FiniteVolumeGPU/ConvergenceSmooth1D.ipynb
2018-08-23 11:47:18 +02:00

1338 lines
2.3 MiB

{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"```\n",
"This notebook sets up and runs a set of benchmarks to compare\n",
"different numerical discretizations of the SWEs\n",
"\n",
"Copyright (C) 2016 SINTEF ICT\n",
"\n",
"This program is free software: you can redistribute it and/or modify\n",
"it under the terms of the GNU General Public License as published by\n",
"the Free Software Foundation, either version 3 of the License, or\n",
"(at your option) any later version.\n",
"\n",
"This program is distributed in the hope that it will be useful,\n",
"but WITHOUT ANY WARRANTY; without even the implied warranty of\n",
"MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the\n",
"GNU General Public License for more details.\n",
"\n",
"You should have received a copy of the GNU General Public License\n",
"along with this program. If not, see <http://www.gnu.org/licenses/>.\n",
"```"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"#Lets have matplotlib \"inline\"\n",
"%matplotlib inline\n",
"\n",
"#Python 2.7 compatibility\n",
"from __future__ import print_function\n",
"\n",
"#Import packages we need\n",
"import numpy as np\n",
"from matplotlib import animation, rc\n",
"from matplotlib import pyplot as plt\n",
"from matplotlib import gridspec\n",
"from mpl_toolkits.axes_grid1 import make_axes_locatable\n",
"#import mpld3\n",
"\n",
"import subprocess\n",
"import os\n",
"import gc\n",
"import datetime\n",
"import logging\n",
"\n",
"import pycuda.driver as cuda\n",
"\n",
"try:\n",
" from StringIO import StringIO\n",
"except ImportError:\n",
" from io import StringIO"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"#Finally, import our simulator\n",
"from GPUSimulators import Common, LxF, FORCE, HLL, HLL2, KP07, KP07_dimsplit, WAF, IPythonMagic"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Console logger using level INFO\n",
"File logger using level DEBUG to output.log\n",
"Python version 3.6.5 |Anaconda custom (64-bit)| (default, Mar 29 2018, 13:32:41) [MSC v.1900 64 bit (AMD64)]\n",
"PyCUDA version 2017.1.1\n",
"CUDA version (9, 1, 0)\n",
"Driver version 9010\n",
"Using 'GeForce 840M' GPU\n",
"Created context handle <209268866752>\n",
"Autotuning enabled. It may take several minutes to run the code the first time: have patience\n"
]
}
],
"source": [
"%setup_logging\n",
"%cuda_context_handler cuda_context"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"#Misc plotting setup\n",
"def setBwStyles(ax):\n",
" from cycler import cycler\n",
"\n",
" ax.set_prop_cycle( cycler('marker', ['.', 'x', 4, '+', '*', '1', 5]) +\n",
" cycler('linestyle', ['-.', '--', ':', '-.', '--', ':', '-.']) +\n",
" #cycler('markersize', [5, 5, 5, 5, 5, 5]) +\n",
" cycler('color', ['k', 'k', 'k', 'k', 'k', 'k', 'k']) ) \n",
"\n",
"#Set large figure sizes\n",
"plt.rcParams['figure.figsize'] = [12, 8]\n",
"plt.rcParams['figure.dpi'] = 100\n",
"plt.rcParams['animation.html'] = 'html5'\n",
"#plt.rcParams['legend.markerscale'] = 1.0\n",
"#plt.rcParams['lines.markersize'] = 6\n",
"plt.rcParams['lines.markeredgewidth'] = 1.5\n",
"#plt.rcParams['savefig.dpi'] = 400"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"def save_figure(fig, stem):\n",
" fig_filename = \"convergence_smooth1d_\" + stem + \".pdf\"\n",
" \n",
" image_text = fig_filename + \"\\nCreated \" + str(datetime.datetime.now().strftime(\"%Y-%m-%d %H:%M:%S\"))\n",
" \n",
" #ax = fig.gca()\n",
" #pos1 = ax.get_position() # get the original position \n",
" #pos2 = [pos1.x0 + 0.3, pos1.y0 + 0.3, pos1.width / 2.0, pos1.height / 2.0] \n",
" #ax.set_position(pos2) # set a new position\n",
" \n",
" #fig.gca().annotate(image_text, xy=(1.1, 0), xycoords='figure fraction', fontsize=10,\n",
" # horizontalalignment='right', verticalalignment='bottom')\n",
" t = plt.figtext(-0.1, .9, image_text, rotation='vertical')\n",
" \n",
" legend = fig.gca().legend_\n",
" if (legend != None):\n",
" fig.savefig(fig_filename, bbox_extra_artists=(legend,t, ), bbox_inches='tight')\n",
" else:\n",
" fig.savefig(fig_filename)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"scrolled": false
},
"outputs": [
{
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\n",
"text/plain": [
"<Figure size 1200x800 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1200x800 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def downsample(highres_solution, factor):\n",
