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{ | ||
"cells": [ | ||
{ | ||
"cell_type": "markdown", | ||
"id": "169aa061-abb7-4888-83cb-088b0ad87af9", | ||
"metadata": {}, | ||
"source": [ | ||
"# Hypercube on a string\n", | ||
"\n", | ||
"A demo of the famous tesseract on a string! More info can be found here: https://enki.ws/ganja.js/examples/pga_dyn.html" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": 1, | ||
"id": "2dc7b21b-034b-42e9-ad83-05d9605de074", | ||
"metadata": {}, | ||
"outputs": [ | ||
{ | ||
"name": "stdout", | ||
"output_type": "stream", | ||
"text": [ | ||
"Note: you may need to restart the kernel to use updated packages.\n" | ||
] | ||
} | ||
], | ||
"source": [ | ||
"%pip install -q kingdon anywidget==0.9.9" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": 2, | ||
"id": "ebb1e69c-7bb1-4eeb-a6a0-dbf06c76c4d4", | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"import numpy as np\n", | ||
"from kingdon import Algebra\n", | ||
"from sympy import cos, sin, Symbol\n", | ||
"import ipywidgets" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": 3, | ||
"id": "6dd82824-271e-4b23-a547-993d9c771149", | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"def euler(f,y,h):\n", | ||
" return [yi + h*fi for yi, fi in zip(y, f(*y))]\n", | ||
"\n", | ||
"def RK4(f,y,h):\n", | ||
" k1 = f(*y)\n", | ||
" k2 = f(*[yi + 0.5*h*k1i for yi, k1i in zip(y, k1)])\n", | ||
" k3 = f(*[yi + 0.5*h*k2i for yi, k2i in zip(y, k2)])\n", | ||
" k4 = f(*[yi + h*k3i for yi, k3i in zip(y, k3)])\n", | ||
" return [yi + (h/3)*(k2i + k3i + (k1i + k4i)*0.5) \n", | ||
" for yi, k1i, k2i, k3i, k4i in zip(y, k1, k2, k3, k4)]" | ||
] | ||
}, | ||
{ | ||
"cell_type": "markdown", | ||
"id": "a48fa9e9-b26b-4d5a-b2e7-4c2d12e5a8ca", | ||
"metadata": {}, | ||
"source": [ | ||
"Hint: try increasing $d$!" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": 4, | ||
"id": "0d34bcef-2f02-49ff-955a-87fd3d694147", | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"d = 2\n", | ||
"alg = Algebra(d, 0, 1)" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": 5, | ||
"id": "0ffd82d4-cfba-41e5-879e-f9ad4e284f20", | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"points = [\n", | ||
" alg.vector([1.0, *(float(x)-0.5 for x in bin(i)[2:].zfill(d))]).dual()\n", | ||
" for i in range(2**d)\n", | ||
"]\n", | ||
"edges = [\n", | ||
" [a, b]\n", | ||
" for i, a in enumerate(points)\n", | ||
" for j, b in enumerate(points)\n", | ||
" if not (i<=j or (i ^ j) & ((i ^ j) - 1))\n", | ||
"]" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": 6, | ||
"id": "be300f39-b86d-4121-997b-a647a37e0348", | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"# Gravitational force and spring constant\n", | ||
"fg = alg.multivector(e02=-9.81)\n", | ||
"spring_constant = 12\n", | ||
"# attach = alg.evenmv(e=1, e02=-0.25) >> points[2**d-1]\n", | ||
"attach = alg.evenmv(e=1, e02=-1) * points[2**d-1]\n", | ||
"\n", | ||
"def force(M, B):\n", | ||
" gravitational = (M.reverse() >> fg).dual()\n", | ||
" hooke = -spring_constant*((M.reverse() >> attach) & points[2**d-1])\n", | ||
" damping = (-0.25 * B).dual()\n", | ||
" return hooke + gravitational + damping\n", | ||
"\n", | ||
"state = [\n", | ||
" alg.evenmv(e=1, e01=0.0, e02=0.0, e12=0.0), # The starting position and orientation in space. (identity) \n", | ||
" alg.multivector(e01=0.0, e02=0.0, e12=-0.2) # The starting linear and rotational velocity in body.\n", | ||
"]\n", | ||
"\n", | ||
"dState = lambda M, B: [ # Change in M and B\n", | ||
" -0.5 * M * B,\n", | ||
" (force(M, B) + B.cp(B.dual())).undual()\n", | ||
"]" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": 7, | ||
"id": "9a395761-71f5-4854-aaf0-b675d922f3d0", | ||
"metadata": {}, | ||
"outputs": [ | ||
{ | ||
"data": { | ||
"application/vnd.jupyter.widget-view+json": { | ||
"model_id": "cd4171369bfa4943be2358538a1971ad", | ||
"version_major": 2, | ||
"version_minor": 1 | ||
}, | ||
"text/plain": [ | ||
"GraphWidget(cayley=[['1', 'e0', 'e1', 'e2', 'e01', 'e02', 'e12', 'e012'], ['e0', '0', 'e01', 'e02', '0', '0', …" | ||
] | ||
}, | ||
"execution_count": 7, | ||
"metadata": {}, | ||
"output_type": "execute_result" | ||
} | ||
], | ||
"source": [ | ||
"def graph_func():\n", | ||
" global state\n", | ||
" \n", | ||
" for _ in range(10):\n", | ||
" state = euler(dState, state, 1/600)\n", | ||
" # state = RK4(dState, state, 1/60)\n", | ||
" new_edges = [[state[0] >> p for p in edge] for edge in edges]\n", | ||
"\n", | ||
" return [\n", | ||
" *new_edges,\n", | ||
" 0x007799,\n", | ||
" attach, \n", | ||
" [attach, state[0] >> points[2**d-1]],\n", | ||
" ]\n", | ||
"\n", | ||
"alg.graph(\n", | ||
" graph_func,\n", | ||
" animate=True,\n", | ||
" scale=0.5,\n", | ||
" lineWidth=6,\n", | ||
")" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"id": "bfac1ff2-0180-40b4-ac7e-2b63834811ca", | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [] | ||
} | ||
], | ||
"metadata": { | ||
"kernelspec": { | ||
"display_name": "Python 3 (ipykernel)", | ||
"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": "3.10.14" | ||
} | ||
}, | ||
"nbformat": 4, | ||
"nbformat_minor": 5 | ||
} |
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