FiniteVolumeGPU/TestSchemes.ipynb
2018-11-09 11:46:34 +01:00

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278 KiB
Plaintext

{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"#Lets have matplotlib \"inline\"\n",
"%matplotlib inline\n",
"\n",
"# Add line profiler\n",
"%load_ext line_profiler\n",
"\n",
"#Import packages we need\n",
"import numpy as np\n",
"from matplotlib import animation, rc\n",
"from matplotlib import pyplot as plt\n",
"\n",
"import subprocess\n",
"import os\n",
"import gc\n",
"import datetime\n",
"import importlib\n",
"import logging\n",
"\n",
"import pycuda.driver as cuda\n",
"import pycuda.compiler\n",
"\n",
"try:\n",
" from StringIO import StringIO\n",
"except ImportError:\n",
" from io import StringIO\n",
" \n",
"#Set large figure sizes\n",
"#Note, this prevents nice figures for articles...\n",
"rc('figure', figsize=(16.0, 12.0))\n",
"rc('animation', html='html5')\n",
"\n",
"from GPUSimulators import Common, IPythonMagic"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Console logger using level INFO\n",
"File logger using level DEBUG to test_schemes.log\n",
"Python version 3.6.7 |Anaconda custom (64-bit)| (default, Oct 28 2018, 19:44:12) [MSC v.1915 64 bit (AMD64)]\n"
]
}
],
"source": [
"%setup_logging --out test_schemes.log"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"scrolled": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Registering my_context in user workspace\n",
"PyCUDA version 2018.1.1\n",
"CUDA version (10, 0, 0)\n",
"Driver version 10000\n",
"Using 'GeForce 840M' GPU\n",
"Created context handle <816454711568>\n",
"Using CUDA cache dir c:\\Users\\anbro\\Documents\\projects\\GPUSimulators\\GPUSimulators\\cuda_cache\n",
"Autotuning enabled. It may take several minutes to run the code the first time: have patience\n"
]
}
],
"source": [
"%cuda_context_handler my_context"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"def gen_test_data(nx, ny, g):\n",
" width = 100.0\n",
" height = 100.0\n",
" dx = width / float(nx)\n",
" dy = height / float(ny)\n",
"\n",
" x_center = dx*nx/2.0\n",
" y_center = dy*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, nx), dtype=np.float32); \n",
" hu = np.zeros((ny, nx), dtype=np.float32);\n",
" hv = np.zeros((ny, nx), dtype=np.float32);\n",
"\n",
" extent = 1.0/np.sqrt(2.0)\n",
" x = (dx*(np.arange(0, nx, dtype=np.float32)+0.5) - x_center) / size\n",
" y = (dy*(np.arange(0, ny, dtype=np.float32)+0.5) - y_center) / size\n",
" xv, yv = np.meshgrid(x, y, sparse=False, indexing='xy')\n",
" r = np.minimum(1.0, np.sqrt(xv**2 + yv**2))\n",
" xv = None\n",
" yv = None\n",
" gc.collect()\n",
"\n",
" #Generate highres\n",
" cos = np.cos(np.pi*r)\n",
" h = 0.5 + 0.1*0.5*(1.0 + cos)\n",
" hu = 0.1*0.5*(1.0 + cos)\n",
" hv = hu.copy()\n",
"\n",
" scale = 0.7\n",
" max_h_estimate = 0.6\n",
" max_u_estimate = 0.1*np.sqrt(2.0)\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"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"#%lprun -f gen_test_data gen_test_data(100, 150, 2)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Sum of absolute difference: 0.0\n"
]
}
],
"source": [
"nx = 1000\n",
"ny = 1500\n",
"nx_halo = 2\n",
"ny_halo = 3\n",
"a = np.random.rand(ny, nx).astype(np.float32)\n",
"\n",
"import pycuda.driver as cuda\n",
"stream = cuda.Stream()\n",
"\n",
"with Common.Timer(\"upload (async)\") as t:\n",
" a_gpu = Common.CudaArray2D(stream, nx, ny, nx_halo, ny_halo, a)\n",
"\n",
"with Common.Timer(\"download (async)\") as t:\n",
" b = a_gpu.download(stream, async=True)\n",
" \n",
"with Common.Timer(\"sync\") as t:\n",
" cuda.Context.synchronize()\n",
" \n",
"print(\"Sum of absolute difference: \", np.sum(np.abs(a-b)))"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"#%lprun -f Common.get_kernel Common.get_kernel(\"FORCE_kernel.cu\", 16, 16)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"nx = 256\n",
"ny = 128\n",
"g = 9.81\n",
"\n",
"h0, hu0, hv0, dx, dy, dt = gen_test_data(nx, ny, g)\n",
"\n",
"arguments = {\n",
" 'context': my_context,\n",
" 'h0': h0, 'hu0': hu0, 'hv0': hv0,\n",
" 'nx': nx, 'ny': ny,\n",
" 'dx': dx, 'dy': dy, 'dt': 0.9*dt,\n",
" 'g': g\n",
"} \n",
"\n",
"t_end = 20"
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0xbe23bc79e8>"
]
},
