n",
    "        .then(True)\n",
    "        .otherwise(False)\n",
    "    )\n",
    "\n",
    "    df: pl.LazyFrame = df.select([\"row\", \"col\", \"state\"])\n",
    "    return df.collect()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 570,
   "metadata": {},
   "outputs": [
    {
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",
      "image/png": "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",
      "text/plain": [
       "<PIL.Image.Image image mode=1 size=512x512>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "t = []\n",
    "anim = []\n",
    "with suppress(KeyboardInterrupt):\n",
    "    for _ in range(GENERATIONS):\n",
    "        start = perf_counter()\n",
    "        df = game_of_life_step(df, ROWS, COLS)\n",
    "        t.append(perf_counter() - start)\n",
    "        image_data = df.pivot(on=\"row\", values=\"state\").to_numpy().astype(bool)\n",
    "        image = Image.fromarray(image_data[:, 1:]).convert(\"1\")\n",
    "        image = image.resize((ROWS * SCALE, COLS * SCALE), Image.NEAREST)\n",
    "        anim.append(image)\n",
    "        clear_output(wait=True)\n",
    "        display(image)\n",
    "        sleep(DELAY)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 571,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Avg. 0.0403 s/it'"
      ]
     },
     "execution_count": 571,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f\"Avg. {np.average(t):.4f} s/it\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 572,
   "metadata": {},
   "outputs": [],
   "source": [
    "anim[0].save(\n",
    "    f\"LIFE_{RULE.replace('/', '_')}_{ROWS}x{COLS}_{SEED}.gif\",\n",
    "    save_all=True,\n",
    "    append_images=anim[1:],\n",
    "    lossless=True,\n",
    "    duration=DELAY * 1000,\n",
    "    optimize=True\n",
    ")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}