Skip to content

Instantly share code, notes, and snippets.

@olivierverdier
Created November 4, 2018 09:59
Show Gist options
  • Star 0 You must be signed in to star a gist
  • Fork 0 You must be signed in to fork a gist
  • Save olivierverdier/72d2f7b751703f6498f4650be59e4b62 to your computer and use it in GitHub Desktop.
Save olivierverdier/72d2f7b751703f6498f4650be59e4b62 to your computer and use it in GitHub Desktop.
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"%run femshape\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"from numpy import cos, sin, pi\n",
"from numpy.linalg import norm"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Create some planar curves"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"(-0.99, 0.99, -0.7699999999999999, 0.7699999999999999)"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"n = 20000\n",
"t = np.linspace(0,2*pi,n,endpoint=False)\n",
"gamma1_highres = np.vstack((0.9*cos(t),0.4*sin(t))).T\n",
"\n",
"n = 1000\n",
"t = np.linspace(0,2*pi,n,endpoint=False)\n",
"gamma1_lowres = np.vstack((0.9*cos(t),0.4*sin(t))).T\n",
"\n",
"n = 5000\n",
"t = np.linspace(0,2*np.pi,n,endpoint=False)\n",
"gamma1 = np.vstack((0.9*cos(t),0.4*sin(t))).T\n",
"\n",
"gamma1_repar1 = np.roll(gamma1,n//4,axis=0)\n",
"gamma1_repar2 = np.vstack((0.9*cos(t+pi/2),0.4*sin(t+pi/2))).T\n",
"gamma1_repar3 = np.vstack((0.9*cos(t+0.01*sin(3*t)),0.4*sin(t+0.01*sin(3*t)))).T\n",
"\n",
"reg_pert = np.vstack((cos(6*t),sin(7*t))).T\n",
"rand_pert = np.random.randn(n,2)\n",
"\n",
"gamma2 = np.vstack((0.7*cos(t),0.7*sin(t))).T\n",
"\n",
"for gamma in [gamma1, gamma2]:\n",
" plt.plot(gamma[:,0],gamma[:,1], lw=3)\n",
"plt.grid(alpha=.5)\n",
"plt.axis('equal')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Create the space"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"space = Space(order=2, meshsize=64)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Compute the invariants"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 1.97 s, sys: 13.7 ms, total: 1.98 s\n",
"Wall time: 2.31 s\n"
]
}
],
"source": [
"%%time\n",
"curves = [gamma1, gamma2, gamma1_repar1, gamma1_repar2, gamma1_repar3, gamma1_highres, gamma1_lowres]\n",
"currents = [Current(space, curve) for curve in curves]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"For visualisation, we also compute representers."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 4.26 s, sys: 573 ms, total: 4.84 s\n",
"Wall time: 3.32 s\n"
]
}
],
"source": [
"%%time\n",
"reps = [Representer(current, scale=1/10) for current in currents]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Compute relative errors of perturbations"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"General utility function to compare relative difference of invariants."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"def rel_inv_diff(current, inv):\n",
" return norm(inv - current.invariants)/norm(inv)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Check approximate invariance under reparameterization"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"inv1 = currents[0].invariants"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Relative norm between invariants for gamma1 and gamma2 is 1.4200e+00\n",
"Relative norm between invariants for gamma1 and gamma1_repar1 is 1.0663e-17\n",
"Relative norm between invariants for gamma1 and gamma1_repar2 is 1.4263e-15\n",
"Relative norm between invariants for gamma1 and gamma1_repar3 is 6.9777e-04\n",
"Relative norm between invariants for gamma1 and gamma1_highres is 5.2060e-04\n",
"Relative norm between invariants for gamma1 and gamma1_lowres is 1.2557e-02\n"
]
}
],
"source": [
"template = \"Relative norm between invariants for gamma1 and {} is {:.4e}\"\n",
"for name, current in zip(['gamma2', 'gamma1_repar1', 'gamma1_repar2', 'gamma1_repar3', 'gamma1_highres', 'gamma1_lowres'], currents[1:]):\n",
" print(template.format(name, rel_inv_diff(current, inv1)))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Check sensitivity w.r.t. perturbations"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Copute currents and their invariants for two kinds of perturbations."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 5.4 s, sys: 51.3 ms, total: 5.45 s\n",
"Wall time: 6.28 s\n"
]
}
],
"source": [
"%%time\n",
"epsvec = np.logspace(-8,-1,10)\n",
"\n",
"reg_pert_currents,rand_pert_currents = [[Current(space, gamma1+epsilon*pert) \n",
" for epsilon in epsvec] for pert in [reg_pert, rand_pert]]\n",
"\n",
"errvec_reg, errvec_rand = [[rel_inv_diff(current, inv1) for current in current_list] \n",
" for current_list in [reg_pert_currents, rand_pert_currents]]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"For visualisation, we also compute the representers."