"execution_count": 54,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from GPUSimulators import LxF\n",
"importlib.reload(LxF)\n",
"\n",
"with Common.Timer(\"construct\") as t:\n",
" sim = LxF.LxF(**arguments)\n",
"\n",
"with Common.Timer(\"step\") as t:\n",
" t = sim.simulate(t_end)\n",
" \n",
"with Common.Timer(\"download\") as t:\n",
" h1, hu1, hv1 = sim.download()\n",
"\n",
"plt.figure()\n",
"plt.title(str(sim) + \", t=\" + str(sim.simTime()))\n",
"plt.imshow(h1, vmin=0.49, vmax=0.54)\n",
"plt.colorbar()"
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0xbe23b2b668>"
]
},
"execution_count": 53,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from GPUSimulators import FORCE\n",
"importlib.reload(FORCE)\n",
"\n",
"with Common.Timer(\"construct\") as t:\n",
" sim = FORCE.FORCE(**arguments)\n",
"\n",
"with Common.Timer(\"step\") as t:\n",
" t = sim.simulate(t_end)\n",
" \n",
"with Common.Timer(\"download\") as t:\n",
" h1, hu1, hv1 = sim.download()\n",
"\n",
"plt.figure()\n",
"plt.title(str(sim) + \", t=\" + str(sim.simTime()))\n",
"plt.imshow(h1, vmin=0.49, vmax=0.54)\n",
"plt.colorbar()"
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0xbe23a8f2e8>"
]
},
"execution_count": 52,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from GPUSimulators import HLL\n",
"importlib.reload(HLL)\n",
"\n",
"with Common.Timer(\"construct\") as t:\n",
" sim = HLL.HLL(**arguments)\n",
"\n",
"with Common.Timer(\"step\") as t:\n",
" t = sim.simulate(t_end)\n",
" \n",
"with Common.Timer(\"download\") as t:\n",
" h1, hu1, hv1 = sim.download()\n",
"\n",
"plt.figure()\n",
"plt.title(str(sim) + \", t=\" + str(sim.simTime()))\n",
"plt.imshow(h1, vmin=0.49, vmax=0.54)\n",
"plt.colorbar()"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0xbe239eef28>"
]
},
"execution_count": 51,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from GPUSimulators import HLL2\n",
"importlib.reload(HLL2)\n",
"\n",
"with Common.Timer(\"construct\") as t:\n",
" sim = HLL2.HLL2(**arguments)\n",
"\n",
"with Common.Timer(\"step\") as t:\n",
" t = sim.simulate(t_end)\n",
" \n",
"with Common.Timer(\"download\") as t:\n",
" h1, hu1, hv1 = sim.download()\n",
"\n",
"plt.figure()\n",
"plt.title(str(sim) + \", t=\" + str(sim.simTime()))\n",
"plt.imshow(h1, vmin=0.49, vmax=0.54)\n",
"plt.colorbar()"
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0xbe2394eb38>"
]
},
"execution_count": 50,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from GPUSimulators import KP07\n",
"importlib.reload(KP07)\n",
"\n",
"with Common.Timer(\"construct\") as t:\n",
" sim = KP07.KP07(**arguments)\n",
"\n",
"with Common.Timer(\"step\") as t:\n",
" t = sim.simulate(t_end)\n",
" \n",
"with Common.Timer(\"download\") as t:\n",
" h1, hu1, hv1 = sim.download()\n",
"\n",
"plt.figure()\n",
"plt.title(str(sim) + \", t=\" + str(sim.simTime()))\n",
"plt.imshow(h1, vmin=0.49, vmax=0.54)\n",
"plt.colorbar()"
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0xbe238b3748>"
]
},
"execution_count": 49,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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8I3b2jsjkKgAAEZmrsNYKrtIoL8FM5+O4oH09ytZ09wJQ3D20J7IrAeCOd7rX0e/DI4pnI2CPrc+BduuYuw7HDnb/0zSdQGXxYjwNW1mdyK4AuZUzNabrCjhN47IsHMDcNA/c+isXsCJ34Va/BY1APG+v+u08AVJZd9OtgVw/7tiXHgO5+0JcrMdvcOIUrk+yplpuwDoBsJrHed5k6A27+J3sJh6QT5ZgJ4KWtfMeJKB24wAEvkHALSKDQT3AIJDuVD4vCWyKPOTl03lV7e/g+BxTSEXk7Av7rkTkO427UvkFzHcVHktED4W0JXi6tv+wLi1+C8DfAPAv1qls4PigfTWA+xLRfSANCR4H4PE730rjmA9+h9CAc0the4Voijo0pvkTf4bK3ig3n6GnOKVdKsDtLyq/25y3mwBdDRfqZxSG5fQ0yf44rrWAyeTLl+scHfZ3pTSPhmXSvAzgdBOjeofL/aMmkK3cCLDTRqqdG/s+m9zZx6Dtpw1gLWXIK1k3PhoewlG/kp33wS9qJwkK2BOR/HcqGUSyLnDarzRsTwGquuXo6vUGVd2BEriBCwfvDVo7fnIiT7v1w9d7/kYAr1Yb5KmQ7pgfDsAa730DEX0lgN8gotcz842YiGOBNjMfavPXNwPoALxMW2XtJjaAdTFvoNDgLt7ywvcKewzYR959rtSz/U8ncQnuVMBgzRiAtvwuDp5Urtur69GLpf5qDVDldVIxrbz5lV96APyqPFE1v7FeLiaWP0MJ6rzglN1CHszNcv48Gir60fGpqI+7bb5S2HnYwTkBu1pXtU5/E09q285r3V8/HXpOyzSupkMJriqaHdBFsoJt2E5uB2+2/bbfgnmgutNhrB5umsdrB2EtIncQc1yFm9zoS9DoVIyZP0JE10L6Onr91AaPrXENM78JwJt2tsKR43tkWOt/rlRdeVJnILWAPaayJ4OHZew8N0ALTBTctW3RAI/7im1I+/+uzBhg6/vR2LndBKZbb7mNDE+qyvnhdMMBMiRa+1YDvpinv8+aZcg/eozcMIqbir8BuP2rv8NGMQA4lat2gM7griDe2gcDaFU3I5ZGXi7ZPQXE5YSz8vmj+xZtXeqFB/HOmTmDfFN4A+PqeydsHcaOXuy71lUgonsw80d19NGQrhZARPcCcBMzf1H7zHkwcpfDo7H/LSJPANZFfUQ9z4GytkTytHJ/POyLr8LVflfCrbY8UoUZ6zobCrsAdPUd/bQWKKdA7efXgB+sf2wfWuupo9qfcj/LBQe/Y2N5mcZry9dPCVnJt79D6yax0TGZEYMnn8o6WZsBUu0LA0BgUKQE6rS8iQO1TYphBTSxDbuKSsBVQlKqoKSgUKcS3gb3dfAGUACc11VabhnMwPm4PbTHXAUieg6Aa5j5KkjnW4+G9E3zKUg/QgDwtQCeT5Qk2c9WPUk2Yz+hPRfUwG5g7aencZQXaktdozXc2J/BF3GwTd4IBpWDRaXg5KM5Dea1IF3vUwvGg/lj21yzbKvMuvmjZTdYB/svVQO5cT4M1jsF/MG6Gncjv87Gru5CjVNrOmMUbhw4qXMmVcpOqRfADnl+zighHVe46nR2CpzYw52yEmeI0AkCbPRDeGdfDEOAV/bJrkLskd00U2m5Csz8bDf8TADPbCz3e5BeQDeK/YH2xA9zIrAuAO2HaWR6ve3huibDPdY2hVIhux3kW2UbV+to2TX7xy3JPVjB/OlrQd0qsy3Ix2A9Nq2YPnLXOgL4p/Z5o+O1JkaVKPmnN9bsDoA7JGCLhYEEbwAphTBBWct4ewQFpB28LTXQK3EFOLNWarIO98hpgrorMIVeZ5wcQ5zWFpH7A+1GTFkgxfwtYV170ZvCWsbnAdsusKSybVqD4L7M5KobM45+OtYm6QZLTi03F1IDoNP4/DH4rwP96G84XnZt+WJ6dS6MAb+xfrmpjkC/XnZO6Dkk524GZFLe7ukufUiVdsiKG/YfbQVe5nmTA3npe4MU2H5Ye2hPGSfk9o+Q1Pcug7FRyt9exd5Be52qLsocFdaTEB6BdVq+2hbawB58j1o5j/iXhT0x41zdyu87Bq8QwGywjF4zxfTG4/EccLt57WmNm+wEXIsb+xT0J6ZNPikkYMufpHpHt1nZOI31NreVppUAL1ML5cNquYi1AU3zQ2WdlArbpnFDfZvv3YK3rJeKhjq1fbJbb3t39shJx95Be4kllljiJGIf3/84J/YG2rOtEGD3CruuPJxU4n6fvCwud3+QKZIWakyrlpsan7Meaj1OTpaf3qe561kbM66Reep7+tgX6xm1N7itfEefpvx8p9JHz6lqffW8htIunrLq/SBvnwAYWDCqVlHFhBJP62dOyUpgcsNZVZtdYhupm857VY0q42SguN04a3ZL+gqNVEHb5i7dDMke2b7vkQsR+wFtwgDSQBvUxfQdwHrdo/BaWFfzismbAm4AbB6dv67vhtH0sdH57Z1d+x12+cg6cVEOL1hGnac47jFPTEvjtGZ+Hi+axVfnVnnuUAHc5g2hnucB3QB3vVxqBMPaMMb9IKlOpHVzah0nhiyg3DSIpybv9uZJs0y0ktHbJQPLpF8P77z9KlWQnYWi291V7LBxzYnHfkBbo51pQMN5xwDrdeMybR6sJ+MoYF4zrZgOJACX08bKTuxLazv1K2Mnyu4sRo4zh8YGx36vtQDn+edFfd41gQ1Ynn09v8jj1+kcMoA9sFvTamAnT9z5vx7g3DiG7WtN/5m4VYhnb5vy/AhpBm9KvGqIk3ztUEE6dVRV+eC6U2kaQ4DN+bpunp9bxGKPbBl1RWAxDRiohU2zQiZhXVzow+010+DW/d4j51dx4k3AeHQcKFTx+uW4HPfQrcu09vu4FPoRY+rGPiznFHEqa/OpHA9avnUOuWWzncYNGAMeymPzQdmaMVgXqjxUULYuFTy43TnvP0UFJmX1ncCtyruw76aAbsAG0m+dM0uoAHYCN8MpbgfpHqBQZpqEvlTSAvG6jxWFOGhnwoCxZI9sH0TDC3IA2FI57QrW47X6G8C6Jfo2UNHj47wG4BNgHgF3axuD9QKpK80xZV6se2T+aLktYjSXfAAfas5Lv3fdmVg6TziD0K8rnXMO7gMoE7ihsJtd7sIDmQtYF+UN7B7enNdVWyr2fTkYp11few7c645fWo9+5Xww7MMus0QLJoWth8mra5c9YrZJtI6s4OCu8M7QptEnzG1iyR7ZJjyA3TSLtf2DpGFXJimi1nQ3XG2r2F5jP8uCjSITqrUJ37mQ9gD28I/VPFuuWLaCbw3jMbjX36dQ6Q2135hXr28qxsBe/x6DX2fsRtqsB3GFg1t/LQwcWKUsoRAAClq/PIcM1gHIAw8hDj9egtnKFwA3qAcBIwziDub+3E7esF0LdnNwl1NLbDZ/BX//8yDXD6uC5tQPiZ6b9t1i9QllpSVQzjdQN8/vHQQz4XCB9pYxpnBrUOu0XcN6siWgn7UBqFsKdQ6oxyC9MaA9nBvLpeGkzFvKevjdSpBvAu+ZF13lm6fDP+caG9Q7NMANOJWtHYcOzhsqtjkAe1LBpqwN5qqyAxUAL4fJAd+DmiYBjkAFsGtrIsE7fR/Ib1Yp+NzDdS7SVOAjl4T/FT3Arem6V9/caF2ZVTcGLS2LFy+4m0KqFN1hLPbIlsGt7BHv26GhuE8K1nMe+QcgrsZ12gDUE2q68PrcW0HK7ZRvBhkFPnMbzrW10gBybaNgRH2Xx2MmsKcqNjeNFtTd70sFwBUUoSrnrbRAuZxT6ulcCx7gFciDO/eIS4iHfC7KNCvPJcCtXII4O6BTCWx2w3YsKnDDfQdvyRTgdovkAzdyvKn8WdONRsVFUt+cVTVHPZZdpaxhEK/exFOcwyP7cYQQTbNA+8iR1IZFC6pUlp8Fa11uI1jXk2cq64FSrpb1FSpFuRaoa+gyCsBOquhaQY8AOpfhWVCmet5Owb3Dq9GiFgHF05v2wVGp6dTyjqgNdX+eKdB9hV8CucG+BfFQnaddPv9bAB/A3qtvnW+w9j35DdS3KWH7b6o7ehvGvqv+r5T3uowTU9zpeKZtclLcNKK+rXy2R5y6Hrmmto0F2lsFlUq7daI0p+0I1q3fbgrWAxi7YZ1fQNKVK8vMA3VLSQ8qH01JcwXhKUBX9sgomOv5rTK6/sH8enhqGgDaEcAHT24VtAH92RO4qZznwC3zkcHtga7jGc6ky6IN8Y4UyLqO3oG4yyrcgJwqKNN6MowpZHgjqnVido4B3MDrRZGBlfV7U1bFyYMmd5pX8JYdL3+ndK2lRwj30ePHnM/TBHA7/4E03QuaAtY7VdpLnvZ2USttnWYxmQ5YKO72PJlWX8QT+1OdHENAYjheDI9XJrY86o1A7U78vL+clish3oB0C9Bz4a37MzrP36TGAL7ptCOGdUIkI+sBzhW0TY0XUK+BXoM8yDyDOHfiPSSIdwTuqfS0HcQN4NyhUNbZKinV9wDeEenmQ8Evj3RuefsigxuyQbNLInKFpwO2nUtj2Va+ENsfbrSw7KBqO5/3tqi9tLh+Et0lsC2WPO0tYwjtBqDTvGr6LmDdOClGbZB1sG7OV+A2QD1YfgrUdWVhMZ+LdQ0g7UE7Ce8GcBuQphrgU8P1esfKjE3bRUzAmxrQ9v8LqJOo6SbIuwxx6mNW4gpsclkogELbFLUBvDeF3vpQYY0M4K3HjhWY3jopIQ8k+wJAUt3gIkOlUNwj184oxBO58z8BN+UbAleLpvO5XGbXwQwc7uAlCBcijgxtfYvwKwB8BQQBVzLzC4jo/wDwTwB8Qos+SzsJn4zh42w1f+TE2FpVA9PA3gLWG6nquaAeszwqIA9gPAZvXceUcp6E8xx7pDUOALFRCzkBbJ6YNydoAtoIYTi9hrqfTtQGeZ+H2QEchwTqKhUOqLqmQoVz4OyD26epvivrJADWnUZhnXCpXhMsnfecVDfrDQOcfG5CeYnIeH5aKGaMXae+HHPB86TgfUF3we+yAtLHxWiPHAL458z8DiK6I4C3E9Hv6byfZ+afnbuiQUUkMA3t5nwanTe98Wq1E1ZIy7OegvUsr3oNrAegriENlKBeB2+gDeka0I15G/vXNZQb0G2CeMzX5u1STQZrJX/S9dlaaNgnAATs3j4ZA7lB/JCALmRw93kd1Me0ToN4UuGdwdsAT6X6Nu+7UNtmbcj+xA4D3ztVarqXICTLhDOgAYBYbx4AzBOfBHdTSA3ntaL9a/PYjJ3ERelp64sqP6rDnyOi9wG455HXN5I9UpSZW4k4e6NuNRNWyCisi2lDWBcNYbScvC/viKCGTeehcna+9BDeDXCPqegWgDcFdAXiUYVcw3kMynOX3zgMnFSMlgLAnZhBCphvLdNGQG4Q7wkIwdkpUZax1QaW5aL8547AUZV6sHEFbyfZKtwruEfgDchmYkeFJRI7hjVaKRQ8o1TdCeDOLoEro8UI8tMkJU7Iueo67tW3tRTNx3bkZxmT1jtmLF9s0PZBRPcG8E0A/jPkjcJXENETAVwDUeOfbizzFABPAYAzt7+zPErOjKMe6zpnOk/najyXGYKby2lTsDZI2zq3UdW1mi6AOQLqhlIehXQL0H56PbwppJt+9gaQ3mT5qWVa0aPZy2R6caKFa5CT5tcgb0Fcp5kKpxBctopC3FS42ihimYS2fWIgdxWXGeC6jwEAM7zvHTirbnTOMlFbxavu/HF2iR32IhNFkd16EtYPBzffwF2Pp2XYDl15wR4DXy/aikgiugOAXwXwT5n5s0T0YgDPhfzkzwXwfAD/uF6Oma8EcCUA3P6ul/GxtCgdu2ZNCFRWiEzDtLqeC2sDdpVPPQrryG1QA0NY17aH/a9BvU5N16Ce8qHXWB07sTm2hXWj7GwfvG+Vi6VV4uFuQPcgpwCzWUqIx1KFh1D44QniqroRVZ33AnRT3wgK9OjgrRWG3AO8ykA1qyR2zhphp7BZp3cyPfBQdTM8K3M7SlPdDAU9CMSqyNnUNkpgG5zTOECB4aFNgROsCQBRvhBbD9nbhFwuFyG0iegAAuxfZuZfAwBmvtHNfwmA31y/ouruPTdGrscEXFeDMqgzccCuFXgJ5xq6KJrajlYu9u3WiSlP1QCbpq1R1aN2yBDSGym3iLJuAAAgAElEQVTqMSUNHN2T9us/iRjZVvtGspkvPliDKWI4hQ2o9RHS8CjEO2kKWGSrGMTNRokBRFGePgNLDnayS9T7DgReNeCtFZGmvMXq0EpLHY4G5w7ymwbKPrf+Jzvl2H2Urkl1W4aJzwQpvG0H7JD/U5C7BOknJDuFEYJ8iFgdJh2GHdpdnVeE/iLMHiEAvwjgfcz8c276PdTvBoDvBvCedetiuLv8uoLFTgyBCyDd8deuwwPbw93Dtxgv1bXBuy5PPRdlZb2clXV082fAeufWxxzLozhmG0DRItA4uA1utWI2APr1Jr/ZTUsdcFRl6nJ1zLgJNcv5CAHocxJ4skoSzJH9a9tXD/EYS0/cQ9xslKiVlVE9jUOxRxCC9u2h1klswNt8+WhqW6wPUddaucgKedbpnQJdVTd3ynKMiSkqwc2AeOXcPqQG7i6DmjqBNQVG10U9tIwQIjqS//I1I4gy2HepjS9GT/vBAJ4A4L8Q0bt02rMAfD8R3R+Cqw8B+KG1a6qVduOHp+ou7gGdwOjmNcE9UL1+Wi7TAvaYuqaBxYEKyrbeLWBtoIYr764OGoE4gKMp6rFyVRDRenC3wvaJGkRInVNU+1Gvy6ukGuBmSdX7F8I0kBvzBt/PAXuQQqhl2WeKmMViSrxQ4cgQ76wzDoW1wdupb1PdTXivsm0C6KN/yOer2CO6jFkj3FDd5nXbm7gqUZND7RLK11E6VLXPTUgKOwE7RHSdADtovcAqRKy6iE7BvQoyHIgRIIp7V8F2jE5hbJM98p/QvvGtzclurq++fr2wUggX8xoqe1Jhp3WNANsNl335zlDXPRdlxctGhjmQoX0UWFc+9WhaXg1qP78eBja2CloxANeMmLbCuqFaJgxVuV9H/ZgbcllrIp3g68FNtNlTRLVf7E/SQAno6Zj0vab0ZYgXANflZL744xSCAjqAonnaqtDTvAa8OSTPW743SfZIR1oBmZU12FQ1l6q7k+8dLSnAw3tEcYO0B8I4cjzNl1arxAN7teoTqAFg1fU4CBEHXY8VCbBXIWJFvYB7lwnbPPrT733sUYvIWrX4YS6nWYVHHk3zU3pSBf0p/9vUsi9bQLjPw0117ZrkEjPQezDbdlhtkx3AulLaG6lqYD6sd137k1bbVqgpXCZRhqfSI6l0KxCL8rIuB/5OyhCyAueQVW5hyaxT4nX4G4kJcAolzO28UqCxjAytFK/Cu65Q36QQB0VwDG14G4hj9tgDB7FJBtCuVHenmRR66AIYEZR97bFwFY4+9xvu2rRy3r82hb0KEQerHgedHLwzXY8zQcbPhEOsQsSZ0CNQxIHefXcJ7os2e2SJJZZY4rQFX4wVkTuNRvaI95jZOkCwuh1VLJSLFGp7dDOVNZIUeGFjuPn20lFT0KkXssoSSel6yIo4LeMUfIzzFbZT2U2F7dXprhX2VIQTOtFjlZ0BIHmuadQ/v0OOg1kpnVPQprxr1d11WcnbsTEFrOOjnn1l13CyTtQisSfHHll9mwVC2Uphy+v21glzskyoC9I0vuvUv1bLpFbcLKqbdP/jKoA4qpctXndkyRJJxdOwKW5KGSNBFXgADdV2skMg3rvPvXbXUSqrn6S21as+WPU40/W4ZHUIADgIPc52hzjTHeJM6HFJOMQq9DigiFXo0e208/XFHtkqGA2fs4aoOyH8O+82elpqAJtihi9QedoxlykqJFsVjs4SGXjXQAL91nbIpr61xTpgz4XxOstkF5YKC1AH03xEl0Nt8xTUKSvAIA44c5umAT4Fb58R4zJYOA6PeTnNgbwH2FfAMpfWSdfJ766WCbM0Z5RzzOAtIoE7PU+6DG1oi8hg9scqyHdehQRrs0rM245gBHYed+dtEW6DWw8lyCwezRzhtq9tGSBBs0VWndggB12PSzqB9tnuPM52h7ikO8SZcIhL9HOgnnZHEWFtitn8uBizR3YXWrucgpGzQuy/u/6kiAO3K2rLF2Fgtc05cNeNaYrXHflKxzj0sIsKxzozxCDcyq+OCgMPYDd/FqzrC2OObJgD5inotuaNZYhsst7BvteZIjxcvlbgflaqaGSdzUhqmzANcJ9xoqo27VGMWVxETuCmQCWkRxr/cPK9/blIAnFT4TGW6luhLY1rugLe5nWnLJMYUp42qUefvG5GUt2xI4C1gjJCQS0+tvnZZVvQCtwJ1kjXrn+Zb/Fr+HKUU/oOuoiDEBXQcmDOdof4ku48vqQ7j0vC+QLaHUUcFP3tbhdyaS3Q3ipaKX8plQgYPHpRHFfcPovET892SLY5CgXt1l2q7Sr/2tkhRSOZPhaZIUlZA9Pq+rhhDYwDewqGxfIzyx1Faa8Det3FAbtbdA10r9KtEnAAcb/sEODEEYicKyyBBPAC3lPgLva1ntanfeY+71cCuFfftl0ioOMS3iz+hgCawf4cigFY2bkVZF9VdQcOWU9wtktgIGPLt6YC3DkrBultN6AMbFtHSwzLPcgaz2glZCf2yNnVeQDAJQna53BJOMTZIPA+oF7AjbjbisgF2ttFgrZejynNz6lh+7ko/VFwsyioGt7lBnTZBH4ulHaa3wJ2y78es0NavjVQWSPlvKzUZ8J6GzNuHaTXwbnZadf0yd96/2dz11rQaylqb4s0gY4S5pWNkp5yOhoHOHGCN4DSPrF0PEubixW468Y/rSh+T/W3TW1Yc3nNKJFuXqXFC3UCYGYH99hlpb3KNyxSX5pYgE0sXjcQQdq1Jq9MUZvKzj520IvRvkn6KQgIvbgx6aUJ1rgGeu2mi5WTPSKWPaMLmoNNEWeCWCEACoV9u3CugPYZOkSAqPRdxeJpbxP24zsBZXftgfWBrLwJbmbrB0igziq6tkWKCkeMA7vpXyfFXdohCQrRb7sBbA9rXwY4Xlj74TAyfd1ymIDxEX3tQadhI7ZJgnurBaXlChcVkZQhbkp8DODeQvGPbLV9ouuiZJmI/UIhzgf34ABwUuGmwAv13XVZeSu02fYjBIC7fL7pTUbOL/m+IswF+MwBARERAUFvArEBbiJxLiMBQftniSRdxtr7HDO4UV6HDvJEuQLSPpbid4naI+Zj3y6cw+26W3GWzuNsUtqH6CC+9i6CQYhL9siWQXDvmctqmtmskBLcSVmT/ABygk+snvP1V9ginDNEbNspo6QGdu9Bi0HudbOi0R7NK1gDaKvrXcJ6U1BPqOrJdy5OTdsmWlCGwr2Y1oA5V8NpGaesWwD3FsqUfeLgbb+zWCYBFKyCUp3hTX+/dD70SX0Tq4oPlOCdKiyZwd4y0e9H3OXKSqtdtEfayAAHhAjwigzfWTNAwA3SnG3zpWEih1SglMCm+udSYINyXyIdMVYkjWZWmiUCIHnYZ8P5BOyz5KBNEd0uKyJ3tqaTjb2B9uDNNP4ksDu5n20iqFbZ9Xh19/cNtOA+RQdSlh0yBWzvX/dc2CEDKwSYr65PAtat+ZsA+iSAfYQoYU5DiHuYBynTVOCpfxAe2idmh4Sh8iZVGAZ8Ud1HBHf6UtyEN3VBttt16rNnywRASv1LfjcA6sy+YPG3UwSteFRUE5LiJiJRyT0hulMlPUjYIdbrZexrJmCH3Dz9TJfT+QDggPpkiXhwH9AhDtDvFtoM7KoikogeBeAFkCrtlzLzT1XzLwfwMwBu0EkvZOaXancfLwZwJ4gp9hPM/Np129sLaPuX8soEpJaNicvWj4JNs2WsgB9vbsQ+XIA6tWZ0dVW+0nEjYFfwHk3jqxT35MtyLapUtGbMhXWjHE/ZJFNq3K//OKKVOTIWXJb1ldvpqboGuFfgti2b59MKDeAJ3jocoloEofC7vereGtz23Ry8JRe9k23FDtTp23J1GxwU5qwpgoDYJfWBSZHBTfKaeYF3L8ckkqprmLqW8aS0NQtlcAHqdZlS/ohd83TJHrGskLri0YBtanvXedq74D8RdQBeBOCRAK4HcDURXcXM762KvpaZr6im3Qzgicz8X4noKyFv/3ozM39mapt7AW0AufN1IHnVA3Dn6wfJTnG241QUCjttNH+KlL/ka2cIp4rIFrBblY99hAfzIDNkrrretMn5HFhPgXrTisqxctuEPwaDjqKceq7LT+xDE+B1pHQ+lPAGhurbw9sqLSvVzeh3C277rgpvuSZCAnJS3Vb00M5JsUysohCBRxpwC7gR1Ncm8a8NzLneRz88/Mj1VMLbDqUBOxBrfyJikRi0DdZn6FDUtQP2GUj5ndoju1HaDwRwHTN/EACI6DUAHgOghnZj+/wBN/wRIvo4gC8HcDqg7ZUy6zixAzbcNTmlqP0qTU3XN/9aZRuEgTIPO4EZqdJxLbA9rE1ZAyWoW961v5jHQN1S2S0VvMmbxetl5yjpdYDeBOAtiLWWT7ZGA+J1+RriXoEzp+8/gLdBuoa3n7cO3n2fVDdp3yEC2H534Lbv0fel6gakohIqEjqxTNLRUVjzCsAh2uAOAXQo/jN6gIJBl6QfbCApbNjHiZ9BFNkjsv2ONOWPBOAHoYS2gLvHAfoEbFHaOwQ2gBhnn6d3JaJr3PiV+hIXQF6x+GE373oAD2qs47FE9FAAHwDwdGb2y4CIHgjgDIA/X7czewPtpKLtjwGbUfrXVlbv3gZ7JsnZnt4IlyeYU9k+rzuB3OqlDNjmVW8C7HXe9RxYt2KOFXJUWJ9kpePYemqwtZQ1UO7rWFbJXHhX9krZk6D+9743kGwQIGr5rlTdgFgYXScVckwC2x2Bu1Dd6nUDWezI8KGcj6tVgnUT3IGAQ0aAJF5HIpCBO5b2iLVRIHvTu8bYU69BO7iPNFHPSluUdEwqu9NxU9iBeKee9gbvLfwkMz9gZF5rJfVOvhHAq5n5ViJ6KoCXA3h4WgHRPQC8EsCTmNenHO0HtA2+yE9W5OfpGWhHooS1OzmpfQSHlZENle0a13gfG6a4DbTet54D7BrORwW2V9lHVddTsG6+I3G+wm6+dHlN0BS4xiDt59XT6xcmHBXerSibCKYeAZuqu0f2ursOIFIFDrFLOgi4W9/hKOFVt4a7bHIxYAjuSEAvlY12AJiC9BNyKP42dU5dI8M6t11wG6iC9JoUewQZ2pAsEhsGUKb2gbPqhqryHed77OLQQ5T1ZW78XgA+Um6Hb3KjLwHw0zZCRHcC8FsAfpSZ3zZng/sBbSDnads4kLNEbHzkII/Cuooy7Q+Fys5K2/nY1ozd5WE3Kx2ngO1hDTQgPkNdt4C9zrseU9dTsJ6pqI8C6FbU6xmF+Bikp+DtG+psAG9q2S1pvfp/nerugIFdAgzADWC3qhsxN5W3aXZO6qU+ADfyf2imCAUGDqXhDkUG9aRq29aLlCabQO6vqyrs5QWmtleaMRIMzJry12njGeljRFS2KWyD/E5jN6u7GsB9ieg+kOyQxwF4vC9Qvc3r0QDep9PPAPh1AK9g5tfN3eDeQBuU3/ecH+vk+knAthmqsFMDG7eQAbw+iWpYp0gq2s03W4QN4lYOpfpufAbALvqk8BA/Qk34OmBPqes5sK+342JXoJ4K28YkvKc88JZtUsObR8Z1OIG7NT+tG23VDbTtEg9uzhWUOgG79LlT60pA0gPh4bwqv0skUC99eEvPgyqeDqWMABugjquKSCrB7QRQEU4NldaIvlKMYpHGJ/ZHLHKy02eX1ojs0U4qIpn5kIiuAPBmyO36Zcx8LRE9B8A1zHwVgKcR0aMBHAL4FIDLdfHvA/BQAF+maYEAcDkzvwsTsYu3sX8IwOcgD4WHzPwAIroLgNcCuDfklWPfx8yfnlqPwFZ+FOlTBKjOuPyT+Sf9TY67v17NGoGdW+ymOzD7lo7OFkkAdiq7CWx/MbaAPQUhYFj5OKaQNwH23MY1WAProzYoW3O/moT3mLq2eXNU9wxwAyhVt6ly+1+r7nXg5iinm1oqls1C6JSzOwK3RezB6KQCFHqZ2LmBwzxO5CwSko5IiMUf7xkUcvZIcb0kYDPWesOuItLbI/m/HETzr2VYpnv7ZOftF3d0uJn5Taje2MXMz3bDzwTwzMZyrwLwqk23t6vj8G3MfH9n1j8DwFuY+b4A3qLj06HqmVUmm5Ie5HBXyzT/18UqWPtHuoECdyrbd6/a9LEdpDcGNvNmF+lYRWEFbNY3da8Fdg16t34mSp9BBPc5asxcx+QNY2xec5/XPEmM3LgmUyL98bTjp73zUQhSIWipF9qPCFkZfTON9Z9N1s/Irp9mYi+tKCNLi82+l368+wjuYxqmPmqlun56ltRWq4CP9oFL9+Pi2knXTDpe+WO+dgFrVdWFonbDoapgMJVd93Rw5GDIOzVnfPYtjqvx/WMgNaTQ/981Wdr9wIC7cbvpgxaTM4GdogakjXprxJUt+gxp2SIOypPATtNiCew5YSq7ZW1UoJ2sZByrrKyGR0ENbA/qsViz3iPZMjsG96x6AQ9uv00PbnuNWAjpIxWZIYN71xF7cN8nSIuHHhXoGdTURwW49KeSOkFL0DdQ23mO/NkgzN+uVTQA7RCq9LPNGgnYIbDz3sz87Ffs4ixhAL9LRG8noqfotLub8a7/71YvRERPIaJriOia/gtf0IlwEOYEaq6OYTEdaD6dtaYNVLWzRIoT0pevVHbLx570sGtYH/URuAaEn76JJTIB7GYcF6xb2xmJ0X3bVpluoOQ3BrdT0gW47c01XScfp8qp/m13FR7czE5lZ+VdKG0vUHrLtEK6boYpshiFt7dFktpO4PYAz8q6cxZJHTs9FXnmZ89iFxWRD9bWPHcD8HtE9GdzFtLk9CsB4Oy9Lkt1AnbKig/nPMXqXE5ZJdS4F06d94VV4kDua8HVGilADYzbIsMvl4Htp+XvXu7uXHhMZHpMPspvA+w9CSYa97iP6m/PXddYufq/zQPGPW4KKR3QvheC9hmiryYrU0B2FCwNgLjvs5/dRzBFEPXJ1uFe3/oeWBrjdPm8p16/2wrZEpmK4nRzsE4VizHlYgNQRV0CO4Dd8I5jD4E8J7Y+Dsz8Ef3/cUj6ygMB3KgJ49D/H1+7Iq+i3bBXzPU4BvNaBG9saswqkS9SZIwMVDby/1FbxAO7Utetdw4230O4wUsLeMynBo4G7JNS163tnnTMtEmA6sbYKlPfOFuK2/8PVZnjVNusudze3+aI/Lp2LlR2+TGB464NYFqNUv5fHqIyN7tQ2DWw3V1h59YIIwNl3WfPYqvLhIhuT0R3tGEAfxfAewBcBeBJWuxJAN6wzXaWWGKJJXYd65zObdzM44xt7ZG7A/h1fbxfAfh/mPl3iOhqAL9CRD8I4K8A/IO1a/Kq2UYZeoun/HqjujyVy86NQWOANb9OyxpJy7WmV+scfav3YENr1NzcMsC8Vo6nKCYtEmD4Gx7FIjnqum08UPlU1lpfgL3rF0Sa6GoWSdRWZsdikajaDtYHOJcWSRdAfQSHKPuzMpVt57cdixnWCJAK1el+FrW3DWQ/O6X+aSVkmn/0bz+MPcwMmRNbQVt7tvrGxvSbADxi9nrgQJ3PC7kOdFoNbJu/VUTnVfudqf3sKWukud6cc9uEtUFjky5NR7IfjtRTn8aoNXKxxVwvGygb39TLt0De8rZZO/QAIG8hyE3iGZIbbe9q3HmwVkKS+tuB1CIJcl7qCyOJWd792EsPhQNIJ8uksQ3fnL7ytYFc8ZhT/EpQ1+l+gJyWOwU2Zt549jD25xI1QOtw8d9PdzZTzusezpu92VTJWP2IjWySWSp7DNgpdaqaljZX3hRkp+bBd4kdx9zjPFqBu8aXdpkkMuoqL1MdxDFdmiwNZ7g6d9mfuz57RJfx/vVknzEWg0pIGfZ9jrQi5WNj1y0gq+ANPnsW+wFtD103LQOZmxWTk+trBaN8tZiFu7G3u3ItYV2o7FblIxyEa1DXscmjOrDeGqkrINctO9ifzXZn72OubbTBeua+qDgtV1dIFvNNcWszd62QrLe507AXFseosOY0Xhu6uW8eLoTNVJpfCrt2YeAuG81Ya8iuas7uX3Ygedp5ld3OjsnMSsjbWkXkzsOD26ntlqIuyreO7bpjPUct1NaIX26slsJUC9AGstXYbxO3VcV9mm8YLWtqNL88dVIt440MHzrOtwExAxydunbnZHRprGO1cQNR40cwuPbqwxCcJVKraZ/y5xvedNglsDVOqdLemw6jBnnaZhFCf3TfY5SdGPUBrU6Ydb3/1XZIMVwDpG4044crW2RQHhiCmmNWVJGPpv42DTuoGsTc9rVTfxrHv0uDbU7ErMfyo8ZYxeKmy20ageRlA+R6g9dpxxkcpXJwtBI9VoKF3fCMmn/Wp2MrGRoVkanSMeVpD0FeZ5/u9JQ8pSJhb6BtBE2dRVnUd3GbrICmWn2jgrVfWetc2+R646oxTUNJp8dNYL2i9uDWZScb2px0nAS8T+mFszbqLBVfITl10oUgFYXHHRxRV+2xr8epK+dH17N+U6kC0uVf151FWeTskbIr1o7oGFpD7tG1tkHsjz3i/OvUWZSbPmYzDRvf0GD6RlEp6kFlpJuXl5nRQ9tY8ucU2MfWObWtKWumEbPUa8Tu4brhOo9VZZ90rPG1B9OPKziWvjYwbvv53aosQ99XUGllMnxf2gCSr10qbk6tIevOojoqby3dDJU/N7JfP/3Zt9gbpV3aI1zI5ZSjnWpBSt9jMocbxaqkv+AZQmbYatKdzCO+dlNlT4HX77S3SMxumXrz+ibht1VvF/m7ru2cqQXZObu4rYU/54a4xGYxlYqq8y3tD5j4DWYwNPU90rBHOvhm7NkeSb39IavsDoSwyyfRU3ra7Ae0nUdd9ymSGFNDeaJictb2jjPWATuVM+M+2ySTFgm7m1ZrPbP3r11+Nrx9HLO9sTWw5wL9IgQ/29uYrDJyx1EILRfW70jq6a/qQxvQzBK/zK6BfYpjP6ANlMoZcndmUBaILTibr+3mJ+Cn5ch1PFVVNB3lVtuyH1Ke60hlZV0eKFW17WyrQjJtD83KSoq50/6igQfRUL37k34C9B6UJ/HGmnX7sPOYYx1tC/t6G77zsLFK6vptRscA0qOEvG1nXaFqmIajycdGVtxddddPXbISJ2skAAhEO7VGgP20PubE3kB7kOlBABS2TbVdl60skWKdDZskjW97Hqy70MYA4VtFMiP1AAdV27buMYukVt1jEF4Hbr+ORrTgeVwg3xjU+2Sb1NbZSJm13Rkc5TV0xxzN37sxbfDCEmJtR1RWQAKo8rKtorJ867pZIx3kE3ZZBce4OJux7zSsApKptEcMrAwHZi587RrOLYgPyhxnjFUGeqC30v04SjPnVvqfpSHaeetT96bU9mAbDbjXqW5r4oJXCs7NsW/FWFe6G6yv2R3vJvvQ2J9B69k9Cw9urtk545pq9Z3tG9YAAvKgMLdm66ayA8Lx5GmfwtgjaNtAtkXMJjFA+1rqItWPMtwHsMcQ2MkyaYWmakmZkZijqtal/Q3ytJH97RikwhTIansOaGtgT4HbLze23rEyFypOyp/epTWySQaQt6Wm+rY5iZjzu7trcvC2KR1udRaV3q4OyRjxDWqsUU1HpcruaMdKG4s9sl0MrA8HG3dikDsZfAvJWmUblC39qAVsJkjHPBGgwO5RacYveVQ/vI5UNR9KcNvslk1iaruyOShC1PZccOty+fuM7WPje54kyHdpmcxR2WvGR196MbVtTQlN9R7+Ru6alMsqdP4J+NlFq8tGeqG8oMEvsOZ3r6yROuqXH9hb2X3Pfv71YgHAAQUcUIeAgABCt8s0yAXa2wQPHrFKxVw90hMKi6RW2YObwKYWiUF5Uzhbh/J+3GLskdd6WfPgxoRNYutqXEzJJlkHbttu2s/N7JHZIN3lurZdx1FskTn58GPbWZfv3OosLArA+QTtkfTOSiB3dFX/bo3raaythB8n9bSz2o7FW9gt3c/3OWJ+dgckH/tYgA0s0N422JLw7ezw2SNmgdhBNoVdM6Flj4wB20Me/vFOrRN9OxQT5RQ8O6HXKdQ1rSYHZSfAPbBJ6u1WwJ0Et192rHvYXSrr43y8n7vuseO/xp5oxWyVXfjTDZXd8q+tzNx00W1j0CEIlfNMZfsnvxacK1sk7bUrKx0aZmsEMP/aQC7f+YB6dGAcqDVyQEFtkd0De18bzsyJvYE2AgBOjrZCU4BTNFkHBj62t0uoOpGslaRP+ysa2Pj5GhnwTml78B0xWpkDZKl5gPStPBfcqYl5tV9T4JadyN8HqJpaj8B57Hvvs00ydbOcA+wpW6QG9UgaaDMTpLJIUqdNXmWfVKof+TfCU/oPoFTdRGVFpEsCkPXU6+U0nRwZyywS98Z1l6d9QFFsEVXZK3S7V9gWS/bIDsK4YuAuwFz63GaR2AlU+9014JuKmwisj3B53R5qCs9aYkgeE9Bz2VeEfynrzAvPQJ7gvQm4dfZscKfvhfbTwlgu+fjOz/qOJxqbwro1fSpTZB2wa1ukVtn+P1Aqcf/OxuOO9L5KKnsZDPrOUT0vBj1sAoVIavZtj/y/roisYV2n/pk1EkgqH48N2LgIlTYR/U0Ar3WTvhrAswFcCuCfAPiETn8WM79pemWQI+ibrkNbBrayR3SZDN/K11b1zMTJKmE3z9Q1dH71xdoZJEFWwIFA/cSvPeKDF75lHSFkeEcIuAH1tYEjgdvWBeQUrbnwTuttfM+T6I1wk9imocymlY5zgJ32a8IWiS5fm/MLd08yY4SC9e8dBOCqur26TteCe9oFKmB7UKeV67/GqdI5eFvmyAEdArCsEuCACAfosNr5u2qquNigzczvB3B/ACCiDsANkLex/wCAn2fmn91ohQSg6nME1clBXgXXijqtY2ib1HAXnzp7uimDBCh9bM0qkfW5jfmTulayuk55rdTMx1wDucKbEoTjNLh1GdtvGbdjkfetUN1+ng0DbVjMBXkdxwH2o1TOHTHdrmmF1ONjwDa7owXsyEDfy3R7OjNbxN6OfhJBVFojgd4URDAAACAASURBVEBdCWwmAneUM0hCaZHIeur1srt27QnStYS0CkiXJXJGfWwgv/DAUvyOU2Vj8bTxCAB/zsx/uVddiy6xxBJLjMVFDu3HAXi1G7+CiJ4I4BoA/5yZP10vQERPAfAUAOjucml5h46mpIcWiZTJn4Gqrnw3b4eYXQISy6C2U2z7abrsqCrutONIv3bIno29lHUyvDXSUnuWqxtCsjYQJtS2LWNv8iYqW036452skhHFnb6bi3of596QL2SLvk3T9OZUONbjUz72lMr2b4ux37o3H/uEvGxg6GeHToa7AO4C0IWcOZKuHeQn2eAtx3KerN/+u6cXym+iCUlZq0VClj0ScYDcAvK4o/H+4FMRWx8ZIjoD4NEAXqeTXgzgv4VYJx8F8PzWcsx8JTM/gJkf0N3x9vIDB87+NlDAOVsb+knzcyOaQQVJy3vzJ9nIeOnl0XCaf3Gr+YLAfFtg6rFdL2q2x+iiAouB2Msjdh/lE6M8avv3+/k3kVSgodbrpOrt19PH5q8rf1yxyT6MzaumjR6XkeN4JGD3Cmv9ba3yUayRkwI2gboufdB1ct52XeVlh3Se5/8C7CSg/Af52pTt2OZyn9oAiibs5RvZ9aN+9gEds599imMXSvvbAbyDmW8EAPsPAET0EgC/OWstiXfs1CwltV2qaJsnyw2UdjqJcnZIXRmZFQKnlpEApMMDU62B9CUIlH3u+mP7mzxkTfCe8+w1UinpIZBVd68771Q3MF5B2dt3cN/HH+6W8gbKcnN97qnyFyI28LJHKxvHhsc8bB2e9LEN2KaugZMFNiCg9iqbCGQVkCEorAO4I5dJoupaRQkT0nQvppLgapwi/nVjnc8gQX7rurWC3HkfI2OxJ6frprELaH8/nDVCRPdg5o/q6HcDeM/aNYw9XrGb598R6ZdpLFvAuxpnrR8kAriT1TKTqPy0GVLlT7kistMV+SwSG4+QSh2WHHD0yJWRmgkizcxDG9Q+/HwtzzqcMkuSXQIkywScbzJe/fsKSpvnbBH/iDgAeDqma0DeKnfcMRd0I+VmwbpedkJdy+QK2JYVkoZjAjZbReRJ3uhCB1AoVXb6OGukywqbO/0YpIHKHsHodWijoarx812z+vkdSbP1k7BGLtqKSCK6HYBHAvghN/l5RHR/CHI/VM2bWBkjGckG6KSozdu2suWn5Wu3/qeskUKBU1LbAFImCZsH49V2p6AepEUhbYgA8CZqG3qxD49tmSFi8OYg3yG1FQ5qK9F4dol53cCo8gYw8PiKngOHO9j6ItNf9CRiYh8mQe3H/fSxRjXr1DX7rBCX1mdZIid9rIgkza8LGdShE5XdhVJlhwBeiT3CldqWdZlNkv+XOdzOdmpYIxa+Vz8A6e00J2aN7MHpepTYCtrMfDOAL6umPeEo6yKCqMVUA8g2UQtUfhnlwbqRjbkISVEHU7p6vVjry2gQd+sOorzJKvTkWRAco9g0IQweBBBjVrd9rw1vkNU2gLHXaw+Arc3a/XSq4e0rKgvbxKwcqWgagL+G9+AHKPelVVEzCXK/ruOMmcCbbHbeGm/Bup7fgjUwbYeo0ubIUidxAcIra1JFTV0AViuB9arLKtuUdZd9bO6cPVIBm6uPCa9Wa8j0ajGthJT/Ng8no7ItLkZo7zRIWkGyodC7Ie5EkHFV4TTua3vvmrSysixD4MDgDsg1myr4I7K3rQ1tqCMwAoj7cZuESS6Kvh+q7UClRWL2BDlAx+q/hikc8sAwMHrbpMd8eJvnrbbKmPoufyNqgjCBPE042athbf/WU6D241NN1WtYW/kJdT2wQy7Uk0gwWFe2yGpV2CK8cp9AiF1I1khUgANQ9Y1SgbcsEo16UjeStiG52cd8w9cgtEXJaYgTvK1NRIIzFyl7Nm3MFhlMQzmNCaKc3f98wlkZEnBrLUhxQnbm62lNeoCokk5VtW+QMBg39VsN+xh9K41LAwMECOqNegVnH7bKLQNH3wN9LDNN7EZhy9l6DDh1xsncD5AyL+Z+Zp0SR13fUb5D/f39sbL0PGawf3N53+vxje53UDi734T7Hnx4eEGBnbJFVivgYAWsVjLcmcLuwPqR89vADYH2Cllxu09tmfhrkkxtr9m9/GqxEz4+jJ29jZ2IHkVE7yei64joGY35lxPRJ4joXfp5spv3O0T0GSKal7CBvVLayI8ryd/OFgmrEh8sY0/rlZIurBIP8JjHreKNuHrs70grFbNNIiobYEQQsl2CIA931McC4PJ1TLIDQA9E8aNrtT0ZvpWcKmmrdAQa6pu1lduEbSLf2SnrgfpOG59OY2xYKs0y9aSj5nFvU/m4zqf2wy1Vbcu1lLUDvXnXF1xdAxnYBwZp9bFXK2BlvnaQ4ZVYI9G87I4E3F32tWOX7ZHhh3Ma7lF3F6fPHtHW4C+C1O1dD+BqIrqKmd9bFX0tM1/RWMXPALgd5tb9YZ+gbeErJOuD6gBtwCabXnce5T4CX07KQCoZWa4nzuNp5QxR30BiLkFUByEIuFntEi3m3Ry/u2wmMlPyyAubJASQKbgqWv0qk/VLYskHBuK+F1h768RXWjp4F8sBQ4CnjdUgryA+ZamkfTgGaK1bZ2v+BqCWf1wtc4pgDbSBvVqBVgrqrhOVfbBKlkg86BTWhLiSJ1DugKj/kz2i/nb5xIr8VHta+j3dzS4+EMB1zPxBACCi1wB4DIAa2u1dYH4LET1skw3uCbT16LVAbTHCBru7Z3g7da22chpOkIYoT8sK4QwzQJS36Ol6Ywo5WJZGXA9ug0DXyWN01wHoM7h7VzGl/vlU1CAn52WzfjlywMzq233HuQAHyrzxTdT4HI/8qDEFxHWVj4VyngB1q9/rdbC+gBWNKYKojFFgq0XCqw5YdaWP3RH4ICAeyHBM8FZPWwVMqpjsstLONmS+lsUl3F94b7BrdyWia9z4lcx8pQ7fE8CH3bzrATyosY7HEtFDAXwAwNOZ+cONMrNiT6BdXtxrn7pTs/YMhmHDGhkmY47PFLHsEa+0XZqKAFnT/uBm2ZsRoOA+nAduAFI52QJ3pxeZV9uW+mIx0ZEQW+Ujeklb7BXCQAY426OrWjczAS6H2gE7HYZQTusbZdLRwPyWouti2wrHFqT9eque+HwXqh7U8N72vihrQNT1gVzSTQ/b/GsD9oFC+6ATW2QVEBOgM6yT0lZox65U2Ujg5tLbHol+8GbgCxTzf7JPMvMDRua1vm295jcCeDUz30pETwXwcgAPn731KvYE2hp27Wx6/je87ME0g7d9nE0itnVWp3FFCIe2QyRH6dA2VoE7bgBuy7WuwW0wjVGfDuQASEvNNSAC0v6MAryPOYvE1HePcYDbPYIo3wBMiRO5/sNHFHk9b6wr23VKfJbn37JC6oTzCUj7ddRq2q/Lw9rS9y5EvnUriFJWCK0ytEeB7SyRAtgrEpW9IsSDbJHElYA7mtJ2EE9+trvW5BosU/4sen1+7bVj1h6EXs+/CEYs6oGOMRi7yh65HsBlbvxeAD5SbIr5Jjf6EgA/vc0G9wfa9vvymgu5FelkEeWdrBD9T84SSRWPcNPA7tpTJ7oF7vTkG/TZSislV3KSivLOX2fwTazxDVCCG12CRAa3U9u18q6jePzvdZKBWNdrFZE1wHW/RD1b5arbc1PeUcqxTQPaitx910HU2TJHAd7Y22AGkyprAxiHtA4nNW1l/NPPPlkgPohAqwPJuT7Q/4CD9UptEEvzy+paQD0O7LhC9rZXkKwpOGCTU+Ap+4qT4k7VJHoORlXYEYTIhJ6DwlsK9hzRM69V6juL3dxvrwZwXyK6D6R76scBeLwvULUSfzSA922zwf2AtgN2hivWA9xgXR98Kj9WSWLrFF2MAtTRtcry4KYozW6ZnMdNUOUdJKulBxLAo6rRqJ1NRadQY3RrR4YJcbZPiGRYwU1BQbEO3HWkitVeYNujBDgAn4aYMmFMhQNtkFv+uQM57Pv4/o8blsgA7EeIVoXtwDYprKURdV2raQfswvoY87j3IVxlY1LZprQLSKu67iRLpKh0PFBLpAZ2JzaIgDsPA5XS7jirbWePGLApAZvSf4N1D0Jk+Q/IaRexG/k7J3ZhtzPzIRFdAeDNkEeElzHztUT0HADXMPNVAJ5GRI+GUONTAC5P+0D0hwD+OwB3IKLrAfwgM795apv7AW2gAWybXv0fXzydLEV/CF5tq0BmUOPiz49o0jJdPXPIyUp9ZhT1yH029UBKdycGegIogg7LtdfKm7QSUmCnMOeYviYxgy1N0IMbR4CHBzgqFd6rDeNUeNpHl9Los0so2SuVIodb3lks/hiU5Tf5DiMX88C39k8dsZjWUtJ5uoP0PgLah9ohVslo0E7qGkipfIUdotCWisaQQW2VjZXCTsBeaa62edqrMqPEV0b6BOfaHokskI4K6/O8wjnucF4V+HkGznNEz/F4X4BgsaOfWN/M9aZq2rPd8DMBPHNk2Ydsur29gfYA2F5ts6jDMQslAVGB7SskU0WJigD/vxnaSlAALQl+qdLT0lSIEFWBktok9l5Hs0nETnFvcu+1p8Bed7BXUBOB7QWjrJnoROC+F1+SIph1OxzB8YjgLg5YC+K9fAeFuB1Xb4WYn811RWRwPn/hc1dqu7gQj6ioWvB2oC5tkdoOGbE7bL37DGoLrWwsPOwuFFYIgKEdstJGMwedgjoojKsskRFgx5VYJABS9khccQZ3Z9YIQIH1MinBHUGIEKV9njv0TDiPDuf1bnAehPNgHKJHd9z52l4YnrLYD2gzxEbwULZpNr+1TGu6g6ul/CXFXayLNHWa0yYBZ49opkkE6cmnAO8N4EFbxkFgdCjqIr0ouFef22zpyjKxcfQe1FZY322paXNDuyRDciegqSFeqOQM89IiwVCVAxnoaXkXYy1AN4mRSsZ6/lil46lQ0q1ILRtDW117ZQ3IcMsOSbAODsjkrBCrfBwCO1VEroYWCRTYCCzQ9q2bXfRMOM+dflaitrXi8RbucI4PcQsf4hI6ONbDaVVgpzH2A9pACWjvZ5vKdt14NA92pa7r7lhTcLlIhrLuBlRYE6lNYkpbdpHE/Ug2Sf5PCL3v/0ML9ga6mJV3rbrV706qWzudol79aKgfXKhuheRxQmgS5hj3sNd520fM3252rlUUcGB246cO0D5qK8T1GzLwrXUYQKmuV5Ud0nmFjVJha6Wjh7cB25S2TFMvu+MK3CJ27J2ryS1jyvYIZ7V9SzzALQroW+g8buVDnOGIm+M53C6cOd5De0pPiz2CNkrbQ+FNtWUCm16Vt8V8RYjBW8V33U9CAntdm+k88Ujy9vUMckYwtU2UKR8ZkYKcrEl1U9GC0ZT3qOqOkvaXVLfaKBTyuPe6AZTK+6TgVMEcqFyLGsqVPzmoTRjJ4261CB1s7DQDeSp8Gp+DdrJCDNA+79p8a0C8a