" if (len(highres_solution.shape) == 1):\n",
" highres_solution = highres_solution.reshape((1, highres_solution.size))\n",
"\n",
" assert(highres_solution.shape[1] % factor == 0)\n",
" ny = highres_solution.shape[0] \n",
" nx = highres_solution.shape[1] / factor\n",
"\n",
" if (factor == 1):\n",
" return highres_solution\n",
" else:\n",
" \n",
" return highres_solution.reshape([int(ny), int(1), int(nx), int(factor)]).mean(3).mean(1)\n",
" \n",
"\n",
"# Test 2D downsample\n",
"a = np.arange(60).reshape((6, 10))\n",
"b = downsample(a, 2)\n",
"\n",
"plt.figure()\n",
"plt.subplot(1,2,1)\n",
"plt.imshow(a, extent=[0, 1, 0, 1])\n",
"\n",
"plt.subplot(1,2,2)\n",
"plt.imshow(b, extent=[0, 1, 0, 1])\n",
"plt.show()\n",
"\n",
"# Test 1D downsample\n",
"a = np.sin(np.linspace(0, 2*np.pi, 40))\n",
"b = downsample(a, 4)\n",
"\n",
"plt.figure()\n",
"plt.subplot(1,2,1)\n",
"plt.plot(np.linspace(0, 1, a.size), a.flatten(), 'x-')\n",
"\n",
"plt.subplot(1,2,2)\n",
"plt.plot(np.linspace(0, 1, b.size), b.flatten(), 'x-')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"def wall_boundary_conditions(data, num_ghost_cells):\n",
" data[0:num_ghost_cells,:] = data[2*num_ghost_cells-1:num_ghost_cells-1:-1,:]\n",
" data[-num_ghost_cells:,:] = data[-num_ghost_cells-1:-2*num_ghost_cells-1:-1,:]\n",
" data[:,0:num_ghost_cells] = data[:,2*num_ghost_cells-1:num_ghost_cells-1:-1]\n",
" data[:,-num_ghost_cells:] = data[:,-num_ghost_cells-1:-2*num_ghost_cells-1:-1]\n",
" return data"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1200x800 with 6 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[1.0, 50.0, 0.27710612593755635]\n"
]
}
],
"source": [
"def gen_test_data(nx, ref_nx, g, num_ghost_cells):\n",
" assert(num_ghost_cells >= 1)\n",
" ref_ny = num_ghost_cells\n",
" ny = ref_ny\n",
" \n",
" width = 100.0\n",
" height = 100.0\n",
" ref_dx = width / float(ref_nx)\n",
" ref_dy = height / float(ref_ny)\n",
"\n",
" x_center = ref_dx*ref_nx/2.0\n",
" y_center = ref_dy*ref_ny/2.0\n",
"\n",
" #Create a gaussian \"dam break\" that will not form shocks\n",
" size = width / 5.0\n",
" dt = 10**10\n",
" \n",
" h = np.zeros((ny+2*num_ghost_cells, nx+2*num_ghost_cells), dtype=np.float32); \n",
" hu = np.zeros((ny+2*num_ghost_cells, nx+2*num_ghost_cells), dtype=np.float32);\n",
" hv = np.zeros((ny+2*num_ghost_cells, nx+2*num_ghost_cells), dtype=np.float32);\n",
" \n",
" x = ref_dx*(np.arange(0, ref_nx, dtype=np.float32)+0.5) - x_center\n",
" y = ref_dy*(np.arange(0, ref_ny, dtype=np.float32)+0.5) - y_center\n",
" xv, yv = np.meshgrid(x, y, sparse=False, indexing='xy')\n",
" r = np.sqrt(xv**2)\n",
" xv = None\n",
" yv = None\n",
" gc.collect()\n",
" \n",
" #Make sure that the wanted resolution is suitable\n",
" assert(ref_nx >= nx)\n",
" assert(ref_ny >= ny)\n",
" \n",
" #Generate highres then downsample\n",
" #h_highres = 0.5 + 0.1*np.exp(-(xv**2/size + yv**2/size))\n",
" h_highres = 0.5 + 0.1*0.5*(1.0 + np.cos(np.pi*r/size)) * (r < size)\n",
" h[num_ghost_cells:-num_ghost_cells, num_ghost_cells:-num_ghost_cells] = downsample(h_highres, ref_nx/nx)\n",
" h_highres = None\n",
" gc.collect()\n",
" \n",
" #hu_highres = 0.1*np.exp(-(xv**2/size + yv**2/size))\n",
" hu_highres = 0.1*0.5*(1.0 + np.cos(np.pi*r/size)) * (r < size)\n",
" hu[num_ghost_cells:-num_ghost_cells, num_ghost_cells:-num_ghost_cells] = downsample(hu_highres, ref_nx/nx)\n",
" hu_highres = None\n",
" gc.collect()\n",
" \n",
" #Fix boundary conditions\n",
" h = wall_boundary_conditions(h, num_ghost_cells);\n",
" hu = wall_boundary_conditions(hu, num_ghost_cells);\n",
" \n",
" scale = 0.7\n",
" max_h_estimate = 0.6\n",
" max_u_estimate = 0.1\n",
" dx = width/nx\n",
" dy = height/ny\n",
" dt = scale * min(dx, dy) / (max_u_estimate + np.sqrt(g*max_h_estimate))\n",
" \n",
" return h, hu, hv, dx, dy, dt\n",
"\n",
"h, hu, hv, dx, dy, dt = gen_test_data(nx=100, ref_nx=1000, g=9.81, num_ghost_cells=2)\n",
"\n",
"plt.figure()\n",
"ax=plt.subplot(1,3,1)\n",
"im=plt.imshow(h, extent=[0, 100, 0, 100])\n",
"divider = make_axes_locatable(ax)\n",
"cax = divider.append_axes(\"right\", size=\"5%\", pad=0.05)\n",
"plt.colorbar(im, cax=cax)\n",
"\n",
"ax=plt.subplot(1,3,2)\n",
"im=plt.imshow(hu, extent=[0, 100, 0, 100])\n",
"divider = make_axes_locatable(ax)\n",
"cax = divider.append_axes(\"right\", size=\"5%\", pad=0.05)\n",
"plt.colorbar(im, cax=cax)\n",
"\n",
"ax=plt.subplot(1,3,3)\n",
"im=plt.imshow(hv, extent=[0, 100, 0, 100])\n",
"divider = make_axes_locatable(ax)\n",
"cax = divider.append_axes(\"right\", size=\"5%\", pad=0.05)\n",
"plt.colorbar(im, cax=cax)\n",
"\n",
"plt.show()\n",
"\n",
"print([dx, dy, dt])"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 1200x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#Plot initial conditions \n",
"fig = plt.figure()\n",
"setBwStyles(fig.gca())\n",
"\n",
"for nx in [128, 1024, 16384]:\n",
" h0, hu0, hv0, dx, dy, dt = gen_test_data(nx, nx, 9.81, 1)\n",
" x = np.linspace(0.0, nx*dx, nx)\n",
" \n",
" #plt.subplot(211)\n",
" plt.plot(x, h0[1:-1, 1:-1].flatten(), marker=' ', label='h_' + str(nx))\n",
" plt.plot(x, hu0[1:-1, 1:-1].flatten(), marker=' ', label='hu_' + str(nx))\n",
" #plt.subplot(212)\n",
" #setBwStyles(fig.gca())\n",
" #plt.plot(x, hu0.T, marker=\" \", label='hu_' + str(nx))\n",
" #plt.legend(loc='upper left')\n",
" \n",
"#plt.xlim([47, 53])\n",
"#plt.ylim([0.58, 0.61])\n",
"plt.legend(loc='upper left')\n",
"save_figure(fig, 'initial_conditions')"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"def gen_filename(simulator, nx):\n",
" return \"smooth1d_\" + str(simulator.__name__) + \"_\" + str(nx) + \".npz\""
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"def sanity_check(variable, variable_name):\n",
" maxval = np.amax(variable)\n",
" minval = np.amin(variable)\n",
" if (np.isnan(maxval) or np.isnan(minval)):\n",
" print(\"=== WARNING ===\")\n",
" print(variable_name + \" contains NaN values\")\n",
" print(\"=== WARNING ===\")\n",
" plt.figure()\n",
" plt.imshow(variable, origin='lower')\n",
" plt.title(variable_name)\n",
" raise RuntimeError(\"Error\")\n",
"\n",
"def run_benchmark(datafilename, simulator, courant_number, nx, reference_nx, \n",
" ghost_cells, g=9.81, force_rerun=False, transpose=False):\n",
"\n",
" if (os.path.isfile(datafilename) and force_rerun == False):\n",
" print(\"=== WARNING ===\")\n",
" print(\"Existing simulation exists, skipping simulation\")\n",
" print(\"=== WARNING ===\")\n",
" else:\n",
" h0, hu0, hv0, dx, dy, dt = gen_test_data(nx, reference_nx, g, ghost_cells)\n",
" ny = ghost_cells\n",
" dt = dt * courant_number\n",
"\n",
" #Initialize simulator\n",
" with Common.Timer(simulator.__name__ + \"_\" + str(nx)) as timer:\n",
" if (transpose):\n",
" h0 = np.ascontiguousarray(np.transpose(h0))\n",
" hu0, hv0 = np.ascontiguousarray(np.transpose(hv0)), np.ascontiguousarray(np.transpose(hu0))\n",
" dx, dy = dy, dx\n",
" nx, ny = ny, nx\n",
"\n",
" sim = simulator(cuda_context, \n",
" h0, hu0, hv0, \n",
" nx, ny, \n",
" dx, dy, dt, \n",
" g)\n",
"\n",
" t, nt = sim.simulate(1.0)\n",
" \n",
" h, hu, hv = sim.download()\n",
" \n",
" if (transpose):\n",
" h = np.transpose(h)\n",
" hu, hv = np.ascontiguousarray(np.transpose(hv)), np.ascontiguousarray(np.transpose(hu))\n",
" \n",
" sanity_check(h, \"h\")\n",
" sanity_check(hu, \"hu\")\n",
" sanity_check(hv, \"hv\")\n",
"\n",
" np.savez_compressed(datafilename, h=h, hu=hu, hv=hv)\n",
" \n",
" gc.collect() # Force run garbage collection to free up memory\n",
" \n",
" return [timer.secs, nt, dt]"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"scrolled": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"LxF simulated 1.000000 seconds to 1.000000 with 1 steps in 0.003001 seconds\n",
"FORCE simulated 1.000000 seconds to 1.000000 with 1 steps in 0.001001 seconds\n",
"HLL simulated 1.000000 seconds to 1.000000 with 1 steps in 0.000000 seconds\n",
"HLL2 simulated 1.000000 seconds to 1.000000 with 2 steps in 0.000000 seconds\n",
"KP07 simulated 1.000000 seconds to 1.000000 with 1 steps in 0.000000 seconds\n",
"KP07_dimsplit simulated 1.000000 seconds to 1.000000 with 2 steps in 0.000000 seconds\n",
"WAF simulated 1.000000 seconds to 1.000000 with 2 steps in 0.000000 seconds\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Completed warmup in 2.185549020767212 s\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"LxF simulated 1.000000 seconds to 1.000000 with 1 steps in 0.001000 seconds\n",
"LxF simulated 1.000000 seconds to 1.000000 with 1 steps in 0.001001 seconds\n",
"LxF simulated 1.000000 seconds to 1.000000 with 2 steps in 0.000000 seconds\n",
"LxF simulated 1.000000 seconds to 1.000000 with 3 steps in 0.000000 seconds\n",
"LxF simulated 1.000000 seconds to 1.000000 with 6 steps in 0.001000 seconds\n",
"LxF simulated 1.000000 seconds to 1.000000 with 11 steps in 0.001001 seconds\n",
"LxF simulated 1.000000 seconds to 1.000000 with 21 steps in 0.001001 seconds\n",
"LxF simulated 1.000000 seconds to 1.000000 with 42 steps in 0.002001 seconds\n",
"LxF simulated 1.000000 seconds to 1.000000 with 83 steps in 0.007004 seconds\n",
"LxF simulated 1.000000 seconds to 1.000000 with 165 steps in 0.033029 seconds\n",
"LxF simulated 1.000000 seconds to 1.000000 with 1314 steps in 1.029227 seconds\n",
"FORCE simulated 1.000000 seconds to 1.000000 with 1 steps in 0.000998 seconds\n",
"FORCE simulated 1.000000 seconds to 1.000000 with 1 steps in 0.001001 seconds\n",
"FORCE simulated 1.000000 seconds to 1.000000 with 2 steps in 0.000000 seconds\n",
"FORCE simulated 1.000000 seconds to 1.000000 with 3 steps in 0.002001 seconds\n",
"FORCE simulated 1.000000 seconds to 1.000000 with 6 steps in 0.000000 seconds\n",
"FORCE simulated 1.000000 seconds to 1.000000 with 11 steps in 0.002003 seconds\n",
"FORCE simulated 1.000000 seconds to 1.000000 with 21 steps in 0.003002 seconds\n",
"FORCE simulated 1.000000 seconds to 1.000000 with 42 steps in 0.009008 seconds\n",
"FORCE simulated 1.000000 seconds to 1.000000 with 83 steps in 0.021015 seconds\n",
"FORCE simulated 1.000000 seconds to 1.000000 with 165 steps in 0.068049 seconds\n",
"FORCE simulated 1.000000 seconds to 1.000000 with 1314 steps in 1.436019 seconds\n",
"HLL simulated 1.000000 seconds to 1.000000 with 1 steps in 0.000000 seconds\n",
"HLL simulated 1.000000 seconds to 1.000000 with 1 steps in 0.000000 seconds\n",
"HLL simulated 1.000000 seconds to 1.000000 with 2 steps in 0.000000 seconds\n",
"HLL simulated 1.000000 seconds to 1.000000 with 3 steps in 0.000000 seconds\n",
"HLL simulated 1.000000 seconds to 1.000000 with 6 steps in 0.001002 seconds\n",
"HLL simulated 1.000000 seconds to 1.000000 with 11 steps in 0.002007 seconds\n",
"HLL simulated 1.000000 seconds to 1.000000 with 21 steps in 0.004002 seconds\n",
"HLL simulated 1.000000 seconds to 1.000000 with 42 steps in 0.004003 seconds\n",
"HLL simulated 1.000000 seconds to 1.000000 with 83 steps in 0.008005 seconds\n",
"HLL simulated 1.000000 seconds to 1.000000 with 165 steps in 0.017013 seconds\n",
"HLL simulated 1.000000 seconds to 1.000000 with 1314 steps in 1.918975 seconds\n",
"HLL2 simulated 1.000000 seconds to 1.000000 with 2 steps in 0.000000 seconds\n",
"HLL2 simulated 1.000000 seconds to 1.000000 with 2 steps in 0.001004 seconds\n",
"HLL2 simulated 1.000000 seconds to 1.000000 with 2 steps in 0.001003 seconds\n",
"HLL2 simulated 1.000000 seconds to 1.000000 with 4 steps in 0.000000 seconds\n",
"HLL2 simulated 1.000000 seconds to 1.000000 with 6 steps in 0.001002 seconds\n",
"HLL2 simulated 1.000000 seconds to 1.000000 with 12 steps in 0.001001 seconds\n",
"HLL2 simulated 1.000000 seconds to 1.000000 with 22 steps in 0.002002 seconds\n",
"HLL2 simulated 1.000000 seconds to 1.000000 with 42 steps in 0.004980 seconds\n",
"HLL2 simulated 1.000000 seconds to 1.000000 with 84 steps in 0.012010 seconds\n",
"HLL2 simulated 1.000000 seconds to 1.000000 with 166 steps in 0.016984 seconds\n",
"HLL2 simulated 1.000000 seconds to 1.000000 with 1314 steps in 3.056127 seconds\n",
"KP07 simulated 1.000000 seconds to 1.000000 with 1 steps in 0.000000 seconds\n",
"KP07 simulated 1.000000 seconds to 1.000000 with 1 steps in 0.000000 seconds\n",
"KP07 simulated 1.000000 seconds to 1.000000 with 2 steps in 0.001001 seconds\n",
"KP07 simulated 1.000000 seconds to 1.000000 with 3 steps in 0.001000 seconds\n",
"KP07 simulated 1.000000 seconds to 1.000000 with 6 steps in 0.001001 seconds\n",
"KP07 simulated 1.000000 seconds to 1.000000 with 11 steps in 0.003005 seconds\n",
"KP07 simulated 1.000000 seconds to 1.000000 with 21 steps in 0.004005 seconds\n",
"KP07 simulated 1.000000 seconds to 1.000000 with 42 steps in 0.008006 seconds\n",
"KP07 simulated 1.000000 seconds to 1.000000 with 83 steps in 0.014010 seconds\n",
"KP07 simulated 1.000000 seconds to 1.000000 with 165 steps in 0.029994 seconds\n",
"KP07 simulated 1.000000 seconds to 1.000000 with 1314 steps in 5.077466 seconds\n",
"KP07_dimsplit simulated 1.000000 seconds to 1.000000 with 2 steps in 0.000000 seconds\n",
"KP07_dimsplit simulated 1.000000 seconds to 1.000000 with 2 steps in 0.000995 seconds\n",
"KP07_dimsplit simulated 1.000000 seconds to 1.000000 with 2 steps in 0.000000 seconds\n",
"KP07_dimsplit simulated 1.000000 seconds to 1.000000 with 4 steps in 0.002002 seconds\n",
"KP07_dimsplit simulated 1.000000 seconds to 1.000000 with 6 steps in 0.001002 seconds\n",
"KP07_dimsplit simulated 1.000000 seconds to 1.000000 with 12 steps in 0.001003 seconds\n",
"KP07_dimsplit simulated 1.000000 seconds to 1.000000 with 22 steps in 0.002002 seconds\n",
"KP07_dimsplit simulated 1.000000 seconds to 1.000000 with 42 steps in 0.005998 seconds\n",
"KP07_dimsplit simulated 1.000000 seconds to 1.000000 with 84 steps in 0.008006 seconds\n",
"KP07_dimsplit simulated 1.000000 seconds to 1.000000 with 166 steps in 0.016983 seconds\n",
"KP07_dimsplit simulated 1.000000 seconds to 1.000000 with 1314 steps in 2.728959 seconds\n",
"WAF simulated 1.000000 seconds to 1.000000 with 2 steps in 0.001008 seconds\n",
"WAF simulated 1.000000 seconds to 1.000000 with 2 steps in 0.001001 seconds\n",
"WAF simulated 1.000000 seconds to 1.000000 with 2 steps in 0.002006 seconds\n",
"WAF simulated 1.000000 seconds to 1.000000 with 4 steps in 0.000000 seconds\n",
"WAF simulated 1.000000 seconds to 1.000000 with 6 steps in 0.001001 seconds\n",
"WAF simulated 1.000000 seconds to 1.000000 with 12 steps in 0.002000 seconds\n",
"WAF simulated 1.000000 seconds to 1.000000 with 22 steps in 0.002001 seconds\n",
"WAF simulated 1.000000 seconds to 1.000000 with 42 steps in 0.005026 seconds\n",
"WAF simulated 1.000000 seconds to 1.000000 with 84 steps in 0.008005 seconds\n",
"WAF simulated 1.000000 seconds to 1.000000 with 166 steps in 0.017007 seconds\n",
"WAF simulated 1.000000 seconds to 1.000000 with 1314 steps in 3.648672 seconds\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Completed simulation in 52.38956832885742 s\n"
]
}
],
"source": [
"reference_nx = 16384\n",
"domain_sizes = [8, 16, 32, 64, 128, 256, 512, 1024, 2048, 4096]\n",
"#domain_sizes = [8, 16, 32, 64, 128, 256]\n",
"\n",
"simulators = [LxF.LxF, FORCE.FORCE, HLL.HLL, HLL2.HLL2, KP07.KP07, KP07_dimsplit.KP07_dimsplit, WAF.WAF]\n",
"simulator_ghost_cells = [1, 1, 1, 2, 2, 2, 2]\n",
"simulator_reference = [LxF.LxF, FORCE.FORCE, HLL.HLL, HLL2.HLL2, KP07.KP07, KP07_dimsplit.KP07_dimsplit, WAF.WAF]\n",
"simulator_courant_numbers = [0.9, 0.9, 0.9, 0.9, 0.9, 0.9, 0.9]\n",
"force_rerun=True\n",
"transpose=True\n",
"\n",
"#reference_nx = 4096\n",
"#domain_sizes = [32, 64, 128, 256, 512, 1024]\n",
"#simulators = [HLL2.HLL2, WAF.WAF]\n",
"#simulator_ghost_cells = [2, 2]\n",
"#simulator_reference = [HLL2.HLL2, WAF.WAF]\n",
"#simulator_courant_numbers = [0.95, 0.95]\n",
"#force_rerun=True\n",
"\n",
"sim_elapsed_time = np.zeros((len(simulators), len(domain_sizes)))\n",
"sim_dt = np.zeros((len(simulators), len(domain_sizes)))\n",
"sim_nt = np.zeros((len(simulators), len(domain_sizes)))\n",
"\n",
"#Warmup to compile kernels\n",
"with Common.Timer(\"warmup\") as timer:\n",
" for i in range(len(simulators)):\n",
" run_benchmark(\"warmup\", \n",
" simulators[i], \n",
" simulator_courant_numbers[i], \n",
" 16, 16, \n",
" simulator_ghost_cells[i], \n",
" force_rerun=force_rerun,\n",
" transpose=transpose)\n",
"print(\"Completed warmup in {:} s\".format(timer.secs))\n",
" \n",
"with Common.Timer(\"simulation\") as timer:\n",
" for i in range(len(simulators)): \n",
" # Run the simulation for all the domain sizes\n",
" for j, nx in enumerate(domain_sizes):\n",
" datafilename = gen_filename(simulators[i], nx)\n",
" [secs, nt, dt] = run_benchmark(datafilename, \n",
" simulators[i], \n",
" simulator_courant_numbers[i], \n",
" nx, reference_nx, \n",
" simulator_ghost_cells[i], \n",
" force_rerun=force_rerun,\n",
" transpose=transpose)\n",
" sim_elapsed_time[i, j] = secs\n",
" sim_dt[i, j] = dt\n",
" sim_nt[i, j] = nt\n",
"\n",
" # Run reference with a low CFL-number\n",
" datafilename = gen_filename(simulators[i], reference_nx)\n",
" run_benchmark(datafilename, \n",
" simulators[i], \n",
" simulator_courant_numbers[i] * 0.5, \n",
" reference_nx, reference_nx, \n",
" simulator_ghost_cells[i], \n",
" force_rerun=force_rerun,\n",
" transpose=transpose)\n",
"print(\"Completed simulation in {:} s\".format(timer.secs))"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x30c08e3cc0>"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 1200x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1200x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1200x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure()\n",