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 11.4 s, sys: 1.45 s, total: 12.9 s\n",
"Wall time: 8.84 s\n"
]
}
],
"source": [
"%%time\n",
"reg_reps, rand_reps = [[Representer(current, scale=1/10) for current in current_list] \n",
" for current_list in [reg_pert_currents, rand_pert_currents]]"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1152x576 with 12 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(16,8))\n",
"M = 3\n",
"for i,reps in enumerate([reg_reps, rand_reps]):\n",
" for j, (rep, eps) in enumerate(zip(reps[-M:], epsvec)):\n",
" plt.subplot(2,M,M*i + j +1)\n",
" plt.title(\"eps = {:.0e}\".format(eps))\n",
" plot_representer(rep, size=16)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x124351240>"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"for s,d in [('regular pert', errvec_reg),\n",
" ('random pert', errvec_rand),]:\n",
" plt.loglog(epsvec, d, '.-', lw=2, label=s)\n",
"plt.loglog(epsvec, epsvec, alpha=.5, color='k', lw=4, label='linear growth')\n",
"plt.xlabel('epsilon')\n",
"plt.ylabel('relative error')\n",
"plt.grid(alpha=.5)\n",
"plt.legend()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Relative errors for other function spaces"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"shapecalc_loword = Space(order=1, meshsize=64)\n",
"shapecalc_highord = Space(order=8, meshsize=64)\n",
"shapecalc_fine = Space(order=2, meshsize=256)\n",
"shapecalc_rough = Space(order=8, meshsize=8)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"calc = shapecalc_rough\n",
"inv11 = Current(calc, gamma1).invariants\n",
"\n",
"epsvec2 = np.logspace(-8,-1,10)\n",
"\n",
"reg_pert_currents2 = [Current(calc, gamma1+epsilon*reg_pert) for epsilon in epsvec2]\n",
"errvec2_reg = [rel_inv_diff(current, inv11) for current in reg_pert_currents2]\n",
" \n"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x12486cb00>"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.loglog(epsvec2, errvec2_reg, '.-', lw=2, label='regular pert')\n",
"plt.loglog(epsvec2, epsvec2, lw=4, color='k', alpha=.5, label='linear growth')\n",
"plt.xlabel('epsilon')\n",
"plt.ylabel('relative error')\n",
"plt.grid(alpha=.5)\n",
"plt.legend()"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"4225"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"calc.V.dim()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Visualize the invariants through FEniCS functions"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"calc = shapecalc_loword\n",
"cur = Current(calc, gamma1)\n",
"(xx, yy, xmat,ymat) = cur.space.grid_evaluation(cur.invariant_dx, cur.invariant_dy, size=64)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(-1.1, 1.1, -1.1, 1.1)"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.quiver(xx, yy, xmat, ymat)\n",
"plt.axis('equal')"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"(-1.0142857142857142,\n",
" -0.7000000000000001,\n",
" -0.3317460317460318,\n",
" 0.33174603174603157)"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"zoomy = slice(0,10)\n",
"zoomx = slice(32-10,32+10)\n",
"plt.quiver(xx[zoomx, zoomy], yy[zoomx, zoomy], xmat[zoomx, zoomy], ymat[zoomx, zoomy])\n",
"plt.axis('equal')"
]
}
],
"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": "3.6.6"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment