mirror of
https://github.com/smyalygames/FiniteVolumeGPU.git
synced 2025-05-18 06:24:13 +02:00
1362 lines
2.3 MiB
1362 lines
2.3 MiB
{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"```\n",
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"This notebook sets up and runs a set of benchmarks to compare\n",
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"different numerical discretizations of the SWEs\n",
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"\n",
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"Copyright (C) 2016 SINTEF ICT\n",
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"\n",
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"This program is free software: you can redistribute it and/or modify\n",
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"it under the terms of the GNU General Public License as published by\n",
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"the Free Software Foundation, either version 3 of the License, or\n",
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"(at your option) any later version.\n",
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"\n",
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"This program is distributed in the hope that it will be useful,\n",
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"but WITHOUT ANY WARRANTY; without even the implied warranty of\n",
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"MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the\n",
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"GNU General Public License for more details.\n",
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"\n",
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"You should have received a copy of the GNU General Public License\n",
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"along with this program. If not, see <http://www.gnu.org/licenses/>.\n",
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"```"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {},
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"outputs": [],
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"source": [
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"#Lets have matplotlib \"inline\"\n",
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"%matplotlib inline\n",
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"\n",
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"#Python 2.7 compatibility\n",
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"from __future__ import print_function\n",
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"\n",
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"#Import packages we need\n",
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"import numpy as np\n",
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"from matplotlib import animation, rc\n",
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"from matplotlib import pyplot as plt\n",
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"from matplotlib import gridspec\n",
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"from mpl_toolkits.axes_grid1 import make_axes_locatable\n",
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"#import mpld3\n",
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"\n",
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"import subprocess\n",
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"import os\n",
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"import gc\n",
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"import datetime\n",
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"import logging\n",
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"\n",
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"import pycuda.driver as cuda\n",
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"\n",
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"try:\n",
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" from StringIO import StringIO\n",
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"except ImportError:\n",
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" from io import StringIO"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {},
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"outputs": [],
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"source": [
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"#Get root logger\n",
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"logger = logging.getLogger('')\n",
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"logger.setLevel(logging.DEBUG)\n",
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"\n",
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"#Add log to file\n",
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"fh = logging.FileHandler('output.log')\n",
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"formatter = logging.Formatter('%(asctime)s:%(name)s:%(levelname)s: %(message)s')\n",
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"fh.setFormatter(formatter)\n",
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"fh.setLevel(logging.DEBUG)\n",
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"logger.addHandler(fh)\n",
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"\n",
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"#Add log to screen\n",
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"ch = logging.StreamHandler()\n",
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"ch.setLevel(logging.INFO)\n",
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"logger.addHandler(ch)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"metadata": {},
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"outputs": [
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"Registering automatic CUDA context handling\n"
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]
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}
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],
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"source": [
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"#Finally, import our simulator\n",
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"from SWESimulators import Common, LxF, FORCE, HLL, HLL2, KP07, KP07_dimsplit, WAF, IPythonMagic"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"metadata": {},
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"outputs": [
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"CUDA version (9, 1, 0)\n",
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"Driver version 9010\n",
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"Using 'GeForce 840M' GPU\n",
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"Created context handle <1072615394256>\n"
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]
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}
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],
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"source": [
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"%cuda_context_handler cuda_context"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"metadata": {},
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"outputs": [],
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"source": [
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"#Misc plotting setup\n",
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"def setBwStyles(ax):\n",
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" from cycler import cycler\n",
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"\n",
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" ax.set_prop_cycle( cycler('marker', ['.', 'x', 4, '+', '*', '1', 5]) +\n",
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" cycler('linestyle', ['-.', '--', ':', '-.', '--', ':', '-.']) +\n",
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" #cycler('markersize', [5, 5, 5, 5, 5, 5]) +\n",
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" cycler('color', ['k', 'k', 'k', 'k', 'k', 'k', 'k']) ) \n",
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"\n",
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"#Set large figure sizes\n",
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"plt.rcParams['figure.figsize'] = [12, 8]\n",
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"plt.rcParams['figure.dpi'] = 100\n",
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"plt.rcParams['animation.html'] = 'html5'\n",
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"#plt.rcParams['legend.markerscale'] = 1.0\n",
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"#plt.rcParams['lines.markersize'] = 6\n",
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"plt.rcParams['lines.markeredgewidth'] = 1.5\n",
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"#plt.rcParams['savefig.dpi'] = 400"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 6,
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"metadata": {},
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"outputs": [],
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"source": [
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"def save_figure(fig, stem):\n",
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" fig_filename = \"convergence_smooth1d_\" + stem + \".pdf\"\n",
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" \n",
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" image_text = fig_filename + \"\\nCreated \" + str(datetime.datetime.now().strftime(\"%Y-%m-%d %H:%M:%S\"))\n",
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" \n",
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" #ax = fig.gca()\n",
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" #pos1 = ax.get_position() # get the original position \n",
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" #pos2 = [pos1.x0 + 0.3, pos1.y0 + 0.3, pos1.width / 2.0, pos1.height / 2.0] \n",
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" #ax.set_position(pos2) # set a new position\n",
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" \n",
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" #fig.gca().annotate(image_text, xy=(1.1, 0), xycoords='figure fraction', fontsize=10,\n",
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" # horizontalalignment='right', verticalalignment='bottom')\n",
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" t = plt.figtext(-0.1, .9, image_text, rotation='vertical')\n",
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" \n",
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" legend = fig.gca().legend_\n",
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" if (legend != None):\n",
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" fig.savefig(fig_filename, bbox_extra_artists=(legend,t, ), bbox_inches='tight')\n",
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" else:\n",
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" fig.savefig(fig_filename)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 7,
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"metadata": {
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"scrolled": false
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},
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"outputs": [
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{
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"data": {
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\n",
|
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"text/plain": [
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"<Figure size 1200x800 with 2 Axes>"
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]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
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},
|
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{
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"data": {
|
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"image/png": 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m4xPuAQCIF49ua9T6Hcfkdhl9547ZykyLffvblNJc/eijc5XmdmnDG8269/dvyFoSdwDJhaQdV2xtbb3uXb9zWPm4tVZf/NU29fuCF87O3sToNVu1sHLYlPiPLZio4pw0He3oU5YDNyMAAMSjYx29+udH6iRJn715imaNL3Aslhsqi3T/B2dJkn76wiH9cOMBx2IBgGggaccVW1FdpoqirGF93w9uPqiXDp6UJI3Jz9CK6jEOR3l5stI8umtpcNr9fz69j345AEDKCwSs/uHXO9TZ59OscflxsRXmXdeM1d3vnClJ+vofd+ux7UcdjggARg5JO65YeUGm1q2eF0ncl3yrRv/6+52SpPxMr379qfkJveP8wzdWaEx+hpo6+/Sz0BR8AABS1f9sOaSNb7Yow+vS/R+cLa87Pm4nP76wUh9bMFGS9Pe/3K4tB1qdDQgARkh8/JZFwgsn7l63kW/IEJhHP70goRN2ScrwuvW3t0yVJP3Xs/vV3e9zOCIAAJyx/8QpfePxXZKkf7ptpiaX5Dgc0WnGGN39ziq9o7pMA/6AVj/0svY2dzkdFgBcMZJ2jKihs1/cLiOvJzn+id1+/ThNGJWl1u4B/WRTvdPhAAAQc4P+gL7w8Db1DQa0aGqx/nLeBKdDOovbZfSdD87W9RMK1dnn051rX1RzZ5/TYQHAFUmOjAqOC+84D5+yG0n+gE2a3eZet0tfWD5NkvTfzx9QR8+gwxEBABBb33tmn7Yf6VB+plf33T5LxhinQzqnDK9bP/qrOZpUnK2jHX268ycvqauP6zaAxEXSjisWTtgb2nrkCl2/731v9VnD6RLdu68Zq+mjc9XV59OajfudDgcAgJjZdrhd36vZJ0n6yvuqVZaf4XBEF1aYnaafrrpBxTlp2nWsU3f9/FUN+gNOhwUAl4WkHVdsQ12TGtp6VJSdpoAN9revvGH8sOF0G+qanA7zirlcRl94W/C0/SebDqrlVL/DEQEAEH29A3594eFt8ges3j1rrN4za6zTIV2U8UVZWnvnXGWlubXxzRb9429eZ4c7gIRE0o4rtmphpf75nTOVkx7cY/6xBRPlcbsiw+nueVeVVi2sdDjKkfG2qtGaNS5fPQN+PVDDaTsAIPl98/FdOtDSrdF56frKe69yOpxLcs24An3/w9fJ7TL6zatH9J0n9zodEgBcMpJ2jIhJJTlqaOtVbrpHH5w7PvL58oLMpEnYpeBk2uryfEnSz7Ye0rGO02X/je29WlvLkDoAQPLY+OYJ/fSF4LrT+26fpYKsNIcjunTLZpTqq++rliR995l9Wvdig8MRAcClIWnHiPhR7QFJ0oduGK/cDK/D0UTP2tp6/Xxrg9I9Lg34Avru08H+vnBf/73rd5K4AwCSQkfPoL70qx2SpI/eNEGLp5U4HNHlW3lDhf725imSpLsfqVPN7uMORwQAF4+kHVds59FObdrXKrfL6KPzJzodTlStqC5TRVGW+n3BYTYPv9SgrQdaI4P4KoqytKK6zOEoAQC4cv/8aJ2aOvs0qSRb//iOmU6Hc8U+v3ya/vy6cfIHrO76+avacaTd6ZAA4KKQtOOK/Th0svyO6jKNK8xyOJroCvfpVxQF/54BK33oh6cT9nWr56m8INPhKAEAuDKPbT+qx7YfDe49v2O2MtPcTod0xYwx+uafX61FU4vVO+jXqgdfUkNrj9NhAcBbImnHFWnu7NNj2xslSZ9YNMnhaGIjnLh7QvvtrJU8LkPCDgBICk0dfbr7d69Lkj6zbIpmjS9wOKKR43W79MBHrtPMMXlqOTWgO3/yok52DzgdFgBcEEk7rshDLxzUoN9qzoRCzU6ii/rFMOb0/x5ghQwAIAlYa/WlX29XZ59P14zL12dCfeDJJDfDqwc/Nldj8zN0oKVbn3joZfUN+p0OCwDOi6Qdl61nwKefbw1OYP3EouSZEP9WwkPnBv1W7tBpe8BKH/rvF9TY3vsW3w0AQPz6ny2HtPHNFqV7XLr/jtnyupPzVnF0XoYeXHWD8jI8euXQSX3uf4N76AEgHiXnb2LExG9ebVR7z6DGF2VqeVVqDF8LJ+zhHvbnvrRU4woyJEmHTwa/RuIOAEhE+0+c0tf/uEuS9OV3zNCU0hyHI4quaaNzteav5ijN7dKf3mjSV9bvlKVyDkAcImnHZQkEbGS12aoFlZET52S3oa5p2NC5cYVZ+si8iZKkNI9LDW092lDX5GyQAABcIp8/oC/8crv6BgNaOKVYf3XTRKdDiol5k0bp23fMkiQ9uPlgZLguAMQTj9MBIDE9s/u46lu6lZvh0R1zxjsdTsysWhhsA1hRXRYZOvfn15fr/z2xRwO+gP5myeTIawAASBTfr9mv7YfblZfh0X0fuEauFHkYL0nvmTVWTR29+vofd+urf9il0XkZevessU6HBQARnLTjsvyo9oAk6cM3Vig7PbWe/axaWDlsSnxpboZumVkqSer3McgGAJBYth9u13efeVOS9JX3VWtMfuptQvnrRZN05/yJkqQv/nK7th5odTYgABiCpB2XrK6xQ1sOtMnjMpELXKr70A0VkqTfvdbIBFoAQMLoHfDr878MDmF71zVj9N7Z5U6H5AhjjP75XVVacdVoDfgD+uuHXtabzV1OhwUAkkja8RbW1tafNVgt3O81Y0xuSj6NP5fFU0s0Jj9D7T2D2vAGPe0AgMTwb3/arQMnujU6L11ffV+10+E4yu0y+o8PXavrKgrU2efT7T94QdsPt5/1usb23shcHwCIBZJ2nNfa2nrdu37nsInoTR19emxboySprrGTi1aI22X0gVBv/8MvHXY4GgAA3trGN0/owc0HJUnfun2WCrLSnA0oDmR43frRR+eqKDtNHb2Duv0Hm4eduIe3yNy7fif3QABihqQd57WiukwVRVlqaOuJJO7fq3lT/tA2lIqiLK2oTo1VbxfjjjnjZIy0eX+rDrV2Ox0OAADn1dEzqC/9aock6S/nTdCSaSUORxQ/irLT9N9/cb1cRhr0W737e7U61Np91tpX7oEAxApJO86rvCBT61bPiyTuS+6r0c+2NEiSinPStG71vGED2VLduMIsLZoavOnhtB0AEM/ueaxOTZ19qizO1pdvm+F0OHFnbmWR1vzlHBlJfYMBLf32s1p6X82wta/cAwGIFZJ2XFA4cfe6jXzhI3ZJv7trARerc1g5N1gi/6tXjsjnDzgcDQAAZ/v99qN6dNtRuV1G998xS1lpqbUF5mLdWjVa37r9akmStcFTd6/bkLADiDmSdlwyl1FK7W+9FLfMHK1R2Wk60dWvZ3YfdzocAACGaero092P1EmSPr1siq6tKHQ4ovg2f0qJuOUB4DSSdlxQuH9rcMgpe8Bq2HA6nJbmcen268dJokQeABBfrLX6h9/sUEfvoK4Zl6/P3jzF6ZDiWvgeKHD6FkiDfss9EICYI2nHeQ0duJKX6ZUk3TSp6KzhdBjujlCJfM2e42rq6HM4GgAAgn625ZCe33tC6R6X7r9jtrxubgPP58yhcwunFkuS8jO93AMBiDl+W+O8NtQ1RS5WeeluSdIH51YMG063oY6d5GeaXJKjGyqLFLDSr17mtB0A4LwDJ07pa3/cJUn6x3fM0JTSHIcjim9D74HWrZ6n98waK0kanZfOPRCAmGPyCM5r1cJKScHVbp946GVleF1aXjVa2ekerVs9TxvqmiKvwXAfmjteL9a36eGXD+vTy6YwAwAA4BifP6DP/3K7+gYDWjBllD5600SnQ4p74fubFdVlKi/I1M0zSmWMtLf5lH77qfnadrideyAAMcNJOy5o1cJKbd7fKklaXlWm7PTgc57ygkwuVhdw29VjlJvh0ZGTvdq0v8XpcAAAKeyBZ/dr++F25WZ4dN/ts3iQfJFWLayMTIkvzknX9aGhfW8c7eAeCEBMkbTjgvwBq9/vOCpJem+oNAxvLcPr1p9dWy5J+l8G0gEAHLLjSLu++/SbkqSvvLdaY1lVdtlurRotSXpiZ7PDkQBINSTtuKAtB1p1oqtfBVleLZ5W4nQ4CeWDoYF0T7zRpLbuAYejAQCkmr5Bvz7/8Db5AlbvvHqM3jubh+9XYnkoad9yoFVdfYMORwMglZC044Ieea1RUrDcO83DP5dLsfVAm2aU5WrQb/XbV49EPt/Y3qu1tfUORgYASCZra+vPOcn87kfqtP9Et0pz0/XV91XLGMrir8TkkhxNKsnWoN/qub0nnA4HQAohC8N59Q369afQZFRK4y/N2tp63bt+p453BVe+/e9Lh2WtjayQuXf9ThJ3AMAVC19vzlxB9shrjfr1K8EHxrfOLFVhdppTISaV5TODp+1PUSIPIIZI2nFez+45rq5+n8bmZ2juxCKnw0koK6rLVFGUpbbuQRlJ+46f0p/qmobtfF1RXeZ0mACABBe+3gzdHb67qVNf/NV2SVJOukefvnmqw1Emj3CJ/DO7j2vQH3A4GgCpgqQd5/XotuAAunfPHsuk2UtUXpAZ2WdvQ5+76xevDtv5Ws4wIADAFRp6vWlo69HS+2r0jv/YKH/AyuMyeuTT87nejKBrKwo1KjtNnX0+vVTf5nQ4AFIESTvOqbNvUE/vPi5Jeu+scoejSUzhGylP6IGHtZLHZUjYAQAjKny98bqNBv1WNvS0+PsfuU5TSnOdDS7JuF1GN88olSQ9uYsSeQCxQdKOc/pTXZMGfAFNLc3RzDFc8K/E0Lk/4RspAEg2xpi7jDH1xpg+Y8wrxphFF3jts8YYe46PPwx5zYPn+PqW2PxtEp/LSNXl+U6HkZTCq9+e3Nksy4UdQAyQtOOcHguVxr939limzV6m8NC5Qb9VuLvAb+1Zw4IAINEZYz4o6d8lfU3StZI2SnrcGFNxnm95v6QxQz6qJfkl/eqM1/3pjNfdNuLBJ4Gh15uwgBXXmyhZNLVY6R6Xjpzs1Z7mLqfDAZACSNpxluOdfdq8v0WS9B5K4y9L+AYq3MP+0KobIl8bOiwIAJLEFyT92Fr7I2vtLmvt5yQdlvSpc73YWttmrW0Kf0haLqlHZyft/UNfZ62lifgMQ683RaEJ8VeX5581nA4jJyvNo0VTiyVJT75BiTyA6ItJ0k7JXGJZv+OYAla6rqJAFaOynA4nIW2oaxo2dG7BlGJNKsmWJI3KSVNDW482hNbpAUAiM8akSbpe0hNnfOkJSfMv8m0+Lul/rbXdZ3x+qTHmuDFmrzHmh8aY0gvEkW6MyQt/SEqJ3q6h15uqsXmSpBVXjR42nI7rzci7Nbz6jb52ADHgifYPGFIyd5ekTZI+qWDJXJW1tuEc3/J+SUOXiY6StF3nLpn72JA/D4xY0Cnu0e3h0nhO2S/XqoWVkoKreMJD595+VZkeeHa/ZpUXaOHU4shrACDBFUtySzoze2mW9Ja7LY0xNyhYHv/xM770uILX/kOSKiV9RdIzxpjrrbX953irL0v6l0sLPfGFryXLZpTond+tlSQtnV4aGU63oa6J600U3DJztIx5XduPdKi5s0+j8zKcDglAEovFSTslcwmkvqVb2w+3y+0yuu3qMU6Hk9BWLawcNiX+7aG97FvqW/XhG8/X5gkACevMiVzmHJ87l49LqrPWvjjszax92Fr7B2ttnbX295LeIWmapHee532+ISl/yMe4Swk+ka1aWKkjJ3vVM+BXaW66rgqduJcXZJKwR0lJbrpmjy+QFBxIBwDRFNWknZK5xBMeQLdgSrFKctMdjia5XF2er/KCTPUM+PX83hNOhwMAI6VFwSFyZ56ql+rs0/dhjDFZkj4k6Udv9UOstccUPHWfep6v91trO8MfklJqQljN7uB1Zdn0UgbIxsjyKkrkAcRGtE/aR6pk7syL+eOSPiLpZklflDRXwZK582WZX5bUMeTjyEXGn1KstXp0e6Mk6b2zxjocTfIxxmjFVcF/9n96g/5CAMnBWjsg6RUFK+OGWi5p81t8+x2S0iX97K1+jjFmlKTxko5dRphJr2bPcUnBMnnExttCSfvmfa061e9zOBoAySxW0+MpmUsAbxzt1IET3Ur3uLSi+i2fqeAyhEvkn9rZrEF/wOFoAGDE3C/pE8aYVcaYmcaY70iqkPQDSTLGPGSM+cY5vu/jkh6x1rYO/aSYBzO/AAAgAElEQVQxJscY821jzE3GmInGmKWSfq/gqf7vovo3SUD1Ld2qb+mW1220YEqx0+GkjMklOZo4KksD/oA2UkEHIIqinbRTMpdAHt0WPGW/tWq0ctKjPqMwJV0/oVDFOenq7PPphf2tb/0NAJAArLUPS/qcpHskbZO0WNJt1tpDoZdUKLhnPcIYM03SQkk/Psdb+iVdLelRSXsl/TT0P2+y1nINP8OzoVP2uROLlJvhdTia1GGMiZTI09cOIJqimrRTMhff1tbWR3a3+gNWj4Wmxi+cUqy1tfVOhpa03C6jt10VvMBTIg8gmVhrH7DWTrTWpltrr7fWPj/ka0uttXee8fq91lpjrX3yHO/Va61dYa0ttdamWWsnWGvvtNYejsFfJeE8sztUGj/9vON9ECXh1W/P7DkuHxV0AKIkFuXxlMzFobW19bp3/U6tXLNFje292lrfqubOfuWku/VAzT7du34niXuUvD3U1/7EG83yBy6mSwQAgHPrGfBp64HgAp1lM0jaY+36CYUqzPKqvWdQLx866XQ4AJJU1JN2Subi04rqMlUUZamhrUcr12zRuq0NkoKDBg6f7FVFURZ97VFy0+RRysvwqOVUv17hAg8AuAKb97VqwB/Q+KJMTS7JdjqclONxuyIPSyiRBxAtMRlER8lc/CkvyNS61fMiifvvdwQ7C7r7/aooytK61fOG7RjHyPG6Xbo11AP3pzpK5AEAl++ZPadL41n15oy3DVn9Zi0VdABGXqymxyMOhRN3t+v0Rd7rNiTsMRAukd/wRhMXeADAZbHW6tlwPzul8Y5ZNLVEaR6XDrX26M3jp5wOB0ASImmHAiSNMbd4Womy0txqbO/V640dTocDAEhAe5tP6WhHn9I9Lt00aZTT4aSs7HSPFkwO/t+fEnkA0UDSnsIa23u1cs0WhXN2t8to0G8jw+kQPRled2TKLyXyAIDLEZ4aP3/yKGV43Q5Hk9qWVwUr6EjaAUQDSXuKCifsDW09kqTsdLee+eKSYcPpSNyjKzzo7091lMgDAC5dTaif/WZK4x13y8zgf4Nth9t1vKvP4WgAJBuS9hS1oa5JDW09ysvwSAoOsJkwKnvYcLoNnABH1c0zSpXmdulASzc9cACAS9LROxjZQLKU/eyOG52XoVnjCyRJT+867nA0AJINSXuKWrWwUve8q0qleRmSTj8hDg+nu+ddVVq1sNLJEJNeTrpHi6YWS6JEHgBwaTa+eUL+gNWU0hyNL8pyOhxIWj6T1W8AooOkPYWtqC7TvuOn5DLSkmmnn9KXF2SSsMdIuET+cZJ2AMAlqNl9QhKl8fEk3Ndeu69FPQM+h6MBkExI2lNYeIDNdRWFKspOczia1LR85mi5XUa7jnXqUGu30+EAABJAIGD13N7gNXzp9BKHo0HYtNE5qijK0oAvoOf3tjgdDoAkQtKewp7ZFSzfumXmaIcjSV2F2WmaN6lIUnBnOwAAb+X1xg61nBpQTrpHcyYUOR0OQowxujV0T/XULkrkAYwckvYU1TPg06b9rZJO97PDGW+/ihJ5AMDFC0+NXzilWGkebuXiyfKqYNL+zO7j8gfYDANgZPCbPkVt2teqAV9A4wozNbU0x+lwUtqKq8pkjPRaQ7uaOlgTAwC4sJo99LPHq7kTC5Wf6VVb94BebTjpdDgAkgRJe4p6ZneoNH5GqYwxDkeT2krzMnRdRaEk6YmdnLYDAM6v5VS/dhxplyQtoZ897njcrsjDFKbIAxgpJO0pyFob2SF6M/3sjltbW6+bJo2SJD3++umkvbG9V2tr650KCwAQh57bc0LWSleNzdPo0NpWxJdwX/uTO5tlLSXyAK6cx+kAEHtvHO3U8a5+ZaW5I0PQ4Iy1tfW6d/1OjS0I3nhtrW9VW/eAegf9WrlmixraeiSJFXwAAEmn+9kpjY9fS6aXKM3tUn1Lt/af6NYU2hABXCFO2lNQ+JR90dRipXvcDkeT2lZUl6miKEtH2/vkdRsFrPSrlw9HEvaKoqzILncAQGrz+QN6fm+wn33pdJL2eJWT7tFNk4MVdJTIAxgJJO0p6OlIPzul8U4rL8jUutXzVFGUpUF/sITum4/vjiTs61bPU3lBpsNRAgDiwasN7ers86kwy6vZ4wucDgcXcGsVq98AjByS9hRzvLNPO450SJKWzmCATTwIJ+4eV3AgoJXkcRkSdgDAMOHS+CXTSuR2MUQ2nt0aWqf7asNJnejqdzgaAImOpD3FhC/4s8blqzSXATbxZOgQf8bWAADOVLM7eA1fRj973BuTn6mry/Nl7en/bgBwuUjaU0y4n/0WpsbHjcb2Xq1cs0WDfqvwwYk/YLVyzRY1tvc6GxwAIC4cbe/V7qYuuYy0eCqVcolgeahE/gn62gFcIZL2FNI36NfGN1skMXU2XoQT9nAP+7f+/BpJkttl1NDWQ+IOAJAkPbsnOIDu2opCFWanORwNLkZ49VvtvhPqHfA7HA2AREbSnkK2HGhV76Bfo/PSddXYPKfDgaQNdU3Dhs7dds0Ypbld8gesxuRnqKGtRxvqmt76jQAASe2ZcGn8dE7ZE8XMMbkqL8hU32BAtftanA4HQAJjT3sKCV/wb54xWsYwwCYehPevr6guiwydu6GySLX7WnTHnPHKz/Syox0AUly/z69NoaSPVW+Jwxij5VWj9eDmg3pyZ1OkXB4ALhUn7SnCWnu6n53S+LiyamHlsCnxi6cVS5K2H2knYQcA6MX6NvUO+lWaS6Vcogkn6k/vOi5/gDGzAC4PSXuK2NPcpcb2XqV7XFowpdjpcHABi6cFSx+3HGhV3yA9cACQ6k6XxpdSKZdgbqgsUm6GR63dA9p2+KTT4QBIUCTtKSJ8yr5gSrEy09wOR4MLmT46V6Pz0tU3GNBLB9ucDgcA4LDwELplM+hnTzRet0vLQi0NT+5k9RuAy0PSniJO97NTGh/vjDGRdT7PhW7UAACpqb6lW/Ut3fK6DZVyCSpcIv/kTgbLArg8JO0poK17QK82BEuySNoTQ7hE/vk3SdoBIJXVhB66z51YpNwMr8PR4HIsmV4ir9to/4luHThxyulwACQgkvYU8Oye47JWmjkmT2OHDDxD/Fo4pVguI+1tPqVjHexpB4BUVbPndD87ElNehlfzJo2SJD21q9nhaAAkIpL2FBDuZ791Jhf8RFGYnaZrxhVIkp7fy2k7AKSingGfth4IzjZZRqVcQjtdIk/SDuDSkbQnobW19WpsD57ODvgCkaTv6vJ8ra2tdzI0XIIl4RL5vS0ORwIAcMKmfa0a8Ac0vihTk0uynQ4HV+CWmcGk/ZVDJ9V6qt/haAAkGpL2JLO2tl73rt+plWu2qLG9Vy8fbFNXv08FmV599Q+7dO/6nSTuCSLc1167r0U+f8DhaAAAsTa0NJ5Vb4mtvCBTV43NU8CeHg4MABeLpD3JrKguU0VRlhraerRyzRY9uu2oJGnQH1BDW48qirK0orrM4ShxMWaNy1dehkcdvYPafqTD6XAAADFkrdWz4f3slMYnhVtDp+30tQO4VCTtSaa8IFPrVs+LJO4Pv3xYktQ94FdFUZbWrZ6ncobRJQSP26VFU8Ml8vS1A0Aq2dt8Skc7+pTucemm0BAzJLZwX/vze1vUN+h3OBoAiYSkPQmFE3eP63QpncdtSNgT0OJpwZ28rH4DgNQSLqGeP3mUMrxuh6PBSLhqbJ7G5meod9CvTfuYVwPg4pG0J7GAtZH/nU64xBTua99+uF3tPQMORwMAiJVwP/vNlMYnDWOMbq2iRB7ApSNpT0KN7b1auWaLAqGc3WWkQb+NDKdD4hiTn6lpo3MUsMGBdACA5NfRO6hXDp2UJC1lP3tSWR5J2o8rELBv8WoACCJpTzLhhL2hrSdyuv7Dv5ozbDgdiXtiWRzqa39uDyXyAJAKNr55Qv6A1ZTSHI0vynI6HIygGytHKTfdoxNd/dp+pN3pcAAkCJL2JLOhrkkNbT0anZcuKyk/06ul00uHDafbUNfkdJi4BOES+effPCFreSoPAMmuZnfwIS2l8cknzePSkunB6/qTOymRB3BxSNqTzKqFlbrnXVV6zzVjJQUH2LhdJjKc7p53VWnVwkqHo8SluKGySBlel5o7+7W3+ZTT4QAAoigQsHpub7CffWkouUNyWU5fO4BLRNKehFYtrNSOxuBe7/lTiiOfLy/IJGFPQBlet26sDK77Cd/IAQCS0+uNHWo5NaCcdI/mTChyOhxEwdJppfK4jPY2n9Kh1m6nwwGQAEjak1DPgE+vNQT7pBYOSdqRuCIl8nsZRgcAySw8NX7R1GKlebhNS0b5WV7dUBl8IEOJPICLwdUgCb108KQG/AGNzc/QxFEMsEkGS0JJ+4v1beoZ8DkcDQAgWmpCQ0eXMTU+qYVL5EnaAVwMkvYktDm0GmzBlGIZw4b2ZDC5JFvlBZka8Ae09UCb0+EAAKKg5VS/doQmitPPntxunRlM2l862KaT3QMORwMg3pG0J6HaIUk7koMxRounBf97PreX1W8AkIye23NC1krV5XkqzctwOhxE0fiiLM0oy1XAnm6JAIDzIWlPMm3dA9p5rFOSNH/KKIejwUhaMmT1GwAg+YSTN0rjU8PbKJEHcJFI2pPMC/tbZa00bXSOSnN5Sp9M5k8plttldOBEtw639TgdDgBgBPn8AT0fqqRaStKeEm4NJe3P7T2hvkG/w9EAiGck7Ulm035K45NVXoZX144vkMRpOwAkm1cb2tXZ51NhllezQ7/rkdyuLs9XWV6Gegb8euFAq9PhAIhjJO1JZlO4n30ySXuyWVtbH0nan9tzOmlvbO/V2tp6p8ICAIyAcGn8kmklcrsYIpsKjDG6tSpYVUGJPIALIWlPIkdO9uhQa4/cLqMbJxU5HQ5G0Nraet27fqd+v+OYJGnz/lYN+gNqbO/VyjVbdO/6nSTuAJDAanaH+tlnUBqfSsJT5J/e1axAwDocDYB4RdKeRDbvC5ZWzRqXr9wMr8PRYCStqC5TRVGWmjr75DLSqX6fnnyjWSvXbFFDW48qirK0orrM6TABAJfhaHuvdjd1yWWkxVNZ9ZZKbpo8StlpbjV39uv1xg6nwwEQp0jak0h41dtC+tmTTnlBptatnqeKoiyFH8R/Zt2rkYR93ep5Ki/IdDZIAMBleTbU8nRtRaEKs9McjgaxlO5xa8n04IOap3ZRIg/g3Ejak4S1VptDQ+jmk7QnpXDi7jbBXseAlbxuQ8IOAAnumXBp/HRO2VPRcla/AXgLJO1JYk9zl1pODSjT69a1FUydTWZmyHwiS/sbACS0fp8/MkSWVW+padn0UrldRrubuljpCuCcSNqTxKZQP/vcyiKle9wOR4NoCA+d8w0ZVOMLWK1cs0WN7b0ORgYAuFwv1repd9Cv0tx0XTU2z+lw4ICCrDTNnVgoidN2AOdG0p4kNkX62Uc5HAmiIZywh3vY339tuSQpN92jhrYeEncASFCnS+NLZQyr3lLV8qrgMFmSdgDnQtKeBAb9AW09EDxpn89+9qS0oa5p2NC5W0IrYkrz0lVRlKWGth5tqGtyOEoAqcwYc5cxpt4Y02eMecUYs+gCr73TGGPP8ZFxue+ZqMJD6JbNoJ89lS0PXddfPNimjp5Bh6MBEG88TgeAK7f9cLu6B/wqzPKqagyldclo1cJKScHVb+UFmUr3BJ+37T/RrfWfXagX69sirwGAWDPGfFDSv0u6S9ImSZ+U9Lgxpspa23Ceb+uUNH3oJ6y1fVf4ngmlvqVb9S3d8rqNFjBENqVVjMrS9NG52tPcpZo9x/W+UEUdAEictCeFcD/7/MnFcrkorUtWqxZWRqbEF+eka9roHEnS4bYeEnYATvuCpB9ba39krd1lrf2cpMOSPnWB77HW2qahHyPwngmlJlQaP3dikXIzvA5HA6fdWhUcRPgkq98AnCEmSTslc9EV7mfnKX1qmTcpOL9gS6g1AgCcYIxJk3S9pCfO+NITkuZf4FtzjDGHjDFHjDHrjTHXjsB7JpSaPaf72YFwX/tze06o3+d3OBoA8STqSfuQ8ravSbpW0kYFy9sqLvBtnZLGDP04T8ncpbxnUuru9+m1wyclSQsYQpdSbgol7S+QtANwVrEkt6QzjwebJZWd53t2S7pT0nskrZTUJ2mTMWbq5b6nMSbdGJMX/pCUe4l/j5jqGfBp64E2SdKyGSTtkK4pz1dpbrpO9Z/+twEAUmxO2imZi6IXD7Zp0G81rjBTFUVZToeDGLoxlLTvbT6lllP9DkcDALJn/Nmc43PBF1q7xVr7M2vtdmvtRkl3SNor6bOX+56SviypY8jHkUuIPeY27WvVgD+g8UWZmlyS7XQ4iAMul4kMmmWKPIChopq0x0vJXKI9fb8Um8Ol8ZOLWRWTYoqy0zSjLPhPmSfyABzUIsmvs0/AS3X2Sfk5WWsDkl6SFD5pv5z3/Iak/CEf4y7mZztlaGk812+Eva0qmLQ/tatZ1p7v+RSAVBPtk/a4KJlTgj19vxS1oSF0C6bSz56K6GsH4DRr7YCkVyQtP+NLyyVtvpj3MMGsdbakY5f7ntbafmttZ/hDUtdF/yVizFqrZ8P72SmNxxA3TR6lrDS3jnX06Y2jnU6HAyBOxGp6vNMlcwn19P1itZ7q165jwV/o8yfTz56K5tHXDiA+3C/pE8aYVcaYmcaY70iqkPQDSTLGPGSM+Ub4xcaYfzHGrDDGTDLGzJb0YwWT9h9c7Hsmsj3NXTra0ad0jysynwSQpAyvW4unlkiSnqBEHkBItJP2uCiZS6Sn75di8/5gojajLFfFOekORwMn3FhZJEnad/yUTnTR1w7AGdbahyV9TtI9krZJWizpNmvtodBLKhQcLBtWIGmNpF0KtreVS1psrX3xEt4zYdXsPiEp+MA9w+t2OBrEm1vDJfIk7QBCopq0x0vJXLLavJ9Vb6mucGhfez2n7QCcY619wFo70Vqbbq293lr7/JCvLbXW3jnkz5+31k4IvbbUWrvCWvvCpbxnIgv3s99MaTzO4eYZpXIZaeexTh052eN0OADiQCzK4ymZi5La0BC6hSTtKe2mUGvEC/tJ2gEg3nX0DOqVQ8FVrUvZz45zKMpO05wJwUq6p3cddzgaAPEg6kk7JXMjZ21tvRrbeyVJDa09OtzWK4/LaFxhptbW1jscHZzCMDoASBwb952QP2A1pTRH41nVivNYXsXqNwCneWLxQ6y1D0h64DxfW3rGnz8v6fNX8p7JaG1tve5dv1MPbj6odavnaVOoNL5qbJ4+/tOX1dAWLJ9atbDSyTDhgBsri2SMtP9Et4539qk0L8PpkAAA5xHuZ6c0Hhdya9Vofe2Pu7TlQKs6egeVn+l1OiQADorV9HhcoRXVZaooylJDW49WrtkSGU5yqLVHDW09qijK0orq8228QzIryErTzLI8SdKWeva1A0C8CgSsntsbLHdeOr3E4WgQzyqLszWlNEe+gNVze084HQ4Ah5G0J4jygkytWz0vkrg/Hdrv2tE7qIqiLK1bPU/lBZkORwmn0NcOAPHv9cYOtZwaUE66J9KzDJwPJfIAwkjaE0g4cfe4TORzXrchYUekr30rfe0AELfCU+MXTS1WmodbMFzYrTODSfuze45rwBdwOBoATuKKkYCsdToCxJsbJgb72g+0dKu5s8/pcAAA51ATqpJbxtR4XIRrxxeoOCdNXX0+vUj7G5DSSNoTSGN7r1au2SJ/KGt3GWnQb7VyzZbIVHmkpvwsr64aG+pr57QdAOLOia5+bT/SIYl+dlwcl8volhnB0/andlEiD6QykvYEEU7YG9p6FK6O/97K64YNpyNxT23zKln9BgDx6vnQMLHq8jy2fOCiDe1rt5RaAimLpD1BbKhrUkNbj8bkZyhgpTSPSzfPLB02nG5DXZPTYcJBDKMDgPgV7menNB6XYuHUYmV4XWps79XOY51OhwPAITHZ044rF96/PuDz65t/2qPZ4wuU4XVHhtNtqGtiR3uKmzOxSC4jHWzt0bGOXo3JZzghAMQDnz8QOWlfStKOS5DhdWvR1BI9ubNZT+08rqvG5jsdEgAHcNKeQFYtrNTe5lOSpBsrT6+KKS/IJGGH8jO9kYs5JfIAED9ebWhXZ59PhVlezR5f4HQ4SDCREvldVFQCqYqkPcFsDU0PvaGS/a44W7hEfst+pswCQLwIl8YvmVYi95C1rcDFuHlGqYyR6ho7dayD+UVAKiJpTyBHTvaosb1XbpfRdRWFToeDODRvUvBhzpZ6TtoBIF5EVr3NoDQel644J13Xh+77ntrJFHkgFZG0J5CXDgZPT6vL85WdzjgCnG1uqK/9UGuPjrJNAAAcd7S9V7ubuuQy0uKprHrD5bk1UiJ/3OFIADiBpD2BvBgqjb+R0nicR26GV1eX09cOAPHi2T3BAXTXVhSqMDvN4WiQqMJ97S/sb1FX36DD0QCINZL2BBLpZ59I0o7zm8fqNwCIG8+ES+Onc8qOyze5JEeTSrI16Ld6LrSJAEDqIGlPECe6+nXgRLeMCZZAA+czb1JoGB197QDgqH6fX5v2tUiinx1XbvnM4Gk7fe1A6iFpTxDhfvbpo3OVn+V1OBrEs7kTi+R2GR1u69WRkz1OhwMAKevF+jb1DvpVmpuuqjF5ToeDBBcukX9m93EN+gMORwMglkjaEwT97LhYOemeIX3trH4DAKecLo0vlTGsesOVubaiUKOy09TZ54sc5gBIDSTtCeL0fvZRDkeCRBApkWcYHQA4JjyEjtJ4jAS3y+jm0L+lJymRB1IKSXsC6OgZ1O6mTknS3Er2s+PC1tbWa9roHEnDh9E1tvdqbW29U2EBQEqpb+lWfUu3vG6jBVN44I6REV799tSuZllrHY4GQKyw7DsBvHyoTdZKk4qzVZqb4XQ4iGNra+t17/qdGl+YKbcJJuqH23rkchmtXLNFDW3BHvdVCysdjhQAkltNqDR+7sQi5WYwiwYjY9HUYqV7XDrc1qs9zV2aUcasBCAVcNKeAF6MlMbTz44LW1FdpoqiLB0+2Su3O/j/3n+sOxZJ2CuKsrSiuszhKAEg+dXsOd3PDoyUrDSPFk0tliQ9+QYl8kCqIGlPAFtJ2nGRygsytW71PFUUZWnAF5ws+83Hd0cS9nWr56m8INPhKAEgufUM+LQ1NAiUfnaMtFtnni6RB5AaSNrjXHe/T3WNHZJI2nFxwom72xWcVGyt5HUbEnYAiJFN+1o14A9ofFGmJpdkOx0OkswtM0fLGGn7kQ41d/Y5HQ6AGCBpj3OvNbTLF7AqL8jUuMIsp8NBAhm6XYhZNQAQO0NL41n1hpFWkpuu2eMLJHHaDqQKkvY492J9cPo3p+y4WI3tvVq5Zot8fqvwraIvYLVyzRY1tvc6GhsAJDtrrZ4N72enNB5Rsjw0RZ7Vb0BqIGmPc/Sz41KEE/ZwD/vtc8ZJknLSPWpo6yFxB4Ao29PcpaMdfUr3uHTTJFa9ITreFkraN+9rVXe/z+FoAEQbSXsc6/f59drhdkkk7bg4G+qahg2duzk0tXh0XroqirLU0NajDXVNDkcJAMmrZvcJSdL8yaOU4XU7HA2S1eSSHE0claUBf0DP7z3hdDgAoow97XFsx5EODfgCKs5J06RiBtngrYX3r6+oLlN5Qaa87mCB/IGWbj3+d4u0eV8rO9oBIIrC/ew3UxqPKDLGaHnVaP1wY72e3Nmsd1w9xumQAEQRJ+1xbOh+dgbZ4GKtWlgZmRJfmpuhiaOyZK10rKOPhB0AoqijZ1CvHDopSVrKfnZEWXj12zN7jsvnDzgcDYBoImmPY1sOhIbQTaQ0HpdvTujfz0uhh0AAgOjYuO+E/AGrKaU5Gl/ExhdE1/UTClWY5VV7z6BeDj0sApCcSNrjlM8fiDytv6GSQTa4fHMnFkqSXj7IBR0Aoincz05pPGLB43ZFNhQ8xRR5IKmRtMepN452qmfAr7wMj6aX5TodDhJY+KR925F29fv8DkcDAMkpELB6bm+wn33p9BKHo0GqCE+Rf3JXs6y1DkcDIFpI2uNUuJ997sQiuV30s+PyTSrO1qjsNA34Aqpr7HA6HABISq83dqjl1IBy0j2aM4G2NsTGoqklSvO4dKi1R/uOn3I6HABRQtIep9jPjpFijNGcUIn8S5TIA0BUhKfGL5parDQPt1eIjex0jxZMDrZRPkGJPJC0uKrEoUDA6qWDJO0YOXNDJfIvH2QYHQBEQ83uYNK+jKnxiLHlVWWSpCdJ2oGkRdIeh/Ye71JH76AyvW5Vl+c7HQ6SQLiv/eVDJxUI0PMGACPpRFe/th8Jth/Rz45Yu2Vm8EHRtsPtOt7V53A0AKKBpD0OhfvZr59QKK+b/0S4cleNzVOG16X2nkHtO0HPGwCMpOf3BqfGV5fnqTQvw+FokGpG52Vo1vgCSdLTu447HA2AaCAjjEP0s2Oked0uXTs+3NdOiTwAjKRn9lAaD2ctn8nqNyCZkbTHgbW19Wps75UkWWsjJ+2TSrK1trbeydCQRNjXDgAjz+cPRE7al5K0wwFra+s1a1zwpL12X4t6BnySpMb2Xu4jgSThcTqAVLe2tl73rt+pBzcf1LrV8zTgC+hEV7+8LqN/e3y3Dp8MJvOrFlY6HCkSXbivnZN2ABg5rza0q6vPp8Isr2aHSpSBWAnfR1YUZWlsfoaOdvRp45stqi7P18o1W9TQ1iOJ+0gg0XHS7rAV1WWqKMpSQ1uPVq7Zog1vHJMkuVxGh0/2qqIoSyuqyxyOEsngugmFchnpyMleHevodTocAEgKz4Smxi+ZViK3yzgcDVLN0PvIrv7gCfuj2xojCTv3kUByIGl3WHlBptatnhf5hftvf9ojSer3BVRRlKV1q+epvCDT4SiRDHLSPaoamyeJEnkAGCnPhvvZZ1Aaj9gbeh/Z1RdM2v/4elMkYec+EkgOJO1xIPwL1+s2sqFtXG6X4Uk706YAACAASURBVBctRtycCexrB4CRcrS9V7ubuuQy0uKprHqDM4beR4ZxHwkkF5L2OGKHrM+mwA7RMDfS185JOwBcqZrQKfu1FYUqzE5zOBrgNDv0phJAwiNpjwON7b1auWaLfIHTv2B9AauVa7ZEpsoDI2FOaIL8rqZOdfYNOhwNACS2mt3BqfHLpnPKDueE7yMH/VZuEzz2CVhxHwkkEZJ2h4V/0Ta09Sg3PTjM//3XlQ8bTscvXIyU0XkZqijKkrXSq4c4bQeAy9Xv82vTvhZJ9LPDOUPvIyuKsvTzv74x8jXuI4HkQdLusA11p4eFjA31HS2ZVjJsON2GuiaHo0QymcO+dgC4YlsPtKl30K/S3HRVjclzOhykqKH3ketWz9ONlUUqzU2XJJXmpnMfCSQJ9rQ7LLw3c9HUYr39PzZKCu7TDg8V2VDXxG5NjKgbJhbpt682sq8dAK5AuJ992fRSGcMkGjgjfI+4orosMnTuxkmj9PvtR/XuWWNVXpDJfSSQBDhpjwOrFlbqxKl++QNWZXkZGpufIUn8okVUzAkNo9t2uF0DvoDD0QBAYnp2T6ifndJ4OGzVwsphU+JvqAxe53cd6+Q+EkgSJO1x4pVQqfL1Ewt5Yo+omlySrcIsr/p9AdUd7XA6HABIOPUt3apv6ZbXbbRgyiinwwGGmRdK2l9tOMnDeSBJkLTHiZdDQ8HmTCh0OBIkO2NM5LSdfe0AcOlqdgdL4+dOLFJuhtfhaIDhppTmaFR2mvoGA9pxpN3pcACMAJL2OBAIWL3aEE7aixyOBqlgbmgY3Yv1DKMDgEsV7me/mdJ4xCFjTKREfms9D+eBZEDSHgfePH5KXX0+ZXrdmjEm1+lwkALCJ+2vHGpTIGAdjgYAEkfPgE9bDwQToaXTSdoRn24kaQeSCkl7HHj5UPAX6uzxBfK6+U+C6Ksem68Mr0snewZ1oOWU0+EAQMLYtK9VA/6AxhdlanJJttPhAOd046TgrIVXDrbJ56evHUh0ZIhxIDyELrw/G4i2NI9Ls8cXSJJeYl87AFy0SGk8q94Qx6aPzlV+plfdA37VHe10OhwAV4ikPQ6Eh9BdzxA6xNDc/8/evUdHeed3nv/8qlS6lG6lQoBAUCAwYLB84WKQbdwGt91kOp3MZjI5CdOTOb1sQi47Z3dPLp3TmRNvx0m2d7OZ3iST6TNDz7DZ9G5ITzLZ2Y2zadxuX2VbYMA2lrkYG4FAIJAodEGlS6nqt3889ZQE5q6qeqqeer/OqeOjuvFVt87zPN/n9/t+v5kt8sxrB4C7Y63V65kmdNuoZ0cRCwRM9jx/4PQVj6MBMFck7R67PDqh3nhCxkjrYyTtKJyZDvKstAOYO2PMrxpjeowxE8aYw8aYp2/z3l80xrxljLmaebxijNl8w3v+3Bhjb3h05f83ubWTl0Z1YXhC1aGAnljBqDcUt44Vznn+IHXtQMkrSNJeDify+3Uks8q+eoGzjQkolA2xiAJG6o0ndGlkwutwAJQwY8zPSvpjSX8gab2ktyT9gzEmdouPbJO0T9J2SU9I6pX0sjGm9Yb3/UDSolmPL+c8+Hvw2okBSdKTK5tVHQp6GQpwR1vanBtLB8/ElaLpLFDS8p60l8uJ/H65q5wbqWdHgdVXh/RgS4MkVtsBzNmvSfqP1tr/YK09bq39HySdk/QrN3uztfar1trvWGs/sNaekPSLcq5JvnjDWyettf2zHp4uGbr17NvXzPcyDOCurFvcoLqqCo1OTOv4ReragVJWiJX2sjiR3y+3nn0T9ezwgDuvnbp2APfLGFMpaaOkl2946WVJT97l14QlhSTdeDDaZoy5bIz5xBjzXWPMLQvJjTFVxpgG9yEppzNUhxNJHc6csxn1hlIQDJhsk2NGvwGlLa9Je7GcyIvVRDKljy8MS6IJHQpvb2ePVi6ok3R90t43NK69nT1ehQWg9DRLCkq6dMPzlyS13OV3/M+S+iS9Muu5f5D0VUnPSvp1SY9LetUYU3WL7/iGpOFZj/N3+W/f0t7OHvUNjUuS3vp0QKm01QML6hQIGI6TKAnuFnma0QGlrSLP35/PE/lfSzorqU3S78k5kW+01k7e+AWZE/zsk3xO777fr6Pnh5VMWTXXVSkWDXsdDsrI3s4evfjSMbVGaiRJxy+OaHQiqZGJae3c06XeeEKStGtrm5dhAigtNxbNmps89znGmK9L2ilpm7U222DDWvv9WW/rNsYcknPe/3FJf3uTr/qWpG/P+rlec0jc3ePkn79zRvt2d2Tr2Tcvj3KcRMnY4jajOxNXOm0VCDCmEChFheoeP9cT+T+58URurf17a223tfbvJP0jSavlnMhvJud333Ph0FlndXPTsiZmvaKgdrS3KBYNq29oXMGAUdpKPzx2KXshGouGtaP9bu+rAShzg5JS+vzN+AX6/E376xhjfkPSb0v6krX26O3ea629KCdpX3WL1yettSPuQ9LoXcZ/U+5xsjee0M49XXr1hPOrvHL8EsdJlIyHWxsVrgxqKJHUqcvXvA4HwH3Kd9JeFCdyOXffG2c9ltwx8gI4nGn+tYkmdCiw1kiN9u3uUCwaznaU/Y2//jB7Ibpvd0d2FR4AbsdaOyXpsKTnb3jpeUnv3OpzxpjflPQ7kn7MWnvoTv+OMWaepKWSLt5/tHdv9nGyN57Q1URSknR5dJLjJEpGKBjIlmAe6GGLPFCq8pq0F8uJPNd333PBWqvDvU7SvoF6dnjAvSANZnZ5pK0UChouRAHcj29L+gVjzC5jzFpjzP8mKSbp30mSMeYvjDHfct+c2Un3+5J2STpjjGnJPOoyr9cZY/7IGPOEMWa5MWabpL+Tsxjwfxfql3KPk7N3FHOcRKnZvNzZIn/gNM3ogFKV75p2yTmRfy9Ti/aupN264UQuqc9a+43Mz1+XU6P+z5Q5kWe+55q19lrmhP5NSf9ZTpK+XNL/pAKfyOfqs4ExDSWSqqoIqH1xo9fhoIyZuypWAYBbs9Z+P3MD/QU5Y1i7JX3ZWns285aYpPSsj/yqpEpJf3PDV/2unHN8StLDkv6FpIic8/1rkn7WWlvwG+8BY5S2HChRmrasyDSj67kiay0lmUAJynvS7vcT+f06nKlnf3RJRJUVhWotAMzoGxrXzj1dmk7PXIgmU1Y793SxigTgnllrvyPpO7d4bdsNPy+/w3eNS9qRq9ju1+zjZCjoJDocJ1FqHl3aqKqKgAavTemzgTE9kJkcA6B0FCRbzMxdX26trbLWbrTWvjnrtW3W2q/N+nm5tdbc5PHNzOvj1tod1toF1tpKa+0ya+3XrLXnCvG75MqhTD37RurZ4QH3QtStYd/c5mydawqHsk2X3DFHAFCObjxOvv6b2/X6b26/rjkdx0mUgqqKoNbHIpKoawdKFUu8HnHr2TfGSNpRePu7+69rOvfUymZJTlNE94J0f3e/x1ECgHduPE62Rmo+15yO4yRKhTuv/WAPde1AKSpETTtuEB+b0umBMUnKdvQECsmdK7yjvUWtkZrs3+Hxi6P6/i89of3d/cweBlDWbjxOutzEneMkSsmWFVHpR04zOuragdJD0u6Bw2edVfaV82vVVFvpcTQoV7MvNh9d2ihjpPNXxxUKGC5EAUC65bGwNVLDcRIlZf3SJoWCRv0jE+qNJ7RsXq3XIQG4B2yP98ChTBO6TcuiHkcCOOqrQ1qzsF6SdCRTugEAAPyhpjKoR5dk6toZ/QaUHJJ2DxzJrLSzNR7FxP17dHeCAAAA/9iywlks6qIZHVBySNoLbHI6pQ/PD0uiczyKC0k7AAD+RTM6oHSRtBdYd9+IpqbTitZWakUz9UQoHm7S3t03oolkyuNoAABALm1c1qRgwOj81XHGFQIlhqS9wA5n6tk3xJro3ImiEouGNa+2UlOptD6+MOx1OAAAIIdqqyrU3tooSTpwmi3yQCkhaS+ww9Szo0gZY7Qh83d55OyQx9EAAIBc62hz6tppRgeUFpL2ArLWZpP2TdSzowhR1w4AgH+5zegO0IwOKCkk7QV09kpCg9emVBkM6OHM9iSgmGST9t6rstZ6HA0AAMilTcujChjpzJWELo1MeB0OgLtE0l5AhzKrl+2tDaoOBT2OBvi8h1sbFQoaDYxO6vxVmtQAAOAnDdUhrVvcIEk6QBd5oGSQtBfQzNb4qMeRADdXHQpq3WJnFwhb5AEA8J/Ny53RbzSjA0oHSXse7e3suW6khts5fvm8Wu3t7PEqLOC2NsYyzeh6SdoBAPCbmbp2VtqBUkHSnid7O3v04kvHtHNPl/qGxjWcSOqTS9ckSf/2tU/14kvHSNxRlGhGBwCAf23O7Pj89PI1DV6b9DgaAHeDpD1PdrS3KBYNqzee0M49XfrhsX5JUkXAqG9oXLFoWDvaWzyOEvi8DcsikqTjF0c0NjntcTQAACCXmmor9WBLvSTpIKvtQEkgac+T1kiN9u3uyCbuX//PRyVJ02mrWDSsfbs71Bqp8ThK4PMWNdaoNVKjtJU+PMe8dgAA/GZLZl47STtQGkja88hN3ENBo3RmelbQGBJ2FL31MWe1nS3yAAD4z5YVTjO6LprRASWBpL3AjPE6AuDO3Lp2mtEBAOA/j2fq2k9eGtVQYsrjaADcCUl7HvUNjWvnni4lUzb73HTaZpvTAcVqJmkfUjpt7/BuAABQSubXV2nl/FpZyxZ5oBSQtOeJm7D3xhNqCockSY8vb7quOR2JO4rV2kUNqg4FNDye1OnBa16HAwAAcszdIs/oN6D4kbTnyf7ufvXGE4pFw9q03Fm1fOqB5uua0+3v7vc4SuDmQsGAHllCXTsAAH7lNqM70ENdO1DsSNrzZNfWNr3wlXXat7tDJ/pHJUkbYk3Z5nQvfGWddm1t8zhK4NaY1w4AgH9taXNW2o9dGNHIRNLjaADcDkl7Hu3a2qbKYEDn4uMyRnos05G7NVJDwo6itzE2U9cOAAD8paWxWsvmhZW20uEz3KAHihlJe5653bdXLahTQ3XI42iAu7chs9L+6eVrdJYFAMCH3C3yXWyRB4oaSXueHclsLXa3GgOlIlpbqRXNtZKk91ltBwDAd9wt8gdO04wOKGYk7XnmrrSvj5G0o/S4f7fUtQMA4D9bVjgr7R/1DWtsctrjaADcCkl7Hk1Np3X0/LAkpwkdUGpoRgcAgH8taQqrNVKjVNpmF5oAFB+S9jw6fnFEk9NpNdaEstuMgVLiJu0fnh/SdCrtcTQAACDX3NV2tsgDxYukPY/c1ckNsYgCAeNxNMC9W7WgTvVVFUpMpbKjCwEAgH8wrx0ofiTteeRuM2JrPEpVIGC0fpk7+o1tcwAA+I3bjO7Dc8OaSKY8jgbAzZC055HbcXsDneNRwjbEIpKoawcAwI+WzQtrYUOVplJpbtADRYqkPU/6hyfUNzSugJEeXRrxOhzgvtGMDgAA/zLGMPoNKHIk7Xni3qlc09KguqoKj6MB7t9jSyMyRjp/dVyXRya8DgcAAOSY24zuYA9JO1CMSNrz5MisJnRAKauvDmnNwnpJ1LUDAOBHbjO6I71XNTlNXTtQbEja84QmdPCLvZ09erDFSdpnb5HvGxrX3s4er8ICAAA5snJ+nZrrKjU5ndbR88NehwPgBuzbzoPJ6ZS6+0Yk0YQOpW1vZ49efOmY5tVWSppJ2vuGxrVzT5d64wlJ0q6tbZ7FCAAA5sYYo81tUf1/H/XrwOkrenx51OuQAMzCSnsedPeNaCqVVrS2Usvnhb0OB7hvO9pbFIuGdWVsSpL00flh9QxeyybssWhYO9pbPI4SAADMVbYZHXXtQNEhac+D93tn6tmNMR5HA9y/1kiN9u3uUCzq3HxKpq2e//ab2YR93+4OtUZqPI4SAADMlduM7vDZq0qm0h5HA2A2kvY8cOvZ11PPDh9wE3f39tN02ioUNCTsAAD4yOoF9YqEQ0pMpdTdR107UExI2nPMWput+6UJHfyETSMAAPhXIGCytexskQeKC0l7jl0YntClkUkFA0aPLm30Ohxgztymc2k781wyZbVzT5f6hsa9CwwAAOSUO/rtwOkrHkcCYDaS9hxz57OvXVSvcCXN+VHaZneJX9pUo2BmtX1xpFq98QSJOwAAPtKxwmlGd+jMVaVm360H4CmS9hxjPjv8ZH93f7bp3F/90hNat9jZPbL7CysVi4bVG09of3e/x1ECAIBcWLuoQfXVFRqdnNaxCyNehwMgg6XgHDvSOySJpB3+4M5f39HeotZIjTbEIvqob1hnBse0b3eH9nf3M6MdAACfCGbq2l89cVkHeq7o4SWUegLFgJX2HJpIpnTsgtNtk6QdfrFra1u2S/yGZc7f9fu9V9UaqSFhBwDAZza30YwOKDYk7Tn0Ud+wkimr5roqLY0yCgv+496M+vjCiCaSKY+jAQAAueY2o3vvTFxp6tqBokDSnkNHsqPeIjLMx4IPLWmqUXNdlabTVh8xwxUAAN9pb21UuDKooURSJy+Neh0OAJG051S2Cd0ytsbDn4wx2hCLSJq5SQUAAPwjFAxoY+ZaltFvQHEgac8Ray1N6FAW3BO5e5MKAAD4izv6jbp2oDiQtOfI+avjGhidVEXA6BE6bcLHNmST9iFZS60bAAB+4zajO9gT51wPFAGS9hxxVx0fWtyg6lDQ42iA/Hm4tVEVAaOB0UmdvzrudTgAACDHHlnSqKqKgK6MTemzgWtehwOUPZL2HHHre9ezNR4+Vx0K6qHFDZLYIg8AgB9VVQSz5Z5dp9kiD3iNpD1HsvXsNKFDGXBvTr2f+bsHAAD+smUF89qBYkHSngOJqWkduzgiaaZJF+BnG2hGBwCAr21pyzSjO32FunbAYyTtOXD0/LBSaauFDVVa3FjtdThA3rlj345dGNFEMuVxNAAAINfWxyKqDAZ0eXRSZ68kvA4HKGsk7TmQnc8ea5IxxuNogPxrjdRoQX2VptNWR88Pex0OAADIsepQUI8udSYiHehhXjvgJZL2+7C3s0d9QzNds4+cdep6V86v097OHq/CAgrGGJNtUMMWeZSbG88Brr6hcc4BAHxlZos8de2AlwqStBtjftUY02OMmTDGHDbGPH2H9/+0MeaYMWYy89+fuuF1Y4z5pjHmgjFm3BjzujHmofz+Fo69nT168aVj2rmnS31D47LWZpOWvz58Ti++dIyLNpSFDcucLfLu5ASgHNx4DnD1DY1r556usj4H+OlcD8BBMzqgOOQ9aTfG/KykP5b0B5LWS3pL0j8YY2K3eP8Tkr4v6XuSHs389z8ZY7bMetvXJf2apH8p6XFJ/ZJ+aIypz9fv4drR3qJYNKzeeEI793TpYE9c8bEpSdKlkUnFomHtaG/JdxiA52ZW2odoUIOyceM5oG9oPJuw98YTZXsO8Nu5HoBj47ImVQSM+obGdS5OXTvgFZPvi21jzAFJR6y1vzLrueOS/ou19hs3ef/3JTVYa//RrOd+IOmqtXancYrGL0j6Y2vt/5J5vUrSJUm/Za3993cRU4Ok4eHhYTU0NNzz7zT7Ai0YMEqlnf8NY9Gw9u3uUGuk5p6/Eyg1E8mUHv7mfiVTVm/+5nbF5oW9DgkoiNnngFDQ6WOSTNk5nwNGRkbU2NgoSY3W2pHcRZx/fjzXA3D81Hfe1vu9Q/qjn3lU/3TjEq/DAUra/Z7r87rSboyplLRR0ss3vPSypCdv8bEnbvL+/bPe3yapZfZ7rLWTkt641XcaY6qMMQ3uQ9Kc7tK3Rmq0b3eHQsGZhD1gRMKOslIdCmrdYqdBDXXtKCfuOSAYMEqmrJIpq1DQlO05wK/negCOzW3OFvmDNKMDPJPv7fHNkoJy7ozPdknOyfhmWu7w/pZZz93td35D0vCsx/nbRn0f6BqPcuSOfiNpRzmiLCSrbM71QDnqcJvRUdcOeKZQ3eNvvLIxN3nuXt9/L9/5LUmNsx5z2tvjbo1MpqwqAkZB46y439iYCPA7OsijHLnngMxGKwWNs+LOOcBf53oAjk3LmxQw0tkrCfUPT3gdDlCW8p20D0pK6fN3xRfo83fPXf13eH9/5r93/Z3W2klr7Yj7kDR6F7Hf1I0Nh974+na9+VvbP9eYCCgHG5Y5Sfvxi6NKTE17HA2Qf7PPAe7+qr1f21Tu5wDfnesBzKivDumhxcxrB7yU16TdWjsl6bCk52946XlJ79ziY+/e5P1fmvX+Hjkn8+x7MvV0z9zmO3Nmf3d/NmF36xfd+kb3om1/d/+dvwjwgcWN1VrYUKVU2uro+WGvwwHyzj0HtDRWy0qqq6rQ1lXzy/oc4MdzPYDrbcnUtXcxrx3wREUB/o1vS/qeMeaQnJP0bkkxSf9OkowxfyGpb1Z32T+R9KYx5rck/T+S/rGk5yRtlSRrrTXG/LGk3zbGnJJ0StJvS0pI+st8/zK7trZJcsb+zG445Cbu+7v7s+8B/M4Yow2xJv1Dd7+O9F5Vx4p5XocE5JV7fE9MTeuPXv5Ejy2NKBgwnAN8dq4HcL3NbVH9h84emtEBHsl70m6t/b4xZp6kFyQtktQt6cvW2rOZt8QkpWe9/x1jzM9J+n1JvyfpM0k/a609MOtr/1BSjaTvSGqSdEDSl6y1BdkKd6sLstZITblerKGMZZP2s0NehwIUxK6tbfq1//SBpJlmjFJ5nwP8eK4HMGNzW1TGSJ8NjGlgdFLz66u8DgkoK4VYaZe19jtyTro3e23bTZ77G0l/c5vvs5K+mXkA8JBb1/5+71VZa5mkgLLwfq9zk2p95u8fnOsBP4uEK7VmYb1O9I/qYE9cP/7IIq9DAspKobrHA/Cp9tYGVQYDujI2pd54wutwgLyLj02pZ3BMkrRhKUk7gPLglsDRjA4oPJJ2AHNSVRHUQ60Nkhj9hvJw5Kzzd/7Agjo1hkMeRwMAheE2oztAMzqg4EjaAcxZdl47de0oA+7Nqdn17ADgd49nkvaTl0YVH5vyOBqgvJC0A5izbNLOSjvKwEzSztZ4AOWjua5KDyyokyS9d4bVdqCQSNoBzNmGZc6K44n+USWmpj2OBsif6VRaH54bljTThBEAygVb5AFvkLQDmLNFjTVa1FitVNpmExrAj070j2o8mVJ9dYUemF/ndTgAUFBbaEYHeIKkHUBOsEUe5cD9+14fa1IgwHhDAOWlI7PSfuziiIbHkx5HA5QPknYAObE+05TrfZJ2+JjbOZ4mdADK0YKGarU118pa6RB17UDBkLQDyAm3vvdI75CstR5HA+THkV5nQgJN6ACUq83LM3XtPSTtQKGQtAPIiYcWN6gyGFB8bEpnryS8DgfIuYHRSfXGEzJGeoyVdgBlassKknag0EjaAczZ3s4eDV6bUntrg6SZut++oXHt7ezxMjQgZ9y/69UL6tVQHfI4GgDwhtuMrrtvWNcmmRgDFAJJO4A52dvZoxdfOqade7q0ekG9JCe56Rsa1849XXrxpWMk7vCF7Hz2ZayyAyhfrZEaLWmqUSptdfgsfWyAQiBpBzAnO9pbFIuG1RtP6JUTlyQ581t37ulSbzyhWDSsHe0tHkcJzN37Z5169vXUswMoc1vaMqPfTjP6DSgEknYAc9IaqdG+3R2KRcMavDYlSTp1+Vo2Yd+3u0OtkRqPowTmZmo6rQ/P04QOACRpSxt17UAhkbQDmDM3cQ8FZ+ZWBwOGhB2+cfziiCan02qsCWlFc63X4QCAp9xmdEfPD2l8KuVxNID/kbQDyAvGvsFPsvXssYgCAXOHdwOAv8WiYbU0VCuZsnq/l7p2IN9I2gHMmdt0LpmycvOZtJV27ulS39C4t8EBOcB8dgCYYYzJrrZ3sUUeyDuSdgBz4ibsbg37np/fJEkKGKk3niBxhy8cOet2jidpBwCJZnRAIZG0A5iT/d391zWde2bNfFWHAkpbaVFjtXrjCe3v7vc6TOC+XRqZUN/QuAJGenQp494AQJI2Z5rRvX9uSBNJ6tqBfKrwOgAApW3X1jZJzug3t+ncI0siOtgT19eeWq5QIJB9D1CK3FX2NS0NqqvitAkAkrRyfq2a66o0eG1SH54b0pYV87wOCfAtVtoBzNmurW3XdYnfmNlC3DMwRsKOkje7CR0AwGGMyY5+O0hdO5BXJO0Acs5t1nX4LB1lUfpoQgcAN+c2o2NeO5BfJO0Acs5dkTx1+ZqGE0mPowHu3+R0Sh+dH5ZEEzoAuJHbjO7w2atKptIeRwP4F0k7gJybV1eltuZaSdKRc6y2o3R9fGFEU6m0orWVWj4v7HU4AFBUVi2oU1M4pPFkSkczNzgB5B5JO4C8cLcSH2GLPEpYdtRbLCJjjMfRAEBxCQSMHl/ubpFn9BuQLyTtAPLCbUbnNvECStH7mXr29dSzA8BNuV3jaUYH5A9JO4C82LDMqWv/oHdI09S5oUQdzq60k7QDwM24HeQPnbnK+R7IE5J2AHmxakG96qsqNDaV0slLo16HA9yzC0Pj6h+ZUDBg9OjSRq/DAYCitHZRg+qrK3RtclrHLo54HQ7gSyTtAPIiGDB6LNNFnrp2lCK3tOPBlnqFKys8jgYAilMwYLTZrWs/zRZ5IB9I2gHkjVvXzrx2lKIjZ5169o2MegOA29rcRjM6IJ9I2gHkzUwzuiGPIwHu3eFe6tkB4G7MbkaXSluPowH8h6QdQN48tjQiY6TeeEKXRye8Dge4axPJlI5dcGYOk7QDwO21L25QbWVQIxPTOtlPHxsg10jaAeRNfXVIaxbWS5rZagwUq72dPeobGpckdfcNK5myaq6rVCDgvAYAuLmKYEAbmdcO5A1JO4C82sC8dpSAvZ09evGlY9q5p0t9Q+PZv9e1ixr0z757QC++dIzEHQBuwx39RjM6IPdI2gHk1cYYzehQ/Ha0tygWDas3ntDOPV3qPDUoSfro/LB64wnFomHtaG/xOEoAKF4dK5yk/eCZuKylrh3IJZJ2AHnlNqP76PywJqdTHkcD3FxrpEb7dndkE/c3PLsUVgAAIABJREFUM0n70HhSsWhY+3Z3qDVS43GUAFC8Hm6NqDoUUHxsSqcuX/M6HMBXSNoB5NWyeWFFays1lUrr4wsjXocD3JKbuFcETPa5UNCQsAPAXaisCGQbdx7oYYs8kEsk7QDyyhiTPYkfYYs8SgCbOgHg/mxpc0a/HThNMzogl0jaAeSdu0WeunYUs76hce3c05WdMRwwUjJls83pAAC3t2WF20GeunYgl0jaAeSdm7QfOnuVkziKkpuw98YTCgWd7fG/+5Pt1zWnI3EHgNt7bGlElcGABkYn1TM45nU4gG+QtAPIu0eWNKoiYDQwOqnzV0l8UHz2d/erN57QkqYaTaecG0tfemjhdc3p9nf3exwlABS36lBQjy2NSKKuHcglknYAeVcdCuqhxQ2SmNeO4rRra5te+Mo6/fqXVsvKaUq3sKE625zuha+s066tbV6HCQBFL7tFnrp2IGdI2gEUxIZlNKNDcdu1tU1nBhOSpE3Lm7LPt0ZqSNgB4C5lm9FR1w7kDEk7gILINqNjpR1FzN0JsmlZ0x3eCQC4mQ3LIqoIGF0cnqAkDsgRknYABeEm7ccvjmpsctrjaIDPS6Wt3u8dkiRtXBb1OBoAKE3hygo9sqRRktTFFnkgJ0jaARTEosYaLW6sVipt9eH5Ia/DAT7nRP+Irk1Oq66qQmta6r0OBwBK1uZZW+QBzB1JO4CCWZ9ZbXdXM4FicjjTb2F9LKJgwHgcDQCUrpl57ay0A7lA0g6gYDbGMnXtNKNDEXL/LjdSzw4Ac7JpWZMCRjoXH9eFIeragbkiaQdQMG4ydKT3qtJpOsqiuBw64zaho54dAOaivjqk9lanrv0gW+SBOSNpB1Aw6xY3qDoU0FAiqdODY16HA2T1D0+ob2hcASM9Fot4HQ4AlLwtbWyRB3KFpB1AwYSCAT2yxEmImNeOYnLorLMS9GBLg+qqKjyOBgBKX3Ze+2lW2oG5ImkHUFAbqGtHEXL/Hjctp54dAHLh8eVRGSOdHhzT5ZEJr8MBShpJO4CCml3XDhQLmtABQG41hkN6sKVBEqPfgLkiaQdQUBsy9cKnLl/TcCLpcTSAlJia1scXRiRJm5bThA4AcsWta6cZHTA3JO0ACmZvZ48mptNqa66VJB0556xu9g2Na29nj5ehoYx9cG5IqbRVS0O1FjdWex0OAPhGB/PaUaL2dvao7ybjCr26ZqXbDoCC2NvZoxdfOqY/f+eMHlrcoJ7BMR05e1WrF9Zr554u9cYTkqRdW9s8jhTlxm2KuHF5k4wxHkcDAP7xeGb30ieXrik+NqVobaXHEQF3Nvuadd/uDrVGaiQ5CbtX16ystAMoiB3tLYpFw+qNJ7J33N/5dDB78ItFw9rR3uJxlChHh9wmdNSzA0BOzaur0qoFdZKkg6y2o0TMvmbduadLfUPj1yXsXlyzkrQDKIjWSI327e5QLBpWfMypZT/cO5Q9+M2+kwkUSjptsyvtm5ZRzw4AubYls0W+i9FvKBGzr1l74wk984evadv/+pqn16x5TdqNMU3GmO8ZY4Yzj+8ZYyK3eX/UGPNvjDEnjTEJY0yvMeZPjTGNN7zP3uTxy/n8XQDMnXsQDAVntiBXBAwJOzxz6vI1jUxMqyYU1NpF9V6HAwC+k53XTjM6lBD3mrUiYDSdtkqmrKfXrPleaf9LSY9J+rHM4zFJ37vN+xdnHr8h6WFJX8t87j/e5L3/taRFsx7/R66CBlA41nodAcqZO+rtsaURVQTZfHY/uEEP4HbclfYT/SNMjUHJmX2Z6mXbm7xdoRhj1spJuH/BWvuutfZdSb8o6SvGmDU3+4y1ttta+9PW2r+z1n5mrX1V0r+S9BPGmBub5g1Za/tnPT7f3g9AUXHrgZIpq0DmwJeyNlsvBBTaobPOys+m5dSzzwE36AHc0oL6aq1orpW10ntnWG1HaXCvWVNpJ20PGCmZ8u6aNZ/LCk9IGrbWHnCfsNZ2SRqW9OQ9fE+jpBFr7fQNz/+ZMWbQGPOeMeaXjTG3/F2MMVXGmAb3IYk9kECB3djA409+br0kKWh0XaMPoJDclfaNNKG7L9ygB3A3Nrcx+g2lY/Y1q7vI9Cc/t/5zzekKKZ9Je4ukyzd5/nLmtTsyxsyT9DuS/v0NL/2OpJ+R9Jykv5L0ryX99m2+6htybha4j/N38+8DyJ393f3XNfB4bu1CVQSMUlZaHKlWbzyh/d39XoeJMjIwOqmzVxIyRlofI2m/T9ygB3BHW7Lz2llpR/Fzr1kXNlQrbaX6qgr9WHvLdc3pCn3Nes9z2o0x35T0P97hbY9n/nuzalVzi+dv/HcaJP29pGOSfnf2a9ba35/14weZubovSJr9/GzfkvTtWT/Xi8QdKCh3luWO9pZsA4/21kZ9cG5Iv7C1TZJhRjsKyl1lX72gXo01IY+jKVn5vkH/I0njkr4o5wZ9s259rv+G7nx9AsADbjO67r5hjU4kVV/NMRfFy70ePXc1of/97TN6enWzQsFAtjnd/u7+gl+z3s9K+59JWnuHR7ekfkkLb/L5+ZIu3e4fMMbUS/qBpGuSfspae6euFV2SGowxN/v3ZK2dtNaOuA9Jo3f4PgB5sGtr23UdNx/P1BF/OjBGwo6CO5ypZ99IPfvnGGO+eYtGcLMfmzJvz9sN+syW+w+stf9azs3537zN131Lzoq9+1hyx18UQEEsjtRoabRGaTtzwxQoZru2tmX/VretWZB9vjVS48k16z2vtFtrByUN3ul9xph3JTUaYzZbaw9mntsi50T6zm0+1yBpv6RJST9prZ24i7DWS5qQNHQX7wVQJDYtj+q7b/XoPbbLwQOHsvPZSdpv4s/klJ/dzhlJj8iDG/TW2s99t7V2Us61g/v9d/g6AIW0pW2ezsXP60BP/LokCChGA6OTOnp+WJK0bc18j6O5j6T9bllrjxtjfiDpu8aYX8o8vUfSS9bak5JkjGmVs/XtX1hrD2ZO4C9LCkv653JOzg2Zzw5Ya1PGmJ+Qs+XuXTlb5rZL+gNJezInbAAlwk2WTl2+pqtjU2qqrfQ4IpSLiWRK3X3OyXjTsqjH0RQfbtADyLUtbVH9zeHzOnCaZnQofq+fdCq/Hm5t1IL6ao+jyf+c9q9K+khOIv6ypKOSfn7W6yFJa+Qk6ZK0UdIWOSNgPpV0cdZjaeY9SUm/KidpPyrpv5ezZe7X8/h7AMiDeXVVWjG/VhLb5VBYH/UNK5myaq6r0tJozZ0/gJuy1h6Xs1r+XWNMhzGmQ9J3dcMNemPMCWPM5szP7g36Wkn/jZwb9C2ZRzDznp8wxvyiMabdGLPSGPML4gY9UNLcuvaj54eVmLqx5yRQXF4/OSBJ2l4Eq+xSHlfaJclaG5ezYn6r18/IqXtzf3599s+3+MwP5FwgAPCBzcujOj0wpvfOxvXcupu2pQBy7tCZma3xbKOes69K+lM5ibgk/b+S/uWs1291g15ybtDP1iZn2717g/7bchYYTsu5Qf9vcxs6gEJZGq3RosZqXRye0JGzQ9q6qtnrkICbSqbSevNUJml/sDhKOfKatAPAnWxaHtVfvXcum0QBheA2odtEE7o54wY9gLthjNGWtqj+ywcXdKDnCkk7itaRs1c1OjGtaG2lHlkS8TocSfnfHg8At+V2kD96fkgTyZTH0aAcWGuz5RgbaUIHAAWzZYWzRZ557Shmr2bq2Z9ZPV/BQHHsxiNpB+CpWDSs+fVVSqZstksnkE+nB8d0NZFUVUVADy1u9DocACgbW9qcxp8fnONGPYrX6yeKa2u8RNIOwGPGmOxq+3tnuPOO/DucKcV4dElElRWcBgGgUNqaa9VcV6Wp6bQ+OMcgCBSfvqFxnbw0qoCRvlBEJRxcrQDwnDtyi6QdhXAoU8++kXp2ACgoY4y2rHDO+QdOc85H8XnthLM1fkOsSZFw8YwiJmkH4LnHlzsn8MNnryqVth5HA787dHamczwAoLA6MlvkD/Qwrx3Fx53PXkxb4yWSdgBFYO2ietVWBjU6Ma1PLo16HQ58Zm9nj/qGxiVJ8bEpnR4YkyQtaqzW3s4eL0MDgLKyt7NHbc21kqQjvVc1NZ2W5GxJ5ngMr00kU3r7U+dm0vY1xZW0M/INgOcqggFtWNakt04N6tCZuNYuavA6JPjE3s4evfjSMf35O2e0b3eHjl8YkSTFojX65f/ziHrjCUnSrq1tXoYJAL7nHo9j0bAaa0IaHk/qo74htTTWaOeeLo7H8NyBnrjGkyktbKjS2kX1XodzHVbaARSFmbp25rUjd3a0tygWDas3ntDOPV16LbPt7crYlHrjCcWiYe1ob/E4SgDwv9nHY3eF/eWPL2UTdo7H8Jpbz759zQIZUxyj3lwk7QCKgttB/hDN6JBDrZEa7dvdkb1Q/MsDvZKkscmUYtGw9u3uUGukxuMoAcD/Zh+PxzPj3va8eTqbsHM8hteKtZ5dImkHUCQei0UUDBhdGJ7Q+asJr8OBj7gXiqGgkdvmsCJguEAEgAJzj8cVAWcV00oKBTkew3unB67pzJWEQkGjpx4onlFvLpJ2AEUhXFmh9sVOLfshtsgjD+yswQRFtusNAMrK7GMwQ2NQDF47OSBJ2twWVV1V8bV9I2kHUDQ2LWdeO3Kvb2hcO/d0aTpzZWiMlExZ7dzTle0qDwDIP/d4nEzZbOKeSnM8hveyW+OLrGu8i6QdQNGYqWtnpR254V4g9sYTqg45p7z/7tlV1zWn40IRAPJv9vE4Fg3rxZ9sl+SUK3E8hpfGJqd14LSzYFSM9ewSSTuAIuKutJ+8NKrhRNLjaOAH+7v7sxeIwcyyzvPrFl7XnG5/d7/HUQKA/80+Hu/b3aGf2tCqymBA02mrRY3VHI/hmbc/HdRUKq1YNKwVzbVeh3NTxbdhH0DZaq6r0ormWp0eHNPh3riefXCh1yGhxLnzfpc3h7Xrzw+pvqpCaxc1KJhpRLe/u5+ZwABQAO6xdkd7S7bpXMfKeXrzkwH9V4+1an59FcdjeMKtZ3/2weIb9eZipR1AUdmU2SLPvHbkyq6tbToz6Ewk2LS8ScFM1+LWSA0XiABQQLu2tl3XJf75dc7N+QM9VzgewxPW2mw9+7Y18z2O5tZI2gEUlWwzuh6a0SF3Dmb+nja3zfM4EgCA67m1Tv3w++eGNDA66XE0KEcn+kd1cXhC1aGAOlYU7zUCSTuAovJ4Jmk/en5YE8mUx9HAD6y1OnjGTdqjHkcDAHAtaqzRw62NslZ69cQlr8NBGXots8r+1MpmVYeCHkdzayTtAIrK8nlhNddVaiqV1kd9w16HAx/4bOCa4mNTqg4F9HBro9fhAABmcbfI//AYSTsK77UTma3xRdo13kXSDqCoGGO0aRnz2pE7BzJb4zfEmlRZwWkPAIrJc2udpP2tU4Man2KHHQpnOJHU4bNOD6XtRVzPLpG0AyhCj2e2MDOvHbkwU8/O1ngAKDZrF9WrNVKjyem03jo14HU4KCNvnhpQ2kqrF9ZpSVPY63Bui6QdQNF5PNNB/tCZuNJp63E0KGXWWh04TdIOAMXKGJPdIv/KcbbIo3Dcevbta4p7a7xE0g6gCK1b1KBwZVAjE9P65PKo1+GghJ2/Oq7+kQmFgkbrlzZ5HQ4A4CbcpP1Hxy8rxc16FEA6bfVGZj77NpJ2ALh3FcGA1scikpjXjrlx69kfWRJRTWXxdoUFgHK2uS2q+uoKXRmb0vu9nPeRf0f7hnVlbEr1VRXatLz4b+qTtAMoSm4zukM0o8McHOy5Iomt8QBQzELBQHaL8g/ZIo8CcLvGP726WaFg8afExR8hgLLkzmunGR3mgiZ0AFAaGP2GQnLr2Utha7xE0g6gCO3t7NHChioFA0Z9Q+PqGxqXJPUNjWtvZ4/H0aFUXBqZ0JkrCQWMtHFZ8W99A4By9sya+QoFjU4PjOmzgWtehwMfGxid1NHzw5KkbUU+6s1V4XUAADDb3s4evfjSMcWiYa1aUKcT/aPOFvnlUe3c06XeeEKStGtrm8eRoti5q+zrFjeooTrkcTQAgNtpqA6pY8U8vXVqUK8cu6SVz9R5HRJ86o1PnAZ0D7c2akF9tcfR3B1W2gEUlR3tLYpFw+qNJ7Ir7G+cHMgm7LFoWDvaWzyOEqUguzV++TyPIwEA3I3n1jL6Dfnn1rNvL5FVdomkHUCRaY3UaN/uDsWiYY1OTEuS/vb9vmzCvm93h1ojNR5HiVJAPTsAlJbnMnXth89e1ZVrkx5HAz9KptJ681Rm1NuDpVHPLpG0AyhCbuJeETDZ5yoChoQdd+3q2JROXhqVJD1eAqNcAADO+f+hxQ1KW+lHmdVQIJeOnL2q0YlpRWsr9eiSiNfh3DWSdgBFy8zk7LLehYES9F5mVOCqBXWaV1flcTQAgLuV3SJPF3nkwauZrvHPrJ6v4KzFoWJH0g6g6PQNjWvnni4lU1bu8TSVttq5pytb5w7cDlvjAaA0uaPf3jo1qIlkyuNo4Devn8hsjS+henaJpB1AkXETdreG/Xe+sk6SFAoa9cYTJO64KwfPkLQDQCl6aHGDFjdWazyZ0tufDnodDnykb2hcJy+NKmCclfZSQtIOoKjs7+6/runcjz+8SJKUTFktaapRbzyh/d39HkeJYnZtclrdfc78VZJ2ACgtxphsQ7ofskUeOeR2jd8Qa1IkXOlxNPeGOe0Aioo7f31He0u26dyK+bU6PTCm/3b7AxqfSjGjHbd1+OxVpa0Ui4a1qJHGhQBQap5bu1B/8e5ZvXL8stJpq0AJ1R6jeL2eqWffXkJd412stAMoOru2tl3XJb5jhTNn+9SlayTsuKODPVckscoOAKWqY8U81VdVaPDapD44P+R1OPCBiWRKb3/qXB9sX0PSDgA590QmaX/39BWPI0EpoAkdAJS2yoqAnsk0CmOLPHLhQE9c48mUFjZUae2ieq/DuWck7QCK3pYVTvJ1on9EQ4kpj6NBMZtIpvThOaeefQtJOwCULLeLPKPfkAtuPfv2NQtkTOmVW5C0Ayh6C+qr9cCCOlkrdZ2Oex0OitgH54Y0lUprYUOVYtGw1+EAAO7TttULVBEwOnX5ms4MjnkdDkpcKdezSyTtAEpER2a1vYst8riNma3x80ryTjoAwNEYDmXLnF45zmo77t/pgWs6cyWhUNDoqQeavQ7nvpC0AygJbjM6knbcDvXsAOAf7hb5l9kijzl47eSAJOfaoK6qNIenkbQDKAlu0n6if1TxMera8XnJVFqHz16VRD07APjBc2udpP3QmTjnfty37Nb4Euwa7yJpB1ASmuuqtGpBnaSZkV7AbN19wxpPptQUDumB+XVehwMAmKOl0bAebKlX2s40EgPuxdjktA5k+iGVaj27RNIOoIQ8sTIz+u0zknZ8nrs1/vHlUQUC1LMDgB98KbNFntFvuB9vfzqoqVRasWhYK5prvQ7nvpG0AygZM3XtdJDH51HPDgD+81wmaX/z1IAmkimPo0GpcevZt6+ZX9INaknaAZQMt0755KVRXbk26XE08Nrezh71DY1LklJpq4NnnKS9rblWezt7vAwNAJAjD7c2amFDlRJTKXba4Z5Ya0t+1JuLpB1AyZhXV6U1C+slSQd6WG0vZ3s7e/TiS8e0c0+X+obGdbJ/VKMT0wpXBvXNv/tYL750jMQdAHzAGJNtSPdDRr/hHpzoH9XF4QlVhwLZ3ZqliqQdQElhXjskaUd7i2LRsHrjCe3c06WXP+6XJKWt1bn4uGLRsHa0t3gcJQAgF9zRb68cu6R02nocDUrFa5lV9idXNqs6FPQ4mrkhaQdQUmhGB0lqjdRo3+6ObOL+J6+ekiRNJJ1mM/t2d6g1UuNxlACAXHhi5TzVVgZ1eXRSR/uGvQ4HJeL1E5l69hLfGi+RtAMoMZvbnKT91OVrGqSuvay5iXsoaGQzCy8VAUPCDgA+U1UR1DNr5ktyVtuBOxlOJHW496okadvq+R5HM3ck7QBKSrS2Ug+2OHXtbJGHpGzCLkkl3BgWAHAbzzP6DffgzVMDSqWtVi2o09Jo2Otw5oykHUDJmRn9RtJezvqGxrVzT5emM/WNRlIyZbPN6QAA/rF9zQIFA0YnL42q90rC63BQ5Nx69md9sDVeImkHUIKoa4ebsPfGE6oJOaeyX9m28rrmdCTuAOAfkXClHl/eJIku8ri9dNrqjcx89m1rSNoBwBNb2qIyRvpsYEyXRye8Dgce2N/dr954QkujNTKZPfFffnjRdc3p9nf3exwlACCX3NFv1LXjdo72DevK2JTqqyq0KXOjp9SRtAMoOZFwpR5saZAkHTjNvPZytGtrm174yjr9qy+vVWIqpUg4pHWLGrLN6V74yjrt2trmdZgAgBz60jpnlOfBM3ENJaY8jgbF6rUTztb4p1c3KxT0R7qb19/CGNNkjPmeMWY48/ieMSZyh8+8boyxNzz+aq7fC8BfnsjUtb9LXXvZ2rW1TZ9cuiZJenLlPAUCzop7a6SGhB0AfCg2L6w1C+uVSttszTJwI/dvwy9b46X8r7T/paTHJP1Y5vGYpO/dxee+K2nRrMcv5eh7AfhEx4qoJJrRlbvOTwclSU890OxxJACAQnhunZOIvXKMpB2fNzA6qaPnhyVJ29aU/qg3V96SdmPMWjkJ9S9Ya9+11r4r6RclfcUYs+YOH09Ya/tnPYZz9L0AfGJL2zwZI50eGNOlEeray1FialrvZ2awPrWSpB0AysHzmS3yr5+8rMnplMfRoNi88YnTgO7h1kYtqK/2OJrcyedK+xOShq21B9wnrLVdkoYlPXmHz37VGDNojPnYGPNHxpj6HH0vAJ9ozNQwS6y2l6uDPXElU1atkRotm1f6M1hLFaVwAArpkdZGLaiv0thUSl30tcEN3Hr27T5aZZfym7S3SLrZvpXLmddu5f+StFPSNkm/J+mnJf3tXL7XGFNljGlwH5Lqb/Y+AKXlCea1l7V3MiP/nnpgXraDPDxBKRyAggkEjL6Y6SL/w2NMCcGMZCqtN09lRr35ZD67656TdmPMN29yd/zGx6bM2+3NvuIWzzsfsPa71tpXrLXd1tq/kvRPJT1njNkw+233+L3fkLMS7z7O3+HXBFACOrJJO3fay1HnKerZvUYpHAAvPD+rrt3aW6YVKDNHzl7V6MS0orWVenSJvzZm3c9K+59JWnuHR7ekfkkLb/L5+ZLuZbjiEUlJSasyP9/P935LUuOsx5J7+PcBFKnH26IKGKlncEz9w9S1l5P42JSOXRyRJD1JPbuXiqYUjl11QPl4cmWzwpVB9Y9MqLtvxOtwUCRezXSNf2b1fAUD/tqBd89Ju7V20Fp74g6PCUnvSmo0xmx2P2uM2SInaX7nHv7JhySFJF3M/HzP32utnbTWjrgPSaP38jsDKE6NNSE9tLhRElvky807nzmr7A+21Gt+fZXH0ZS1oimFE7vqgLJRHQrqC6ucmmW2yMP1+onM1nif1bNLeaxpt9Yel/QDSd81xnQYYzrk1K+9ZK09KUnGmFZjzAk3ATfGrDTGvGCM2WSMWW6M+bKkv5b0vqS37/Z7AZQPRr+Vp7c/df7/ZpU9P0q0FI5ddUAZeW5dpq79OKPfIPUNjevkpVEFjLPS7jf5ntP+VUkfSXo58zgq6ednvR6StEaS2/Z3StIXJe2XdFLSn2Y+95y1dvZMhzt9L4AysLezR6sX1kmS3p2VtPcNjWtvZ49XYaEA3s7MZ9+6ap7HkfhWyZXCsasOKC/PPrhAASMdvziic/GE1+HAY69ntsZviDUpEq70OJrcq8jnl1tr45L++W1ePyPnrrn78zlJz8z1ewH4397OHr340jEtaaqRkXT2SkIXhsZlJe3c06XezAl819Y2T+NE7p2LJ9QbT6giYLS5jaQ9H6y1g5IG7/Q+Y0y2ZM1aezDzXE5L4eb4vQB8KlpbqU3Lojp4Jq4fHb+krz3F+b6cZUe9+axrvCvfK+0AkBc72lsUi4Z1/uq4QkHnUPaD7ovZhD0WDWtH++1KalGq3FX2x5ZGVFeV13vPuANK4QB46fnsFvl72dgDv5lIprJlc36sZ5dI2gGUqNZIjfbt7lAsGtZUKi1J+v2/P55N2Pft7lBrpMbjKJEPb2fmsz/JqLdiQSkcAE+4de0HTsc1PJ70OBp45WBPXOPJlBY2VGndogavw8kLligAlCw3cf/CH76mVNoqbaVQ0JCw+1g6bfWOW89O0l4UKIUD4JW25lo9sKBOn16+ptdPXtY/fqzV65DggVfdrfFrFsgYf416c7HSDqDkzT4+21v2q4YfnLw0qitjU6oJBfXY0ojX4QAAPJbdIn+MLfLlym1Ct22NP+vZJZJ2ACWsb2hcO/d0aTpls8t402mrnXu61Dc07mlsyA+3nn3LiqgqKziFAUC5e26tk7S/cXJAU9Npj6NBofUMjunMlYRCQaOtq/y7A48rHgAlyU3Y3Rr23V9YIUmqCQXVG0+QuPuUm7Q/xXx2AICk9Usjaq6r1OjktA70XLnzB+Ar7tb4zW1RXzenJWkHUJL2d/df13TuJx5dnHnFamlTjXrjCe3v7vc0RuTW1HRaB3rikqSnqGcHAEgKBIy++KCz2v4KW+TLjrs1fruPt8ZLNKIDUKLc+es72lvUGqnRooZqzaut1JWxKX39xx7UwOgkM9p95sPzQ0pMpRStrdSDLfVehwMAKBLPr1uo7x86px8eu6Rv/uRDvm1GhuuNTU7rwGnnZr5f57O7WGkHULJ2bW3LdokPBIyeztQyHbs4QsLuQ52nnK3xT66cp0CACzIAgGPrqmZVhwK6MDyhYxdHvA4HBfL2p4OaSqUVi4a1ornW63DyiqQdgG88s2a+JOnNTwY8jgT58M5nmXp2tsYDAGapDgX19CrnGoAu8uXjtZPO9d72NfN9v7uCpB2Ab7gn7I8vjGhgdNLjaJBLY5PTer93SBJN6AAAn8fot/JirZ2pZ/f51niJpB0EPemiAAAgAElEQVSAjzTXVemhxQ2SpLdOsdruJwd74ppOWy2N1ig2L+x1OACAIvPsgwtkjHPj/gLTY3zvRP+oLg5PqDoUUMeKeV6Hk3ck7QB85ZnVbJH3o05GvQEAbqO5rkobY02SpFeOs9rud69lVtmfXNms6lDQ42jyj6QdgK98wU3aTw0qnbYeR4Ncyc5np54dAHALz7FFvmy8fiJTz14GW+MlknYAPrMh1qTayqDiY1P6+AIdZP1g8NqkTvSPSnI6xwMAcDNuXXvX6SsamUh6HA3yZTiR1OHeq5KkbZnFGr8jaQfgK5UVAT2ZWY19k7p2X3jnsyuSpLWLGjSvrsrjaAAAxWrl/DqtmF+rZMrqjZNcA/jVm6cGlEpbrVpQp6XR8uhzQ9IOwHfcLfKcsEvT3s4e9c1qIvR2Zj77o62N2tvZ41VYAIAS8PxaZ7Wdunb/cuvZny2TrfESSTsAH3omM/rtSO9VjbI9rqTs7ezRiy8d0849XeobGpe1NtuE7kcnL+vFl46RuAMAbsndIv/aictKptIeR4NcS6dndlFsW0PSDgAlKzYvrLbmWk2nbXZrNUrDjvYWxaJh9cYT2rmnS++diWdX3QdGJxWLhrWjvcXjKAEAxWp9rEnzais1MjGt93riXoeDHDvaN6wrY1Oqq6rQpuVNXodTMCTtAHzpC6ucuvY3GP1WUlojNdq3u2NW4n4g+1osGta+3R1qjdR4GCEAoJgFAya7bfplusj7zmsnnK3xT69qVihYPqls+fymAMrKM2tm5rVby+i3UuIm7qGgUSrz/13AiIQdAHBX3NFvrxy/xDWAz7yeqWcvl1FvLpJ2AL7UsWKeKoMBnb86rtODY16HgzkKGON1CACAEvH0qmZVVTjXAO7IUJS+gdFJfXh+WFL5jHpzkbQD8KVw5Uyt05tskS8pfUPj2rmnS8nUzOrIdNpmm9MBAHA74coKPZ0pk/shW+R9wy15bG9t0IKGao+jKSySdgC+9czqmS3yKA1uwt4bT6ihukKS9KV1C65rTkfiDgC4k+cY/eY72VFvZdQ13kXSDsC33Hnt756+oolkyuNocDf2d/erN55QLBpWU22lJOknHm29rjnd/u5+j6MEABS7L65dKGOko+eH1T884XU4mKNkKp1dhNlWZvXsEkk7AB97sKVeC+qrNJFM69CZq16Hg7uwa2ubXvjKOv3Rzzyis1cSCgaMvrB6frY53QtfWaddW9u8DhMAUOTm11fpsaURSay2+8GRs1c1OjGtaG2lHl0S8TqcgiNpB+Bbxpjsavubp9giXyp2bW3TxxdGJEmPL29SY01IktNVnoQdAHC3ns90kaeuvfS9dtK5jntm9XwFA+XXnJakHYCvuUn7GydJ2kvJq5k5rF98cKHHkQAAStWXMkn7u59d0bXJaY+jwVy489m3rSmvrvEuknYAvvb0A80yRjp5aZSathJxbXJaXaevSJKeXVt+dWsAgNxYOb9Oy+eFNTWrHhqlp29oXCcvjSpgZpoMlxuSdgC+1lRbqUcytU9skS8Nb30yoGTKqq25Vivn13kdDgCgRBlj2CLvA69nusZviDUpEq70OBpvkLQD8L1nMrNa3+Aue0n4UWYL3LNl2B0WAJBb7ui3V09c1nQq7XE0uB/u1vjtZXxdQNIOwPeeydQ/dZ4aVCptPY4Gt5NO2+zJ+YtlfHIGAOTGxmVNagqHNDye1HtMkik5E8mU3v7UKZkr13p2iaQdQBl4dElE9dUVGh5P6uj5Ia/DwW18eH5IV8amVF9VoU3Lo16HAwAocRXBQHaFltFvpedgT1zjyZQWNlRp3aIGr8PxDEk7AN/7i3fPamOsSdL1W+T7hsa1t7PHq7BwE27X+C+sma/KCk5RAIC5+9KsunZr2XFXStzrgu1rFsiY8hv15uKKCICv7e3s0YsvHdPRvmFJynaP7Rsa1849XXrxpWMk7kXkleNsjQcA5NbTq5wbwb3xhE5dvuZ1OLgHbhO6bWvK+7qApB2Ar+1ob1EsGlZ8bEqS9H7vkE5cHNHOPV3qjScUi4a1o73F4yghSReGxnX84oiM4eQMAMid2qoKPbVyniS6yJeSnsExnbmSUChotDXTVLhckbQD8LXWSI327e5QLBqWJFlJP/5vOrMJ+77dHWqN1HgbJCTNbIHbEGtStLY8R7oAAPLj+XXODfqXSdpLhntdsLktqrqqCo+j8RZJOwDfcxP3QKYUKpW2CgUNCXuRcU/OX1zLKjsAILfcc8uH54Z0eWTC42hwN9yt8dvZfUfSDqB8lHMDk2I3PpXS258OSpK++OBCj6MBAPjNwoZqPbo0ImmmfwqK19jktA6cjkuiZE4iaQdQBtymc7NntCdTVjv3dKlvaNzDyOB6+9NBTU6n1Rqp0eqFdV6HAwDwoefXMvqtVLz96aCmUmnFomGtnF/rdTieI2kH4Gtuwu7WsD+/zjlh11dXqDeeIHEvEj+atTWeHREAgHxw69o7Px3U2OS0x9Hgdl476Uz72b5mPtcFImkH4HP7u/uvazr3T9YvkSTVVQUVi4bVG09of3e/x1GWN2utXj3hrHo8y6g3AP9/e3ceH2V173H8cyZ7gCSEnUAgyG5kqYqAqGD14r60LqXVqrjUtnq7Xe3VVuvFtrbaW7tobamilV6XalsXXNBaQKIgggJGQFmCgUAgISQhZCGZOfePmYmTjWTCTJ5Zvu/X63lBZp6Z/OYQcp7fc875HZEwGTuoN7nZ6Rxp8rBya7nT4UgHrLWfb/Wm6wIA4rsMn4jEvPmz8gDv1m85WWn0TU8iNcnF3qoGHr/uJIrKapvPEWd8vKeafdUNpCcnMH1UP6fDERGRGGWM4awJg1j0ThFvbtrHOdryNSJ9su8Qe6vqSU1yMUPXBYBG2kUkDsyflddcJT49OZEzxg4A4MPPKpWwRwB/1fhZo/uTmpTgcDQiIhLLzp7oLXb67y37aHJ7HI5G2uO/Lph5nK4L/JS0i0jc8d9Zf03T4iPCW9rqTUREesjJI/uSmZbEwdpGPiiudDocacfyLZ+vZxcvJe0iEnfOHD+IpATD1v01bNtf43Q4cW3/oXo27PJeNGkfVhERCbfEBFdz/ZQ3N+nmfaSpqm1kXfFBQFu9BVLSLiJxJzMtiZnH9Qdg6cfqsJ3kv5s+eVgmAzNSHY5GRETigX+K/Jub9mGt7eRs6Ulvby3D7bGMGdib4dnpTocTMZS0i0hc8k+Rf11T5B31VnPV+EEORyIiIvHi9LEDSE5wsfNALdvLNOMukizzVY2fo6rxLShpF5G4dPbEQbgMfFRSxe6DtU6HE5camtzNW+5oPbuIiPSU3imJzDjOW5X8zU37HY5G/Dwey4rm/dl1XRBISbuIxKX+vVM4eWQ2AEs/3udwNPFhUUERJZV1zV+/t6OC2iNu+vdOZk3RAQcjExGReHNW8xR5zbiLFBtLqjhw+Ai9UxI5aWRfp8OJKEraRSRufT5Ffq/DkcS+RQVFLFiyiXkLVzcn7m9t9t4sqW/0sGDJZhYVFDkZooiIxJGzfDO8PtxVSdmhBoejEYBlvt1kThvTn6QEpamB1BoiErfmHu9N2td+dpD9h+odjia2zc0fTG52OsUVtcxbuJrdB2tZ6hvdqGloIjc7nbm+mygiIiLhNiQzjRNyMrHWu2e7OG+51rN3SEm7iMStoVlpTB6ehbXeCrISPjlZaTx90/TmxH32A8sprfKObAzv630uJyvN4ShFRCSeBFaRF2eVHWpgw+4qAGaP1f7srSlpF5G4dq6qyPcYf+KelGBo8ni32DHAM9+YoYRdRER6nD9pX7m1nLojboejiW8rPvUWoMvPydAWsO1Q0i4icc0/RX7V9gNU1h5xOJr44zLG6RBERCROjR/ch5ysNBqaPKzcWuZ0OHHNv9Xbmaoa3y4l7SIS1/L692L84D40eSxvbda2L+FUUlnHvIWraXTb5sfc1rYoTiciItJTjDHNo+3/2qwp8k5pdHt42zfSPlvr2dulpF1E4p6/ivxrmiIfNv6Evbiilsy0JACm5WW3KE6nxF1ERHqaP2l/a/N+3B7bydkSDh98dpBD9U1k90pm8rAsp8OJSEraRSTu+ZP2t7eWcbihyeFoYtPSwlKKK2rJzU4nMy0RgCtPGt6iON1S3TQREZEeNi0vmz6piRw4fIQPiw86HU5cWvaJd5T9jLEDSHBp2Vx7wpq0G2P6GmMWG2OqfMdiY0yHt0+MMSONMbaD4/KA89p7/uZwfhYRiV3jBvVhZL90jjR5WP6J1rSFw/xZedx9wUTuuWgixRV1pCS6mJs/uLk43d0XTGT+rDynwxQRkTiTlOBijm8d9ZuaIu8I//7ss8epanxHwj3S/hQwBTjHd0wBFh/l/F3AkFbHT4DDwGutzr2u1Xl/CWXgIhI/jDGckz8EgNcK9zocTeyaPyuPVdsPAHDWxEH0TvGOuOdkpSlhFxERx2jrN+eUVNbxyb5DuAycPkZJe0fClrQbYybgTdRvsNaustauAm4ELjDGjGvvNdZat7W2NPAALgWetdbWtDq9stW5WgwpIt3mnyK/bMt+6hu17Us4uD2WlzbsAeDiyUMdjkZERMTrjHEDSEow7Cg7zPay1imHhNNyX9X4qbl96dsr2eFoIlc4R9pnAFXW2vf8D1hrVwNVwMyuvIEx5kS8o/OPtfP0Q8aYcmPM+8aYm40xHX4WY0yKMSbDfwB9gvokIhLzJuVkMiQzlcNH3LyzrdzpcGLSmqIK9lU3kJGayBmaAhcztBRORKJdRmoS00f1A+BfGm3vUf6p8WeqavxRhTNpHwy0t3/Sft9zXXE9sNla+26rx+8CLgfOAp4B/he48yjvcwfemwX+Y3cXv7+IxAmXyzTv2a4q8uHx0oYSAM47YQgpiQkORyMhpKVwIhL1tPVbz6tvdPPONu+yOa1nP7qgk3ZjzD1HuUPuP07ynd7evgmmg8dbf5804Ku0M8purf2pb8r9emvt/wJ3A7cd5e3uAzIDjmGdfX8RiT/+KfL/2ryPRrfH4WhiS0OTm1c2eusFXDRFU+NjhZbCiUis+OIEb9K+7rODHKhpcDia+LCmqIK6RjeDMlKYOCTD6XAiWndG2h8CJnRyFAKlwKB2Xj8A6MotrMuAdODJLpy7GsgwxrT3/bDWNlhrq/0HcKgL7ykicaawpIqstCQqaxtZU1TR/HhJZR2LCoocjCz6rfikjOr6JgZnpHJKXj+nw5HQiZilcCIixyInK43jh2bgsfDWlvYmC8uxWlRQREnl5/del/nWs08bmc3j7+x0KKrokBjsC6y15UCnCz6NMauATGPMNGvtGt9jp+Ad6W493b091wMvWWu7sv/SVKAeqOzCuSIibSwqKOKnr2ymd4p32vZrhXs5dXR/SirrmLdwNcUVtQCqct5NL/oK0F04eYj2YI0t4V4K9xZQB3wR71K4/sBP23sTY0wKkBLwkOrXiEhQzp44iI/3VPOvTfu44qThTocTUxYVFLFgySaeeHcnT980nZystOb17Kt2HOBl32w8XWe1L2x3rK21m4HXgT8bY6YbY6YDfwaWWGs/ATDG5BhjthhjpgW+1hgzGjgdeLT1+xpjLjTG3GiMyTfGHGeMuQH4GbDQWqu5LCLSLXPzB5ObnU5Ng7dy/KsflbKrorY5Yc/NTmdufldzEAlU09DUXNjn4ik5DkcjXRGlS+FUv0ZEjslZvinyK7eWayeZEPNfZxX7rq1W7zjAzgPeAZHymiO6zupEuKeZfQ34CHjDd2wErg54PgkYh3cafKD5QInvNa01At8CVvne7zt4O/IfhDJwEYkvOVlpPH3TdIb3TQOg4vAR5vxqeXPC7r8rLMF74+NSGpo8jBrQi+OHas1alIi6pXCofo2IHKPjh2YwNDOVukbtJBNq/ussf+L+1T+vbn5O11mdC2vSbq2tsNZeZa3N8B1XWWsrA57faa011trlrV53p7V2uLW2TSUoa+3r1tqp1to+1tpe1toTrLW/tdY2hfOziEjsy8lK45lvzMD4Zm83eSxJCUYdyTF6Yb1/b/YcjNHU+GhgrS231m7p5KjHewM9M3DGnFNL4VS/RkSOlTGGs3xV5N/U1m8h50/ckxIMHt9cLJdB11ldoIIuIiKtuJRYhkzZoYbm0YqLVTU+5mgpnIjEms+3ftuPx9PpKh/phsBm1TVX1yhpFxHx8Redcwf0Jo1uy7yFq1tUO5Wue/Wjvbg9lsnDsxjZv5fT4Uh4aCmciMSMU/L60SclkfKaBtbvVo3rUCqprOPyP77bfJ3lMt5ZjbrO6pySdhERaFElPjc7naum5wKQmuRqLpqiDiV4L64vAeDiyRplj1VaCicisSQ50cUZ4wYAmiIfSv7rrD2V9QBMHJLB8v+a3aI4na6zOqakXUQEWFpY2qLo3PWzRgHQ0OhhaFYqxRW1LC0sdTjK6FJ8oJYPiitxGbhg0hCnwxEREemS5inyStpDxn+dBZCSaHjoq1PJ7derRXE6XWd1LOh92kVEYpF/X9C5+YObi6FMH5XN6h0VnJs/hJysNO0dGqSXNnhH2Wce15+BGakORyMiItI1s8cNJNFl2Lq/hp3lh7W8KwROH9ufBJfB7bH8+PyJjBrQG/i8ON3SwlJdZx2FRtpFRHzmz8prUb103jTvFPnXC0u5ZuZIh6KKTtbaz6vGqwCdiIhEkcy0JE4ZlQ3AvzZrtP1YNbo9fO/ZDbg9ltPHDuCq6SNaPK+Bkc4paRcR6cDc4weTmZZESWUdBdqvNSib9x5i2/4akhNdzM0f7HQ4IiIiQTlrgneK/BuaIn/Mfv/WVj4qqSIzLYkHLpuk7V+7QUm7iEgHUpMSuHRqDgDPrCl2OJro8qJvavwXxw8kIzXJ4WhERESC40/a1+6soOLwEYejiV4fFh/k4eXbAfjpJfkM0nK5blHSLiJyFFeePBzwVpAtr9H20O1ZVFDUouKrx2N52Tc1vneqSqeIiEj0eXPTPo4b0AuPhWVb9jc/XlJZx6KCIgcjix61R5r4/t+80+IvnjKUC7WTTLcpaRcROYoJQzKYPDyLJo/l7+t2Ox1OxFlUUMSCJZtabNXy/s4K9lTVY4Dn1u7WxY2IiEQVf99Wdsh7s96/9Zt/27IFSzapb+uC+17dQlH5YQZnpLLgonynw4lqStpFRDoxzzfa/uz7u7DWOhxNZJmbP7jNHqtP+ZYSWCA3O11r2kVEJKr4+7bq+iYAln+6nx1lNcxbuLp5e1j1bUe34tMyFq/+DIBfXT6ZzHQtlTsWStpFRDpxweShpCcnsKP8MGuKKpwOJ6L4t2rxJ+6zH1jGi76p8QP7pPD0TdNbVOQXERGJdIF9G0B9o4ezH3y7OWFX33Z0lbVHuO25DQBcO3Mks8b0dzii6KekXUSkE71TErnItw7r2fd3ORxN5PFf3CQlGBrdn89E+Ps3Z+qiRkREopK/b3P5Cp27PZakBKOEvRPWWn70QiH7DzUwakAvfnjOeKdDiglK2kVEusBfkO6Vj/ZSVdfocDSRz2XA5dKWLiIiEt0CtyfzaIVcp17asIdXNu4lwWV48IoppCUnOB1STFDSLiLSBVOGZzFuUB8amjy8uL7E6XAiir8wT+Aou8fSojidiIhINPH3bW6PxQSMtn/5D++qb+vA3qo67nqhEIBbzxzN5OFZDkcUO5S0i4h0gTGGr0zzjrY/vUYF6fz8FzXFFbX0TvFu7zZrdL82xelERESiRWDflpudzr9/cAZfyPUmoKXV9Vz+RyXurXk8ltue20h1fROTh2fx7TmjnQ4ppihpFxHpokun5pCc6GLz3mo+KqlyOpyIsLSwlOKKWob1TaPR7Qbg23PGtChOt7Sw1OEoRUREus7ft/mLzuX1783j101jVP9eAOyprOfFDzXrLtCTq3ZSsK2c1CQXD14xmaQEpZmhpNYUEemirPRkzvVt8fKMCtIBMH9WHndfMJHzTxhCQ5Pl+KEZTB+V3VzA5+4LJjJ/Vp7TYYqIiHSZv28LLDqXmZbEX284hQG9UwBY/mkZ9Y1uJ8OMGNv213Dfa1sAuPO8CYwa0NvhiGKPknYRkSD4C9K9tH4PhxuaHI4mMnxtei7/8I043HBaXnPRnpysNCXsIiISlebPymtTJX5oVhpPXj+NPimJrCmq4AfPbcAT59XpGt0evv+39TQ0eThtTH+unj7C6ZBikpJ2EZEgzBjVj5H90qlpaOKVj/Y6HU5EeHnDXsoONTA4I5XzTxjqdDgiIiJhM2FIBn+8+kQSXYZXNu7lvtc2Ox2Sox769zY27q4iMy2JBy6b3KLavoSOknYRkSAYY5qnfT2zprjFcyWVdSwqKHIiLMdYa3l05Q4Arpk5kuREdSsiIhLbTh3dn/svmwTAn1cW8fg78dX3+63fVclDy7YBcO8l+QzOTHU4otiV6HQAIiLRZFFBEf/esh+AD4or+XTfIcYO6tOi0iwQN9PC391+gC2lh0hLSuCr03KdDkdERKRHfOkLw9hbVc8DSz9hwZJNDMlM5Zz8IU6H1WPqjrj5/rPrcXssF04eykWTNdMunDQkIiIShLn5g8nNTm/++tGVRW22hpnrK1YXD/yj7FecNIzM9CSHoxEREek535p9HF87JRdr4TvPrGftzgqnQ+ox9722mR3lhxmckcq9Fx/vdDgxT0m7iEgQ/FXRB/TxVo/929pdzH5gWYutYVoXrolV2/YfYtknZRgD150aHzMLRERE/Iwx/M9Fx/PF8QNpaPJww5Nr2V5W43RYYff2p2U8ueozAB64fBJZ6ckORxT7lLSLiAQpJyuNf3xzZvPXjW5LUoKJq4Qd4LGCnQCcPWEQI31714qIiMSTxAQXv//qVCYPy6SytpFrH19D2aEGp8MKm8raI9z2/AYArpkxgtPGDHA4ovigpF1EpBtcLoMrjgukHqhp4B8f7AbghtNGORyNiIiIc9KTE3ns2pPJzU5nV0Ud8594P2a3hb3rxY/ZV93AqAG9+O9zJzgdTtxQ0i4iEiT/GvbArVkb3ZZ5C1dTUlnnXGA96P/eK6ahycOkYZmcPLKv0+GIiIg4qn/vFP4yfxp905P4qKSKW576gCa3x+mwQurF9SW8vGEPCS7Dg1dMIS05wemQ4oaSdhGRILQuOneDr0p8ostQXFEbF4l7faObJ1ftBOD6WXnak1VERATI69+Lx649mZREF8s+KeOuFwux1nb+wiiwt6qOu14oBOCWOaOZPDzL4Yjii5J2EZEgLC0sbVF07rtnjyW7VzJNHkt2r2SKK2pZWljqdJhh9dL6PZTXHGFIZirnnRA/29uIiIh05gu5ffndvKkYA0+v2cXDvn3Mo5nHY7n9+Y1U1zcxaVgmt5w52umQ4o6SdhGRIMyflcfdF0xsLjrXOyWRb55xHABJCYY7zxsf03u0W2t5tMC7zdt1p44kKUHdiIiISKC5xw/mfy7yboP2qzc+5fl1ux2O6NgsXv0ZK7eWk5rk4sErp6jvd4BaXEQkSPNn5bWoEn/1jBEMykhhX3UDKYmxvb5r5dZyPt1XQ6/kBK48OdfpcERERCLS12eM5BtneAu1/vffN7Jya5nDEXXP9rIa7nttMwB3nDuB4wb0djii+KSkXUTkGKUmJXDLmWMAeGjZNuqOuB2OKHQWFRS1WKP/aEERAOdNGsLfo3zkQEREJJx+OHc8F00eSpPH8s2/fsCmPdVOhxSURreH7z+7nvpGD6eN6c/V00c4HVLcUtIuIhICV540nGF90yg71MBfVu10OpyQWFRQxIIlm5qL631Seoi3Py3DAO9sLWfBkk0s8iXxIiIi0pLLZXjg8klMH5VNTUMT1z2xJqqK1T68bBsbdleRkZrIA5dNxhXPe906TEm7iEgIJCe6+O5ZYwH444rtVNc3OhzRsZubP5jc7PTmqvi/f2sr4J1ZsKeqntzsdObmD3Y4ShERkciVkpjAn64+ibGDerOvuoFrF62hqjbyrxE27Krk9//2FtG795J8BmemOhxRfFPSLiISIpdOzeG4Ab2orG3ksZXRPwKdk5XG0zdNb07cl3y0F4C6Rndz9fzAtf0iIiLSVmZaEo9fN41BGSls3V/DTYvX0tAUuUvp6o64+d6z63F7LBdMGsLFU3KcDinuKWkXEQmRBJfh+2ePA+CxgiIqDh9xOKJj50/cA2fEJSUYJewiIiJByMlK4/Frp9E7JZH3iir4r+c24vFE5h7uv3htMzvKDzMoI4WfXpLvdDiCknYRkZA6N38wE4dkUNPQxB9XbHc6nJD4aHclEXpdISIiEjUmDs3gj1edSKLL8PKGPfxy6RanQ2pj5dYy/rLqMwDuv2wyWenJDkckoKRdRCSkXC7DbXO9o+1/eXcn+6rrHY7o2OwsP8ytT38IgDHeUfZGt20uTiciIiJdN2tMf+6/bBIAf1qxg7+8u9PZgAJU1TZy23MbAfj6jBGcMXaAwxGJn5J2EZEQmz1uACeO6EtDk4eHfEVcolFJZR0XP/wOjW6Ly8Art85i+W1zWhSnU+IuIiISnC99YVjzDf57Xv6Y1wtLHY7I664XCymtrmdU/17cce4Ep8ORAEraRURCzBjD8UMzAHjm/WJ2VdQ2P1dSWRc126Q9/V4xVXXeCrc/Pn8CE4dmtilOtzRCLjRERESiybdmH8e8ablYC9955kPWfXbQ0Xhe3rCHlzbsIcFl+PWVU0hLTnA0HmlJSbuISIgtKijiyVWfkZrootFt+a1vq7SSyjrmLVwdFfubW2tZv6sSgJNH9uW6U/Oan/Mn7ndfMJH5s/I6egsRERHpgDGGey8+njPHD6ShycMNf3mfHWU1jsRSWlXPj18oBODbc0YzZXiWI3FIx5S0i4iEmH9/8/omDwB/X7ebd7aVM2/haooraqNif/MX1pdQsK2clEQXv7p8MsaYFs/nZKUpYRcRETkGiQkuHvrqVCYNy+RgbSPXPv4+5TUNPRqDtZUEgq4AABQ2SURBVJbbnt9AVV0jk4ZlcuuZo3v0+0vXKGkXEQmxwCnkABa46rH3mhP2SN8u7eDhI9y7ZDMA//nFMYzo18vhiERERGJTenIij11zcvOys+ufeJ/aI0099v0Xr/6MlVu9N+l/fcUUkhKUHkYi/auIiISBP3FP9G1wbi0kuqJjf/Ofv7qZisNHGDeoDzedPsrpcERERGLagD4pPHHdyfRNT2LD7ipufepDmtyesH/f7WU1/PxV7036O84dz+iBvcP+PaV7lLSLiIRR4KzyJo+lqvaIc8F0wartB3hu3W4Afv6lfN1xFxER6QGjBvTm0WtOJiXRxVtb9nP3Sx9jrQ3b92tye/j+3zZQ3+hh1uj+fH3GyLB9Lzl2uhoTEQkDf9G5RrdtHm0H+NIf3qX4wGEHI+tYfaObH/3zIwC+dkouJ47IdjgiERGR+HHiiL789itTMQaeeq+YPyzfHrbv9fCy7WzYVUlGaiIPXD4Jl8t0/iJxjJJ2EZEQ8yfs/jXsK26fw+L50zBAfZOH839f4Pj+5osKitrE8Mjy7ewoP0yvlARuP2e8Q5GJiIjEr3PyB3PPhccD8MDST/jHB7tD/j027q7kd//27mxz7yX5DMmM7GV7oqRdRCTklhaWtik6d9rYAdx7ST4Ah+qb+NXSTxyLb1FBEQuWbGLewtXNifu2/TX8Ydk2AA43uPn7utBfJIiIiEjnrpk5km/4asrc/vxGCraWh+y96464+d6z63F7LOdPGsJFk4eG7L0lfJS0i4iE2PxZedx9wcQ2Reeumj6Cr8/IBeC1wr0UllQ5Ep9/S7riilrmLVzNropafvDceho93rVz0bAlnYiISCz74TnjuXDyUJo8lpv/uo7Ne6tD8r6/fH0L28sOM7BPCj+7JL/Nlq4SmZS0i4iEwfxZee1Wif/JhfnMHjeA+kYP31i8jorDPV+YLnBLuuKKWmY/sJwNu7w3EIZmpUZFhXsREZFY5nIZfnX5JE7Jy6amoYnrHn+fPce4tG7l1jKeeHcnAPdfNoms9OQQRCo9QUm7iEgPSnAZfvuVqYzsl05JZR23PPVBj2zr0lrglnRuX3Val4Hnbp6phF1ERCQCpCQmsPDqkxgzsDel1fVc+/gaquoau/VeVbWN3PbcRgCunj6C2eMGhjJUCTMl7SIiPSwzLYmFXz+JXskJvLv9AD/6Z2Gbc0oq61hUUBTWODbvqabJ8/l2MgmqHCsiIhJRMtOTeGL+NAb2SeHTfTV8Y/FaGprcQb/P3S8VUlpdT17/XtxxnorNRhsl7SIiDhg7qA/nTRoCwLNrd7GoYEfzc/7q8wuWbApb4v73dbu48cm1ABgg0WVodNsWxelERETEeTlZaTx+3cn0Tklk9Y4Kbn9+Ix5P1/dwX7JxDy+u30OCy/DrKyaTnpwYxmglHJS0i4g45LtnjSUj1dtxLliymX9v2ddmu7hwFIR7dOUOfvDcRiyQmuTije+dzorb57QoTqfEXUREJHIcPzSTR676Aokuw4vr9/DAG13bhWZfdX3zjL5vzz6Oqbl9wxmmhImSdhERh+RkpfHKf55GapL3V/H8J9Zyxv3L2mwXFyrWWh5Zvp2fvrIZgPTkBF7/zumMGdSnTXG6pYWlIfu+IiIicuxOGzOAX3x5EgCPLN/O4lU7j3q+tZbbnt9IVV0jJ+RkcusXx4Q/SAkLJe0iIg4anp3OC98+tfnrJo8l0WW6nbAvKihqd5R8V0UtV/5pNb98fQsAM4/rx9Lvns7I/r2az/En7ndfMJH5s/K68WlEREQknC47cRg/OHssAD956WPe+Ljjm+x/Xf0Zb39aRkqiiwevnExSglK/aKV/ORERh/VJTSIxoAhck8fy19WfUd8YXKGZRQVFLFiyqc309h1lNcz9zdus2VkBwF0XTOSpG6czPDu9zXvkZKUpYRcREYlgt5w5mnnThuOx8J/PfMiHxQfbnLOjrIafveqdWffDc8YzemCfng5TQkhJu4iIg/xr2Js8tkX19keWb+f0+5fxt7W7cHtshyPogVXm5+YPbrMu/ZPSas797Upqj3hvANxz0fFcr6RcREQkahljuPfifOaMG0B9o4drH3+fneWHm59vcnv49lMfUt/o4dTR/bh25kjngpWQCGvSboz5kTHmXWNMrTGmsouvMcaYe4wxe4wxdcaY5caY41ud09cYs9gYU+U7FhtjssLzKUREwqN10bm3b5/Dytvn0K9XMgD7DzVw+/MbmXHfW+2OoLeuMt96XfoZ9y9j7m9W0tDkwQC/+8oUddwiIiIxIDHBxSl5/QCoqmvka4+u5kBNAwC/eG0Lm/dWA3DSiGxc2tI16oV7pD0ZeA54JIjX3A58H7gFOBkoBd40xgTO6XgKmAKc4zumAItDEbCISE9ZWljapujc8Ox0Xrp1FsP7etezpya52H/I2wkXV9TypT+8Q0llXZuE/7Qx/fmg+CArPinjpJF9MdBiD/ZF153ERVNynPiYIiIiEgYXThnaXP+mpLKeqx5bw6sb9/KobwZev17JXHHycCdDlBAx1nZ9j79ufxNjrgV+Y6096mi4McYAe3zn/tL3WAqwD/ihtfZPxpgJwCZgurX2Pd8504FVwHhrbaf7HxhjMoCqqqoqMjIyjuGTiYgcm0UFRczNH9ym6FxJZR1LC0v58heG8YcV21hUUESj2/v72hhwGYPbY0lLSqBfryRKqurp6Nd5osuw4vY5Ia1EL6FXXV1NZmYmQKa1ttrpeKKd+noRiQcllXVc9si77K2qb/F4enICb3zvdIb1bVu/RpzT3b4+0ta05wGDgTf8D1hrG4AVwEzfQzOAKn/C7jtnNVAVcE4LxpgUY0yG/wBUiUFEIsL8WXntJtP+gnCZ6Uncce4EVtw2h/NP8O7Zbi24faPodY1udld6E/aBfVKYlpfdvPd7osuQlGBo8ljtvS4iIhKDcrLSeP6bM1sUtAV4/uYZSthjSKQl7YN9f+5r9fi+gOcGA/vbee3+gHNauwNvUu8/dh9bmCIiPWtoVhp3nj+xRadsDNx65mj+74ZTWPfjs/jnt0+ltKqe6vomcrPTWXH7HJbfNqdNcTqRUFL9GhER55mAnD3BZchMT3YuGAm5oJN2XydrOzlOOsa4Wk/yNK0ea28SaOtzAt0HZAYcw44xPhGRHhVYZT4pwTuCbi28uH4PI/v3ol/vlHbXyLcuTre0sOP9XEW6SfVrREQc4r8+aHR/fn3g1gy7mJPYjdc8BDzTyTk7u/G+4O20wTtivjfg8YF8PvpeCgxq57UDaDtCDzRPsW/wf22MKiiKSPRoXXTu6ZumAzQ/Nm/hap6+aXrz/uqt18j7E/elhaXag11Czlr7E2iuX9MpX/2a7wI/s9b+w/fYNXj78K8C/vo159Cyfs2NwCpjzLiu1K8REYl1Xb0+UE2b6Bf0SLu1ttxau6WTo77zd2pXEd6k/Gz/A8aYZOAM4F3fQ6uATGPMtIBzTsE7gv4uIiIxJpgR9M7WyItEgLDUrxERiTeaYRc/ujPS3mXGmFwgG8gFEowxU3xPbbPW1vjO2QLcYa39p7XWGmN+A9xpjNkKbAXuBGrxTpPDWrvZGPM68GdjzDd877cQWKI77yISizSCLjHmaPVrRgScE1T9Gt9uMykBD6norIjENF0fxI+wJu3AAuCagK8/9P05B1ju+/s4vKPkfvcDacAfgL7Ae8B/WGsPBZzzNeB3fH6X/iW86+JERGJSR52uRtAlHIwx9wA/6eS0k621a4/h24S6fs0ddB6ziEhM0fVBfAhr0m6tvRa4tpNzTKuvLXCP7+joNRXAVccan4iIiLQr6urX4C06++uAr/ug3WJERCQGhHukXURERKKMtbYcKA/T2wfWr/kQWtSv+aHvnOb6NdbaNb5zjlq/RkVnRUQkVkXaPu0iIiISRYwxub6aNc31a3xH74BzthhjLoXmGXX++jWXGmPygSdoVb8G8NevmW6MmQ78GdWvERGROKSRdhERETkWql8jIiISRsZ7wzu+GGMygKqqqioyMjKcDkdERITq6moyMzMBMq211U7HE+3U14uISKTpbl+v6fEiIiIiIiIiEUpJu4iIiIiIiEiEUtIuIiIiIiIiEqGUtIuIiIiIiIhEKCXtIiIiIiIiIhFKSbuIiIiIiIhIhFLSLiIiIiIiIhKhlLSLiIiIiIiIRCgl7SIiIiIiIiIRSkm7iIiIiIiISIRS0i4iIiIiIiISoZS0i4iIiIiIiEQoJe0iIiIiIiIiEUpJu4iIiIiIiEiEUtIuIiIiIiIiEqESnQ7ASdXV1U6HICIiAqhPChe1q4iIRIru9knGWhviUCKfMSYH2O10HCIiIu0YZq0tcTqIaKe+XkREIlhQfX28Ju0GGAocCsHb9cF7UTAsRO8XD9RmwVObBU9tFjy1WfBC3WZ9gD02HjvnEAtxXw/6/xEstVfw1GbBU5sFT20WPMf7+ricHu9roJCMYnivCQA4ZK3VHLwuUJsFT20WPLVZ8NRmwQtDm6ndQySUfT3o/0ew1F7BU5sFT20WPLVZ8CKhr1chOhEREREREZEIpaRdREREREREJEIpaT92DcD/+P6UrlGbBU9tFjy1WfDUZsFTm8UP/VsHR+0VPLVZ8NRmwVObBc/xNovLQnQiIiIiIiIi0UAj7SIiIiIiIiIRSkm7iIiIiIiISIRS0i4iIiIiIiISoZS0i4iIiIiIiEQoJe1dYIz5ljGmyBhTb4xZZ4w5rZPzv2yM2WSMafD9eWlPxRopgmkzY8yNxpiVxpiDvuNfxphpPRlvJAj25yzgdV8xxlhjzAvhjjHSdOP/ZpYx5mFjzF7fazYbY87rqXgjQTfa7LvGmE+MMXXGmF3GmAeNMak9Fa+TjDGnG2NeNsbs8f0fu6QLrznD1671xpgdxpibeyJWCQ3198FRXx889fXBU18fPPX1XRctfb2S9k4YY64EfgP8DJgKrAReM8bkdnD+DOBZYDEw2ffn34wxp/RMxM4Lts2A2cDTwBxgBlAMvGGMyQl/tJGhG23mf90I4Fe+8+NKN/5vJgNvAiOBy4BxwI1ASU/EGwm60WZfA36Bd5uTCcD1wJXAfT0SsPN6ARuAW7pysjEmD3gVb7tOBX4O/M4Y8+WwRSgho/4+OOrrg6e+Pnjq64Onvj5oUdHXa8u3Thhj3gM+sNZ+M+CxzcAL1to72jn/WSDDWntuwGOvAwettfN6ImanBdtm7bw+ATgI3GKtfTJ8kUaO7rSZr51WAI8DpwFZ1tpO7w7Gim7837wZuA0Yb61t7LlII0c32uwhYIK19osBj/0vMM1a26XRoVhhjLHApdbaDke5jDG/BC6y1k4IeOyPwGRr7YweCFOOgfr74KivD576+uCprw+e+vrui+S+XiPtR+G7W3ci8Earp94AZnbwshntnL/0KOfHlG62WWvpQBJQEcLQItYxtNndQJm19rFwxRaputlmFwGrgIeNMfuMMYXGmDt9F0Qxr5ttVgCc6J/CaowZBZwHvBKuOKNcR7//TzLGJDkQj3SR+vvgqK8Pnvr64KmvD576+h7hSF+fGK43jhH9gQRgX6vH9wGDO3jN4CDPjzXdabPWfoF3GtO/QhhXJAu6zYwxp+KdvjQlvKFFrO78nI0CzgT+D29nNAZ4GO/vwQXhCTOiBN1m1tpnjDEDgAJjjMHbVo9Ya38R1kijV0e//xPxtv/eHo9Iukr9fXDU1wdPfX3w1NcHT319+DnS1ytp75rWawhMO48dy/mxqFttYIy5HZgHzLbW1ocjsAjWpTYzxvQB/grcaK0t74nAIlgwP2cuYD9wk7XWDawzxgzFO40uHjpyvy63mTFmNvAj4FvAe8Bo4LfGmL3W2nvDGWQUa69923tcIpP6++Corw+e+vrgqa8Pnvr68Orxvl5J+9GVA27a3pkaSNs7LH6lQZ4fa7rTZgAYY/4LuBM4y1q7MTzhRaRg2+w4vAVWXvbeEAV8S12MMU3AOGvt9rBEGjm683O2F2j0deJ+m4HBxphka+2R0IcZUbrTZvcCi621j/q+/sgY0wtYaIz5mbXWE55Qo1ZHv/+bgAM9H44EQf19cNTXB099ffDU1wdPfX34OdLXa037Ufj+Y68Dzm711NnAux28bFU75//HUc6PKd1sM4wxtwF3AedYa9eGL8LI04022wKcgHe6nP94CVjm+/uusAUbIbr5c/YOMNoYE/h7byywNw468e62WTrQurN2472jbNqeHvc6+v2/Nl4LIkUL9ffBUV8fPPX1wVNfHzz19T3Cmb7eWqvjKAfeLQ+OAPPxboPwIFADjPA9/yRwX8D5M/HeafkhMN73ZyNwitOfJYLb7HagAfgy3jtX/qO3058lUtusndc/gbcqqOOfJVLbDBgOHAJ+j7cDPx/vXecfOf1ZIrjN7gGqga8AeXg7qW3As05/lh5qr958frFsge/5/p7re/4+4MmA8/OAw8Cvfe0739feX3b6s+jo0r+3+vvwtpf6evX1PfFzpr5efX2w7RUVfb3jDRUNB941Hjt9nc064PSA55YDT7Q6/zK8d0iP4J2S8yWnP0Mkt5nvPNvOcY/TnyNS26yd18ZdR96dNsNb8XM1UA9sxztFM8HpzxGpbYZ3CdVPfJ13Hd59lR/Gu+WQ45+lB9pqdge/m57wPf8EsLzVa84APvC1bxFws9OfQ0dQ/+bq78PUXurru/cz1uq16uvV14e8zdTXR0dfr33aRURERERERCKU1rSLiIiIiIiIRCgl7SIiIiIiIiIRSkm7iIiIiIiISIRS0i4iIiIiIiISoZS0i4iIiIiIiEQoJe0iIiIiIiIiEUpJu4iIiIiIiEiEUtIuIiIiIiIiEqGUtIuIiIiIiIhEKCXtIiIiIiIiIhFKSbuIiIiIiIhIhFLSLiIiIiIiIhKh/h+Bv/4p3OX7dQAAAABJRU5ErkJggg==\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": 8,
|
|
"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": 9,
|
|
"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": 10,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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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": 11,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"def gen_filename(simulator, nx):\n",
|
|
" return \"smooth1d_\" + str(simulator.__name__) + \"_\" + str(nx) + \".npz\""
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 12,
|
|
"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",
|
|
"\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",
|
|
" h = h[ghost_cells, ghost_cells:-ghost_cells]\n",
|
|
" hu = hu[ghost_cells, ghost_cells:-ghost_cells]\n",
|
|
" hv = hv[ghost_cells, ghost_cells:-ghost_cells]\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": 13,
|
|
"metadata": {
|
|
"scrolled": false
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"LxF simulated 1.000000 seconds to 1.000000 with 1 steps in 0.001001 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 0.000997 seconds\n",
|
|
"WAF simulated 1.000000 seconds to 1.000000 with 2 steps in 0.001004 seconds\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Completed warmup in 1.6321158409118652 s\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"LxF simulated 1.000000 seconds to 1.000000 with 1 steps in 0.000000 seconds\n",
|
|
"LxF simulated 1.000000 seconds to 1.000000 with 1 steps in 0.000000 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 0.001001 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 0.002003 seconds\n",
|
|
"LxF simulated 1.000000 seconds to 1.000000 with 42 steps in 0.005004 seconds\n",
|
|
"LxF simulated 1.000000 seconds to 1.000000 with 83 steps in 0.004001 seconds\n",
|
|
"LxF simulated 1.000000 seconds to 1.000000 with 165 steps in 0.009007 seconds\n",
|
|
"LxF simulated 1.000000 seconds to 1.000000 with 1314 steps in 0.375317 seconds\n",
|
|
"FORCE simulated 1.000000 seconds to 1.000000 with 1 steps in 0.000000 seconds\n",
|
|
"FORCE simulated 1.000000 seconds to 1.000000 with 1 steps in 0.000000 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 0.000000 seconds\n",
|
|
"FORCE simulated 1.000000 seconds to 1.000000 with 6 steps in 0.001002 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 0.003032 seconds\n",
|
|
"FORCE simulated 1.000000 seconds to 1.000000 with 42 steps in 0.010003 seconds\n",
|
|
"FORCE simulated 1.000000 seconds to 1.000000 with 83 steps in 0.011007 seconds\n",
|
|
"FORCE simulated 1.000000 seconds to 1.000000 with 165 steps in 0.018011 seconds\n",
|
|
"FORCE simulated 1.000000 seconds to 1.000000 with 1314 steps in 0.515407 seconds\n",
|
|
"HLL simulated 1.000000 seconds to 1.000000 with 1 steps in 0.001002 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 0.001001 seconds\n",
|
|
"HLL simulated 1.000000 seconds to 1.000000 with 11 steps in 0.001997 seconds\n",
|
|
"HLL simulated 1.000000 seconds to 1.000000 with 21 steps in 0.005004 seconds\n",
|
|
"HLL simulated 1.000000 seconds to 1.000000 with 42 steps in 0.005004 seconds\n",
|
|
"HLL simulated 1.000000 seconds to 1.000000 with 83 steps in 0.010003 seconds\n",
|
|
"HLL simulated 1.000000 seconds to 1.000000 with 165 steps in 0.048037 seconds\n",
|
|
"HLL simulated 1.000000 seconds to 1.000000 with 1314 steps in 0.688552 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 0.001002 seconds\n",
|
|
"HLL2 simulated 1.000000 seconds to 1.000000 with 2 steps in 0.001008 seconds\n",
|
|
"HLL2 simulated 1.000000 seconds to 1.000000 with 4 steps in 0.002000 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 0.001000 seconds\n",
|
|
"HLL2 simulated 1.000000 seconds to 1.000000 with 22 steps in 0.019014 seconds\n",
|
|
"HLL2 simulated 1.000000 seconds to 1.000000 with 42 steps in 0.004003 seconds\n",
|
|
"HLL2 simulated 1.000000 seconds to 1.000000 with 84 steps in 0.019013 seconds\n",
|
|
"HLL2 simulated 1.000000 seconds to 1.000000 with 166 steps in 0.018034 seconds\n",
|
|
"HLL2 simulated 1.000000 seconds to 1.000000 with 1314 steps in 1.089038 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 0.001001 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 0.001002 seconds\n",
|
|
"KP07 simulated 1.000000 seconds to 1.000000 with 6 steps in 0.002001 seconds\n",
|
|
"KP07 simulated 1.000000 seconds to 1.000000 with 11 steps in 0.002001 seconds\n",
|
|
"KP07 simulated 1.000000 seconds to 1.000000 with 21 steps in 0.004003 seconds\n",
|
|
"KP07 simulated 1.000000 seconds to 1.000000 with 42 steps in 0.008005 seconds\n",
|
|
"KP07 simulated 1.000000 seconds to 1.000000 with 83 steps in 0.016012 seconds\n",
|
|
"KP07 simulated 1.000000 seconds to 1.000000 with 165 steps in 0.039027 seconds\n",
|
|
"KP07 simulated 1.000000 seconds to 1.000000 with 1314 steps in 4.052516 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 0.000000 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 0.001003 seconds\n",
|
|
"KP07_dimsplit simulated 1.000000 seconds to 1.000000 with 6 steps in 0.001003 seconds\n",
|
|
"KP07_dimsplit simulated 1.000000 seconds to 1.000000 with 12 steps in 0.002002 seconds\n",
|
|
"KP07_dimsplit simulated 1.000000 seconds to 1.000000 with 22 steps in 0.002979 seconds\n",
|
|
"KP07_dimsplit simulated 1.000000 seconds to 1.000000 with 42 steps in 0.005005 seconds\n",
|
|
"KP07_dimsplit simulated 1.000000 seconds to 1.000000 with 84 steps in 0.008005 seconds\n",
|
|
"KP07_dimsplit simulated 1.000000 seconds to 1.000000 with 166 steps in 0.016010 seconds\n",
|
|
"KP07_dimsplit simulated 1.000000 seconds to 1.000000 with 1314 steps in 0.973015 seconds\n",
|
|
"WAF simulated 1.000000 seconds to 1.000000 with 2 steps in 0.001005 seconds\n",
|
|
"WAF 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",
|
|
"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 0.001002 seconds\n",
|
|
"WAF simulated 1.000000 seconds to 1.000000 with 12 steps in 0.004003 seconds\n",
|
|
"WAF simulated 1.000000 seconds to 1.000000 with 22 steps in 0.003003 seconds\n",
|
|
"WAF simulated 1.000000 seconds to 1.000000 with 42 steps in 0.007004 seconds\n",
|
|
"WAF simulated 1.000000 seconds to 1.000000 with 84 steps in 0.009006 seconds\n",
|
|
"WAF simulated 1.000000 seconds to 1.000000 with 166 steps in 0.016011 seconds\n",
|
|
"WAF simulated 1.000000 seconds to 1.000000 with 1314 steps in 1.356357 seconds\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Completed simulation in 52.75323939323425 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": 14,
|
|
"metadata": {
|
|
"scrolled": false
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.legend.Legend at 0xf9c35e34a8>"
|
|
]
|
|
},
|
|
"execution_count": 14,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
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"text/plain": [
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"<Figure size 1200x800 with 1 Axes>"
|
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]
|
|
},
|
|
"metadata": {},
|
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"output_type": "display_data"
|
|
},
|
|
{
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"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 1200x800 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
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"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": 15,
|
|
"metadata": {
|
|
"scrolled": false
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
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"<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": 16,
|
|
"metadata": {},
|
|
"outputs": [
|
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{
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"data": {
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"text/html": [
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" .dataframe tbody tr th:only-of-type {\n",
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" }\n",
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"</style>\n",
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"<table border=\"1\" class=\"dataframe\">\n",
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" <thead>\n",
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" <tr style=\"text-align: right;\">\n",
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" <th></th>\n",
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" <th>8</th>\n",
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" <th>16</th>\n",
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" <th>32</th>\n",
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" <th>64</th>\n",
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" <th>128</th>\n",
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" <th>256</th>\n",
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" <th>512</th>\n",
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" <th>1024</th>\n",
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" <th>2048</th>\n",
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" </tr>\n",
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" </thead>\n",
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" <tbody>\n",
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" <tr>\n",
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" <th>LxF</th>\n",
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" <td>2.046098</td>\n",
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" <td>1.074325</td>\n",
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" <td>1.834294</td>\n",
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" <td>1.165476</td>\n",
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" <td>1.412700</td>\n",
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" <td>1.432408</td>\n",
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" <td>1.524218</td>\n",
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" <td>1.589650</td>\n",
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" <td>-0.637310</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>FORCE</th>\n",
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" <td>1.843813</td>\n",
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" <td>0.964270</td>\n",
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" <td>1.528037</td>\n",
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" <td>1.060302</td>\n",
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" <td>1.226554</td>\n",
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" <td>1.206903</td>\n",
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" <td>1.225360</td>\n",
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" <td>1.553093</td>\n",
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" <td>1.704214</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>HLL</th>\n",
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" <td>0.959785</td>\n",
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" <td>1.222461</td>\n",
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" <td>1.098614</td>\n",
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" <td>1.175015</td>\n",
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" <td>1.078323</td>\n",
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" <td>1.169317</td>\n",
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" <td>1.385120</td>\n",
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" <td>1.705706</td>\n",
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" <td>0.523056</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>HLL2</th>\n",
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" <td>2.108427</td>\n",
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" <td>2.911967</td>\n",
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" <td>2.415012</td>\n",
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" <td>1.978696</td>\n",
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" <td>0.764850</td>\n",
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" <td>0.089884</td>\n",
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" <td>0.008152</td>\n",
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" <td>0.001766</td>\n",
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" <td>0.001885</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>KP07</th>\n",
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" <td>1.469665</td>\n",
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" <td>1.925327</td>\n",
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" <td>1.846630</td>\n",
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" <td>2.180099</td>\n",
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" <td>2.103188</td>\n",
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" <td>0.758878</td>\n",
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" <td>0.022805</td>\n",
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" <td>-0.018655</td>\n",
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" <td>-0.007395</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>KP07_dimsplit</th>\n",
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" <td>2.133675</td>\n",
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" <td>2.333060</td>\n",
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" <td>2.385194</td>\n",
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" <td>1.974368</td>\n",
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" <td>1.233662</td>\n",
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" <td>0.222392</td>\n",
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" <td>0.038976</td>\n",
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" <td>0.006282</td>\n",
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" <td>0.002569</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>WAF</th>\n",
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" <td>2.095899</td>\n",
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" <td>2.662203</td>\n",
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" <td>1.905463</td>\n",
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" <td>2.039412</td>\n",
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" <td>1.820916</td>\n",
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" <td>0.573782</td>\n",
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" <td>0.126937</td>\n",
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" <td>0.000318</td>\n",
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" <td>0.000613</td>\n",
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" </tr>\n",
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" </tbody>\n",
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"</table>\n",
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"</div>"
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],
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"text/plain": [
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" 8 16 32 64 128 256 \\\n",
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"LxF 2.046098 1.074325 1.834294 1.165476 1.412700 1.432408 \n",
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"FORCE 1.843813 0.964270 1.528037 1.060302 1.226554 1.206903 \n",
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"HLL 0.959785 1.222461 1.098614 1.175015 1.078323 1.169317 \n",
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"HLL2 2.108427 2.911967 2.415012 1.978696 0.764850 0.089884 \n",
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"KP07 1.469665 1.925327 1.846630 2.180099 2.103188 0.758878 \n",
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"KP07_dimsplit 2.133675 2.333060 2.385194 1.974368 1.233662 0.222392 \n",
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"WAF 2.095899 2.662203 1.905463 2.039412 1.820916 0.573782 \n",
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"\n",
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" 512 1024 2048 \n",
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"LxF 1.524218 1.589650 -0.637310 \n",
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"FORCE 1.225360 1.553093 1.704214 \n",
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"HLL 1.385120 1.705706 0.523056 \n",
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"HLL2 0.008152 0.001766 0.001885 \n",
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"KP07 0.022805 -0.018655 -0.007395 \n",
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"KP07_dimsplit 0.038976 0.006282 0.002569 \n",
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"WAF 0.126937 0.000318 0.000613 "
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]
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},
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"metadata": {},
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"output_type": "display_data"
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},
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{
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"data": {
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"text/html": [
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"<div>\n",
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"<style scoped>\n",
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" .dataframe tbody tr th:only-of-type {\n",
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" }\n",
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" text-align: right;\n",
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" }\n",
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"</style>\n",
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"<table border=\"1\" class=\"dataframe\">\n",
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" <thead>\n",
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" <tr style=\"text-align: right;\">\n",
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" <th></th>\n",
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" <th>Max</th>\n",
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" <th>Min</th>\n",
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" <th>Mean</th>\n",
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" </tr>\n",
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" </thead>\n",
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" <tbody>\n",
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" <tr>\n",
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" <th>LxF</th>\n",
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" <td>2.046098</td>\n",
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" <td>-0.637310</td>\n",
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" <td>1.271318</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>FORCE</th>\n",
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" <td>1.843813</td>\n",
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" <td>0.964270</td>\n",
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" <td>1.368061</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>HLL</th>\n",
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" <td>1.705706</td>\n",
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" <td>0.523056</td>\n",
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" <td>1.146377</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>HLL2</th>\n",
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" <td>2.911967</td>\n",
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" <td>0.001766</td>\n",
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" <td>1.142293</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>KP07</th>\n",
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" <td>2.180099</td>\n",
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" <td>-0.018655</td>\n",
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" <td>1.142283</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>KP07_dimsplit</th>\n",
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" <td>2.385194</td>\n",
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" <td>0.002569</td>\n",
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" <td>1.147798</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>WAF</th>\n",
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" <td>2.662203</td>\n",
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" <td>0.000318</td>\n",
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" <td>1.247282</td>\n",
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" </tr>\n",
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" </tbody>\n",
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"</table>\n",
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"</div>"
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],
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"text/plain": [
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" Max Min Mean\n",
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"LxF 2.046098 -0.637310 1.271318\n",
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"FORCE 1.843813 0.964270 1.368061\n",
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"HLL 1.705706 0.523056 1.146377\n",
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"HLL2 2.911967 0.001766 1.142293\n",
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"KP07 2.180099 -0.018655 1.142283\n",
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"KP07_dimsplit 2.385194 0.002569 1.147798\n",
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"WAF 2.662203 0.000318 1.247282"
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]
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},
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"metadata": {},
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"output_type": "display_data"
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}
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],
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"source": [
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"import pandas as pd\n",
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"from IPython.display import display\n",
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"\n",
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"table = pd.DataFrame(order, columns=domain_sizes[:-1], index=[simulator.__name__ for simulator in simulators])\n",
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"display(table)\n",
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"\n",
|
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"order_summary = pd.DataFrame(np.empty((len(simulators), 3)), columns=['Max', 'Min', 'Mean'], index=[simulator.__name__ for simulator in simulators])\n",
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"for i, simulator in enumerate(simulators):\n",
|
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" order_summary.loc[simulator.__name__] = [np.max(order[i,:]), \n",
|
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" np.min(order[i,:]), \n",
|
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" np.mean(order[i,:])]\n",
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"display(order_summary)\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 17,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"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",
|
|
"\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": 18,
|
|
"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",
|
|
" \n",
|
|
" plt.plot(x, h, 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": 19,
|
|
"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": 20,
|
|
"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": 21,
|
|
"metadata": {
|
|
"scrolled": false
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
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"text/plain": [
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"<Figure size 1200x1200 with 3 Axes>"
|
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]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 1200x1200 with 3 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 1200x1200 with 3 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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\n",
|
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"text/plain": [
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"<Figure size 1200x1200 with 3 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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\n",
|
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"text/plain": [
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"<Figure size 1200x1200 with 3 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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\n",
|
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"text/plain": [
|
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"<Figure size 1200x1200 with 3 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"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": []
|
|
}
|
|
],
|
|
"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": "3.6.5"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 1
|
|
}
|