"setBwStyles(fig.gca())\n",
"plt.title(\"Elapsed time vs number of cells\")\n",
"for i, simulator in enumerate(simulators):\n",
" plt.plot(domain_sizes, sim_elapsed_time[i,:], label=simulator.__name__)\n",
"plt.legend()\n",
" \n",
"fig = plt.figure()\n",
"setBwStyles(fig.gca())\n",
"plt.title(\"Dt vs number of cells\")\n",
"for i, simulator in enumerate(simulators):\n",
" plt.loglog(domain_sizes, sim_dt[i,:], label=simulator.__name__)\n",
"plt.legend()\n",
" \n",
"fig = plt.figure()\n",
"setBwStyles(fig.gca())\n",
"plt.title(\"Number of timesteps vs number of cells\")\n",
"for i, simulator in enumerate(simulators):\n",
" plt.plot(domain_sizes, sim_nt[i,:], label=simulator.__name__)\n",
"plt.legend()"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1200x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"conservation = np.zeros((len(simulators), len(domain_sizes)))\n",
"error = np.zeros((len(simulators), len(domain_sizes)))\n",
"order = np.zeros((len(simulators), len(domain_sizes)-1))\n",
"\n",
"for i, simulator in enumerate(simulators):\n",
" #Read the reference solution\n",
" datafilename = gen_filename(simulator, reference_nx)\n",
" with np.load(datafilename) as data:\n",
" h_ref = data['h']\n",
" \n",
" #Compute conservation and error for subsequent resolutions\n",
" for j, nx in enumerate(domain_sizes):\n",
" #Read current resolution\n",
" datafilename = gen_filename(simulator, nx)\n",
" with np.load(datafilename) as data:\n",
" h = data['h']\n",
" \n",
" #Downsample reference to current resolution\n",
" h_ref_downsampled = downsample(h_ref, reference_nx/nx)\n",
" \n",
" #Compute error per cell\n",
" error[i, j] = np.linalg.norm((h_ref_downsampled - h).flatten(), ord=1) / nx\n",
" conservation[i, j] = (np.sum(h_ref) - np.sum(h))\n",
" \n",
" #Compute the numerical order\n",
" a = np.arange(1, len(domain_sizes))\n",
" order[i,:] = np.log2(error[i, :-1] / error[i, 1:])\n",
" \n",
"fig = plt.figure()\n",
"setBwStyles(fig.gca())\n",
"\n",
"x = np.linspace(domain_sizes[0], domain_sizes[-1], 100);\n",
"\n",
"scaling = np.max(error[:,0]) * domain_sizes[0] * 1.5\n",
"plt.loglog(x, scaling/x, '-', color='gray', label='Order 1')\n",
"\n",
"scaling = np.min(error[:,0]) * domain_sizes[0]**2 * 0.5\n",
"plt.loglog(x, scaling/(x*x), '-', color='gray', label='Order 2')\n",
"\n",
"for i, simulator in enumerate(simulators):\n",
" plt.loglog(domain_sizes, error[i,:], label=simulators[i].__name__)\n",
" \n",
"plt.xlabel('Number of cells')\n",
"plt.ylabel('Error')\n",
"plt.title(\"Convergence\")\n",
"plt.legend()\n",
"save_figure(fig, 'convergence')"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
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"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
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" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>8</th>\n",
" <th>16</th>\n",
" <th>32</th>\n",
" <th>64</th>\n",
" <th>128</th>\n",
" <th>256</th>\n",
" <th>512</th>\n",
" <th>1024</th>\n",
" <th>2048</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>LxF</th>\n",
" <td>2.046098</td>\n",
" <td>1.074325</td>\n",
" <td>1.834294</td>\n",
" <td>1.165476</td>\n",
" <td>1.412700</td>\n",
" <td>1.432408</td>\n",
" <td>1.524218</td>\n",
" <td>1.589650</td>\n",
" <td>-0.637310</td>\n",
" </tr>\n",
" <tr>\n",
" <th>FORCE</th>\n",
" <td>1.843813</td>\n",
" <td>0.964270</td>\n",
" <td>1.528037</td>\n",
" <td>1.060302</td>\n",
" <td>1.226554</td>\n",
" <td>1.206903</td>\n",
" <td>1.225360</td>\n",
" <td>1.553093</td>\n",
" <td>1.704214</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HLL</th>\n",
" <td>0.959785</td>\n",
" <td>1.222461</td>\n",
" <td>1.098614</td>\n",
" <td>1.175015</td>\n",
" <td>1.078323</td>\n",
" <td>1.169317</td>\n",
" <td>1.385120</td>\n",
" <td>1.705706</td>\n",
" <td>0.523056</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HLL2</th>\n",
" <td>2.108461</td>\n",
" <td>2.912507</td>\n",
" <td>2.413560</td>\n",
" <td>1.977484</td>\n",
" <td>0.764984</td>\n",
" <td>0.092162</td>\n",
" <td>0.009595</td>\n",
" <td>0.000419</td>\n",
" <td>0.001420</td>\n",
" </tr>\n",
" <tr>\n",
" <th>KP07</th>\n",
" <td>1.469606</td>\n",
" <td>1.925352</td>\n",
" <td>1.846771</td>\n",
" <td>2.179454</td>\n",
" <td>2.103787</td>\n",
" <td>0.759310</td>\n",
" <td>0.022541</td>\n",
" <td>-0.019018</td>\n",
" <td>-0.007305</td>\n",
" </tr>\n",
" <tr>\n",
" <th>KP07_dimsplit</th>\n",
" <td>2.133645</td>\n",
" <td>2.333336</td>\n",
" <td>2.385890</td>\n",
" <td>1.974284</td>\n",
" <td>1.231046</td>\n",
" <td>0.226072</td>\n",
" <td>0.037641</td>\n",
" <td>0.005867</td>\n",
" <td>0.002337</td>\n",
" </tr>\n",
" <tr>\n",
" <th>WAF</th>\n",
" <td>2.095829</td>\n",
" <td>2.662004</td>\n",
" <td>1.906246</td>\n",
" <td>2.039491</td>\n",
" <td>1.821177</td>\n",
" <td>0.573387</td>\n",
" <td>0.125531</td>\n",
" <td>0.001724</td>\n",
" <td>0.000114</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" 8 16 32 64 128 256 \\\n",
"LxF 2.046098 1.074325 1.834294 1.165476 1.412700 1.432408 \n",
"FORCE 1.843813 0.964270 1.528037 1.060302 1.226554 1.206903 \n",
"HLL 0.959785 1.222461 1.098614 1.175015 1.078323 1.169317 \n",
"HLL2 2.108461 2.912507 2.413560 1.977484 0.764984 0.092162 \n",
"KP07 1.469606 1.925352 1.846771 2.179454 2.103787 0.759310 \n",
"KP07_dimsplit 2.133645 2.333336 2.385890 1.974284 1.231046 0.226072 \n",
"WAF 2.095829 2.662004 1.906246 2.039491 1.821177 0.573387 \n",
"\n",
" 512 1024 2048 \n",
"LxF 1.524218 1.589650 -0.637310 \n",
"FORCE 1.225360 1.553093 1.704214 \n",
"HLL 1.385120 1.705706 0.523056 \n",
"HLL2 0.009595 0.000419 0.001420 \n",
"KP07 0.022541 -0.019018 -0.007305 \n",
"KP07_dimsplit 0.037641 0.005867 0.002337 \n",
"WAF 0.125531 0.001724 0.000114 "
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Max</th>\n",
" <th>Min</th>\n",
" <th>Mean</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>LxF</th>\n",
" <td>2.046098</td>\n",
" <td>-0.637310</td>\n",
" <td>1.271318</td>\n",
" </tr>\n",
" <tr>\n",
" <th>FORCE</th>\n",
" <td>1.843813</td>\n",
" <td>0.964270</td>\n",
" <td>1.368061</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HLL</th>\n",
" <td>1.705706</td>\n",
" <td>0.523056</td>\n",
" <td>1.146377</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HLL2</th>\n",
" <td>2.912507</td>\n",
" <td>0.000419</td>\n",
" <td>1.142288</td>\n",
" </tr>\n",
" <tr>\n",
" <th>KP07</th>\n",
" <td>2.179454</td>\n",
" <td>-0.019018</td>\n",
" <td>1.142278</td>\n",
" </tr>\n",
" <tr>\n",
" <th>KP07_dimsplit</th>\n",
" <td>2.385890</td>\n",
" <td>0.002337</td>\n",
" <td>1.147791</td>\n",
" </tr>\n",
" <tr>\n",
" <th>WAF</th>\n",
" <td>2.662004</td>\n",
" <td>0.000114</td>\n",
" <td>1.247278</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Max Min Mean\n",
"LxF 2.046098 -0.637310 1.271318\n",
"FORCE 1.843813 0.964270 1.368061\n",
"HLL 1.705706 0.523056 1.146377\n",
"HLL2 2.912507 0.000419 1.142288\n",
"KP07 2.179454 -0.019018 1.142278\n",
"KP07_dimsplit 2.385890 0.002337 1.147791\n",
"WAF 2.662004 0.000114 1.247278"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import pandas as pd\n",
"from IPython.display import display\n",
"\n",
"table = pd.DataFrame(order, columns=domain_sizes[:-1], index=[simulator.__name__ for simulator in simulators])\n",
"display(table)\n",
"\n",
"order_summary = pd.DataFrame(np.empty((len(simulators), 3)), columns=['Max', 'Min', 'Mean'], index=[simulator.__name__ for simulator in simulators])\n",
"for i, simulator in enumerate(simulators):\n",
" order_summary.loc[simulator.__name__] = [np.max(order[i,:]), \n",
" np.min(order[i,:]), \n",
" np.mean(order[i,:])]\n",
"display(order_summary)\n"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 1200x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure()\n",
"setBwStyles(fig.gca())\n",
"\n",
"for i, simulator in enumerate(simulators):\n",
" plt.plot(order[i,:], label=simulator.__name__)\n",
" \n",
"plt.ylim([0, 3])\n",
"plt.xlabel('Number of cells')\n",
"plt.ylabel('Order')\n",
"plt.legend()\n",
"plt.title(\"Numerical order\")\n",
"save_figure(fig, 'numerical_order')"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [],
"source": [
"def plot_solution(simulator, nx, label, **kwargs):\n",
" datafilename = gen_filename(simulator, nx)\n",
" \n",
" #Read the solution\n",
" with np.load(datafilename) as data:\n",
" h = data['h']\n",
" \n",
" x = np.linspace(0.5, nx-0.5, nx)*100.0/float(nx)\n",
" y = h[0,:]\n",
" \n",
" plt.plot(x, y, label=label, **kwargs)\n",
" \n",
" h = None\n",
" x = None\n",
" gc.collect() # Force run garbage collection to free up memory\n",
" \n",
"def plot_comparison(nx, **kwargs):\n",
" plot_solution(HLL2.HLL2, reference_nx, 'Reference', marker=' ', linestyle='-')\n",
"\n",
" for i, simulator in enumerate(simulators):\n",
" plot_solution(simulator, nx, simulator.__name__, **kwargs)"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1200x1200 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"boxes = np.array([\\\n",
" [[28, 35], [0.499, 0.516]], \\\n",
" [[45, 56], [0.58, 0.60]]\n",
" ])\n",
"comparison_nx = 32\n",
"\n",
"fig = plt.figure(figsize=(12, 12))\n",
"gs = gridspec.GridSpec(2, 2)\n",
" \n",
"ax1 = fig.add_subplot(gs[0,:])\n",
"setBwStyles(ax1)\n",
"for simulator in simulators:\n",
" plot_solution(simulator, comparison_nx, simulator.__name__, marker=' ')\n",
"for box_x, box_y in boxes:\n",
" x = np.kron(box_x, np.ones((2)))\n",
" y = np.hstack((box_y, box_y[::-1]))\n",
" fig.gca().fill(x, y, fill=True, linestyle='-', color='gray', alpha=0.5)\n",
"plt.title(\"Comparison of solutions at nx=\" + str(comparison_nx))\n",
"plt.legend()\n",
"\n",
"ax2 = fig.add_subplot(gs[1,0])\n",
"setBwStyles(ax2)\n",
"for simulator in simulators:\n",
" plot_solution(simulator, comparison_nx, simulator.__name__, markevery=2)\n",
"plt.xlim(boxes[0, 0])\n",
"plt.ylim(boxes[0, 1])\n",
"\n",
"ax3 = fig.add_subplot(gs[1,1])\n",
"setBwStyles(ax3)\n",
"setBwStyles(ax2)\n",
"for simulator in simulators:\n",
" plot_solution(simulator, comparison_nx, simulator.__name__, markevery=2)\n",
"plt.xlim(boxes[1, 0])\n",
"plt.ylim(boxes[1, 1])\n",
" \n",
"save_figure(fig, 'solution')"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1200x1200 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(figsize=(12, 12))\n",
"gs = gridspec.GridSpec(2, 2)\n",
" \n",
"ax1 = fig.add_subplot(gs[0,:])\n",
"setBwStyles(ax1)\n",
"for simulator in simulators:\n",
" plot_solution(simulator, reference_nx, simulator.__name__, marker=' ')\n",
"for box_x, box_y in boxes:\n",
" x = np.kron(box_x, np.ones((2)))\n",
" y = np.hstack((box_y, box_y[::-1]))\n",
" fig.gca().fill(x, y, fill=True, linestyle='-', color='gray', alpha=0.5)\n",
"plt.title(\"Comparison of reference solutions\")\n",
"plt.legend()\n",
"\n",
"ax2 = fig.add_subplot(gs[1,0])\n",
"setBwStyles(ax2)\n",
"for simulator in simulators:\n",
" plot_solution(simulator, reference_nx, simulator.__name__, marker=' ')\n",
"plt.xlim(boxes[0, 0])\n",
"plt.ylim(boxes[0, 1])\n",
"\n",
"ax3 = fig.add_subplot(gs[1,1])\n",
"setBwStyles(ax3)\n",
"setBwStyles(ax2)\n",
"for simulator in simulators:\n",
" plot_solution(simulator, reference_nx, simulator.__name__, marker=' ')\n",
"plt.xlim(boxes[1, 0])\n",
"plt.ylim(boxes[1, 1])\n",
" \n",
"save_figure(fig, 'reference_solutions')"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1200x1200 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1200x1200 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1200x1200 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1200x1200 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1200x1200 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1200x1200 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1200x1200 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"for simulator in simulators:\n",
" fig = plt.figure(figsize=(12, 12))\n",
" \n",
" gs = gridspec.GridSpec(2, 2)\n",
" \n",
" ax1 = fig.add_subplot(gs[0,:])\n",
" setBwStyles(ax1)\n",
" plot_solution(simulator, reference_nx, 'Reference', linestyle='-', marker=' ')\n",
" for j, nx in enumerate(domain_sizes):\n",
" plot_solution(simulator, nx, 'nx=' + str(nx), marker=' ')\n",
" for box_x, box_y in boxes:\n",
" x = np.kron(box_x, np.ones((2)))\n",
" y = np.hstack((box_y, box_y[::-1]))\n",
" fig.gca().fill(x, y, fill=True, linestyle='-', color='gray', alpha=0.5)\n",
" plt.title(str(simulator.__name__))\n",
" plt.legend()\n",
" \n",
" ax2 = fig.add_subplot(gs[1,0])\n",
" setBwStyles(ax2)\n",
" plot_solution(simulator, reference_nx, 'Reference', linestyle='-', marker=' ')\n",
" for j, nx in enumerate(domain_sizes):\n",
" plot_solution(simulator, nx, 'nx=' + str(nx), marker=' ') \n",
" plt.xlim(boxes[0, 0])\n",
" plt.ylim(boxes[0, 1])\n",
" \n",
" ax3 = fig.add_subplot(gs[1,1])\n",
" setBwStyles(ax3)\n",
" plot_solution(simulator, reference_nx, 'Reference', linestyle='-', marker=' ')\n",
" for j, nx in enumerate(domain_sizes):\n",
" plot_solution(simulator, nx, 'nx=' + str(nx), marker=' ') \n",
" plt.xlim(boxes[1, 0])\n",
" plt.ylim(boxes[1, 1])\n",
" \n",
" save_figure(fig, simulator.__name__)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
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