VoxelServer/Laboratory/ChunkConcept.ipynb

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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# simple Chunk Concept\n",
"---\n",
"Simple demonstration of how numpy arrays can be used for chunks"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import matplotlib.image as mpimg\n",
"import scipy.ndimage as ndimage\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"* creat one global Chunk for this example"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"# constants\n",
"CHUNK_SIDELENGTH = 16\n",
"N_BLOCKS = CHUNK_SIDELENGTH ** 3"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"# global chunk\n",
"chunk = np.zeros(shape=(CHUNK_SIDELENGTH, CHUNK_SIDELENGTH, CHUNK_SIDELENGTH), dtype=int)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"* filling the Chunk with data. Here a volume with a sinusoid surface given by:\n",
"$$\n",
"y < \\frac{\\sin(x) + \\sin(y) + 2}{4} \\cdot \\text{CHUNK_SIDELENGTH}\n",
"$$"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"for x in range(CHUNK_SIDELENGTH):\n",
" for y in range(CHUNK_SIDELENGTH):\n",
" for z in range(CHUNK_SIDELENGTH):\n",
" # y is height!\n",
" chunk[x,y,z] = 1 if y < ((np.sin(x) + np.sin(z) + 2) / 4) * CHUNK_SIDELENGTH else 0\n",
" "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"* plotting the chunk (**NOTE**: this is not suitable for realtime rendering!)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"from mpl_toolkits.mplot3d import Axes3D\n",
"fig = plt.figure()\n",
"ax = fig.gca(projection='3d')\n",
"\n",
"plot = ax.voxels(np.rollaxis(chunk,2), edgecolor='k')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---"
]
}
],
"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": "3.6.7rc1"
}
},
"nbformat": 4,
"nbformat_minor": 2
}