Skip to content

Instantly share code, notes, and snippets.

@arsenovic
Created November 18, 2021 13:21
Show Gist options
  • Save arsenovic/fd616a16216db812e2a210286c22c5f3 to your computer and use it in GitHub Desktop.
Save arsenovic/fd616a16216db812e2a210286c22c5f3 to your computer and use it in GitHub Desktop.
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "code",
"execution_count": 28,
"id": "99297ed7",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from IPython.display import Image\n",
"Image(filename='pics/SDDLillustration.png')"
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "d85e833b",
"metadata": {},
"outputs": [],
"source": [
"\n",
"from pylab import * \n",
"from clifford.g2c import * \n",
"\n",
"\n",
"i = e124\n",
"isclose = lambda x,y: abs(x-y)<1e-8\n",
"split = lambda x,y: (x^y)/(x|y)\n",
"reject = lambda x,y:x-x(y)\n",
"\n",
"ao = layout_orig.randomV(4) # original points in the 'a-plane'\n",
"ao[2] = ao[2].normal() # put a2 and a3 on the unit circle\n",
"ao[3] = ao[3].normal()\n",
"a = list(map(up,ao)) # map up inton cga\n",
"\n",
"V = layout.randomRotor() # random conformal transform \n",
"b = [V*k*~V for k in a] # corresponding points in the 'b-plane'\n",
"\n",
"\n",
"A = split(a[0],a[1]) # split bivectors between a0a1, and a2a3\n",
"B = split(a[2],a[3])\n",
"\n",
"A_= split(b[0],b[1]) # their corresponding bivectors in b-plane\n",
"B_= split(b[2],b[3])\n",
"\n",
"C = (A_*B_)(0,4) # the invariant \n",
"\n",
"\n",
"# we want to find a2 and a3, or equivalently find V,\n",
"# is finding 'B' sufficient to determine a2 a3? \n",
"# i think so because we know they lie on the unit circle\n",
"\n",
"# some checks on the problem\n",
"assert(isclose(2*C, A*B + B*A))\n",
"assert(A**2==B**2==1)\n",
"assert(isclose((A_*B_)(0,4) , (A*B)(0,4))) \n",
"assert(isclose( reject(B,e124),0))"
]
}
],
"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": "3.8.8"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment