{ "cells": [ { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "# Day 18, Volumentric volcanic fallout\n", "\n", "- https://adventofcode.com/2022/day/18\n", "\n", "We need to count the number of surfaces of a set of cubes that are not covered by another cube. Simple, put the cubes in a set, and for each of the 6 sides check if there is a neighboring cube. We can do this with numpy and [`scipy.signal.convolve()`](https://docs.scipy.org/doc/scipy/reference/generated/scipy.signal.convolve.html#scipy.signal.convolve) to produce a count for how many sides do not have a neightbour in the 3D space.\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from dataclasses import dataclass\n", "from typing import Final, Self\n", "\n", "import numpy as np\n", "from scipy.signal import convolve\n", "\n", "# the six sides of a cube\n", "KERNEL: Final[np.ndarray] = np.array(\n", " [\n", " [[0, 0, 0], [0, -1, 0], [0, 0, 0]],\n", " [[0, -1, 0], [-1, 6, -1], [0, -1, 0]],\n", " [[0, 0, 0], [0, -1, 0], [0, 0, 0]],\n", " ]\n", ")\n", "\n", "\n", "@dataclass\n", "class LavaDroplet:\n", " scan: np.ndarray\n", "\n", " @classmethod\n", " def from_cubes(cls, points: str) -> Self:\n", " coords = np.genfromtxt(points.splitlines(), delimiter=\",\", dtype=int)\n", " scan = np.zeros(tuple(coords.max(axis=0) + 1), dtype=bool)\n", " scan[*coords.T] = True\n", " return cls(scan)\n", "\n", " def surface_area(self) -> int:\n", " uncovered = convolve(self.scan, KERNEL, \"same\")\n", " return uncovered[self.scan].sum()\n", "\n", "\n", "example = LavaDroplet.from_cubes(\n", " \"\"\"\\\n", "2,2,2\n", "1,2,2\n", "3,2,2\n", "2,1,2\n", "2,3,2\n", "2,2,1\n", "2,2,3\n", "2,2,4\n", "2,2,6\n", "1,2,5\n", "3,2,5\n", "2,1,5\n", "2,3,5\n", "\"\"\"\n", ")\n", "assert example.surface_area() == 64" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Part 1: 4332\n" ] } ], "source": [ "import aocd\n", "\n", "droplet = LavaDroplet.from_cubes(aocd.get_data(day=18, year=2022))\n", "print(\"Part 1:\", droplet.surface_area())" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Part 2, filling a hole in my lava droplet\n", "\n", "For part 2 you need to distingish inside surfaces from outside surfaces. While we could just flood-fill the (relatively small) volumetric space, I found I could use the [`scipy.ndimage.binary_fill_holes()` function](https://docs.scipy.org/doc/scipy/reference/generated/scipy.ndimage.binary_fill_holes.html#scipy-ndimage-binary-fill-holes) directly on the 3-dimensional scan matrix, and it would **fill the holes for me**.\n", "\n", "This works because my scan matrix is just a boolean matrix with the 3d cubes acting just like pixels in an image. Because this fills the inside regions the same way that the puzzle rules state you need to penetrate the outside, the output from this function can then be directly used to calculate the surface area the same way we did in part 1.\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "from scipy.ndimage import binary_fill_holes\n", "\n", "\n", "def outer_surface_area(droplet: LavaDroplet):\n", " filled = LavaDroplet(binary_fill_holes(droplet.scan))\n", " return filled.surface_area()\n", "\n", "\n", "assert outer_surface_area(example) == 58" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Part 2: 2524\n" ] } ], "source": [ "print(\"Part 2:\", outer_surface_area(droplet))" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/markdown": [ "## Visualisation\n", "\n", "This is what my lava droplet looks like:" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "from IPython.display import Markdown, display\n", "\n", "ax = plt.figure().add_subplot(projection=\"3d\")\n", "display(Markdown(\"## Visualisation\\n\\nThis is what my lava droplet looks like:\"))\n", "_ = ax.voxels(droplet.scan, facecolors=\"xkcd:tangerine\")" ] } ], "metadata": { "kernelspec": { "display_name": "adventofcode-mOkh6lsX", "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": "3.12.0" }, "orig_nbformat": 4, "vscode": { "interpreter": { "hash": "b1b6870d1e0a983b1943c858d70ac8a7c80477f9f3ca364eb8daa198319a8a87" } } }, "nbformat": 4, "nbformat_minor": 2 }