2swo//Fy8bQDukM3gZkD2+1P3QYEGDLfO1wratUdlLaQ0/7UGF9K69wCx/gHHe4hRXafIAvcI8QDxHCeXRMx6u4T+mpsx/QblghJawBa/6dyjCK8insuYeskYwWiTocyqLZLTH1yAOoE2kWibYGjF5t1/97K8+gw1haCfp2d/tPqavVKEq7j0nOE/UABzBFgCNI/3Mfi1xpr7z35tF/0MhlOkXupF5CfipiLqytO9XKBuGVnG+isLWnvjF13VWKuh5XYCdlnRrX6LhNX7GAuxNgB2IE/V942iw52Yexw/nY4dZ4gJvpEpyR9CucoR5n0KMLjI57IJ7DeepxCR0cTx/bC7S3CbUKLAook6rqPM1UduqpNRdNXZdYnWHqWxvI/rYv71S1rMxebcblPFPdkQXQvdoqkcQNOYSqeSkj4yFnLvSqQIz4ff4/sEysx8A+lvCOPYhCURlIqc/mPYT3EvOj9qzdG2VyZ0/Ot07DQxsEgAO18667troewLorFTZ3nMZl3ZymJ1ukY5B9VGn7JuycrJGA884auSQc4AvxEgDAAUnWNgD0OI/zdKifmN5os7OuW+1p/RTGnkB7iSWWWOKE47YMbSJ6GYC/D+DjzPz1Ou0uAF4L4N6Q14p9HzN/mqSW6QUAvgPAzQAuZ+Z3TG6AkSvs4O6AA3Vt04fqe7jTDIZUJjKy2rZ8bajQ5UppJ/WtL/tNyjo668OUeCSdp1keWgbRqXJtwk2BRXUfOq/bWSW5GbtZJbojteLuo6gvyzRhe5NN7sBoUdynIFQxSlpnGCrs1Sq/GszbIV5hh9D0rgHL/PAdPjk1PaKyhwq7Sutb6VNj8rOdLdLF0hppqO0I8bQPY4db4woH1OPm/pL0ujF7OUJEwDncivN0DrdQj7PU44Civo5shz/BKbXl5irtXwLwQgCvcNOeAeAtzPxT2vH3MwD8S8jb2e+rnwcBeDHavV7lYAVizRYHaaCCuS1n4zbNWeME7RNb2VX0PxLl5CO1TFJ7EwJ8v9spR9t8bgO4A3bonc8dKp879XstAKfAoEPWmwLPgHcs7ZKOxQ6hDG3zu6E3j9RwRBuNpPcSAgvAL3SoDZJaohavAOt0fkhvldkE1gZoAG7cZYV0roLRxgt4I+dcG6w7K5s9bXTqY1e2SNBKyBBiqohMLSJBKYPkPIcEbXs7u4VllZzjDrfQAc6G8ziDHgcK7l3GbdoeYeY/IKJ7V5MfA+BhOvxyAG+FQPsxAF7Bkp/1NiK6tGp734xwWHnaxQ6Uo1RP92rcL0YKblABbOt7JKluditV5nk/216GYKobsYQ3iCuQK7x7Vd7IAKdo3vZMeK9Y30ITtYxAnDpr7RfBXUxvoyHtSZCZk9+dunw9LS3+bmsROrl5d53UX5iiBpJvjc5esuuUdRecytZKxjAOaxsGkBR1U1nb22gSkMtP7Di/rcan9FmetvexVzEBO3QRXRcRgryJxpKCct8jhMMYcEgdzhHji9UFa/nbt/ABbuEDHFCPs/E8DugQZ5zfvZOYekrf89jG0767gZiZP0pEd9Pprf5l7wmggDYRPQXAUwBgdemdE9yaMePgDu6amhpSgFuns0Hacr9rpW7zNU3Q1HiqpAwlvJM1Eit4B8AqvSkCdDgC78jgntIweskqsf9FlgmzZplk5ZzUOHO2T7Q3OnSdfGF7ddZpa7J9WmMM1KayU7/XDVCbqlZFLUB2b0gfgbUBGaih3bZChtDO6lqyRnJKXwI1IOl9ZokkhR2TLRKcyg7ELkebcMgdzrlUTmtsAwC3hhVuCaKubw5nVF3Lp0OUt7fvGtynMI6jIrJVvTs4PNqJ+JUAcPael3E4r9OnKoc3rTiuwa3pJAneBmjXcCcBvAK2DQusS3hbmjRFQuiH8AYq66Sv4K22iVgZLstEVbfYOBHoOVsnrmk2hSgXfR9FgUd9J2ToxD5RkKf3IE4BXH6cDQ/0EuKHhWR9kHX+VYE62yCaimEWiFfVHUkan6lpe0/pSl/7NQLrIbQ9kF2/2GaPBAyB3VDXXlkDkHzsjhE6BbOp6y4ihCiWRyj9bABgVdqGnQjC+djhMGRoH1DEKmRYH4QeAazA3t15aZnBpzG2gfaNZnsQ0T0AfFynr+1fdhAMkNojicse0K6SME/jxrTGup3HnZZjGMlziqCHtlfg6+AdStukD5VNYn1jR8v1dvC29XYO3p3zvzuWBjeWv73KKtwqOMUe4Qxv9bMpqq8dI7Di9FZwUeAO4Arv9BIGB+9FiU+EQdqrabU3TFnLi55DCWoPaSBNG6jqTlrVplzrAFXYqpbDENYGamAE1k5FN60QB+xCXTtlDahY6VRRJ1iLl91R9rR99DHAuqI31b2KEYEizim0AzFWJNM6YgRoxaaOA9gtuI/6rtILHNtA+yoATwLwU/r/DW76FfqutAcB+Ot1fjYxYEp7AGj/v5hG1TSuepGrN5IHWctnYOec72SduArLGt4FuNlDesTzRgZ49sehgDZgk1To2Hr6oXUiFbYRFAPYslIMur28LRzRgbhX4PYRtOLke/NqJe+U9JCuIG7rPjXdlB5XuCb7FATUqfOsGtJmewTK/rRlAHnrwyANJDWdFbZ7sa4p6TTuIaz/w9ACAWbCupimsA4Ga2hLRxUPQZS1HJLKDnHAJudl192yIgZEIgRiqXBE2fgmuGyT0IB02GVF5G3d0yaiV0MqHe+qfb7+GATWv0JEPwjgrwD8Ay3+Jki633WQlL8fWLsBzo1TgCSCs4WhwzXAczN0wPoHkebjSKBN5YsvhGSb5BpJ2xcnzaMryyWwU4aJlmNvh7C3SHSTVcZJqcYN4Nk6GahvbnjfADgGnc4FwJO/XSjvLsN8tUqAtrexUKW0W2ocwLgil5lrf+69jCk4A0hvrLeuaQ3S5lenadrvjIe0gptDEEirqgYErva28+xZZyWd7JBQgTiUUDalXbx8dw2sUVkhCdbWh4g1lHEtHeUQZVCbh20+dlel+kWmwte2aL07Mk56o/q9jvbrNuM2bY8w8/ePzHpEoywD+J832guDto3WUK4AXeRW+wpDQCscG+BGuf7ahsmsMfsESEne9tHHu5RhouMJ5DHDHTHneQNygliZ2j4pxk19s6rvyLpMZZ/YDqsizypcIEy92SNOMRvEvQrXm0GyUgziABAZ1HgLuffTmzAHSqC78fwjnOAVU3Vwlfo6abwEogCzwRvIgDa7w8o7SIMogzqBe/jfIA0gg9rsj6DqeeXA7K2QAsB5nv8AapPQPFjbOIhTPyKWd00BYncoqOVYZWgTVCGHqIco/67Wb3tfwdjgLK0kc7k8TTpJY1dO/m91Fgzjtgzt4w5CtkcGcA55mqmINOyBzgpPQqm6/UZsne4/qvmpcyk5a5IQT93FOuskpQZCgauquxwu7RGwU9eV+rb+VUbtk1UJcACglYFfVThDYZvBzbFTFV1B3FspBmMDOpDGa5iT97odlJP6dy8YIA94F83XgaWZGzwGtzrLb3QZO3gZsYHZyqeeGSuVXSttA7YBOsHbwZnIqWoDubM5FNJABerOlHcFaK+qE7Tz/PqFBIBX2aUNgjAf1i0bRA5hqa7NEqn7GUk/Z3prjQwbmKMN6zUSo4yz/WdKabo8uGC3j9u00j72YCCc58oWoayyDdx2Qlq2hp2klXUyUN3I89Aa9rti03UhMmFpAA9A6vt7Sn2bnWLrcYDm2j7htvpuAt4rcOhxsPX1dlNQJd4zKIaswlnsEe51vpUxIHuQA0OYFy8QcEDXsgOo6/S0jD/8HszVvOYrxRrR7OK11UVsNlnzdK+wvcpOCtt9IOAsAG1gDkB6TZuHNOky3v5wwM5KG2maf8t5hjeA0FDVTnGzU9QZ2lzNc5BuwTpYq8YhrE1ZG5Q7B2s7vHXFYwvUvYN0jEH+9yEr6QgBdiS5xiKh6P3TrrldxQLtLYIhOcyAU8+cVLSonnxCykmGdBdO80xtI0O+sEuAXPloMXYDV0XtM0sM4KyVmEl9hxLSpPuSLBEg+d81pAW6DuARIC4BPlDgK6/gFdS+sjLK/pUQDwpoZBhrOXbwTjAG9ILxgK7me6gDeXnAKfDqP1Cq7gagCevBPdond62s/TQDsg276VyD2o8DSUFLrr7AWNS2jpvlYaq5VtXksj68IrbxDg7e0PVoCl8F7wxxLVcpalmvgrtQ2Fx61hOwlvtTTLCWyzAr7VaFowc1AAGzWh0J0grqyATuCdwHsHVh0WdQkw57YXOkl36Phbs2T1vsBbSJnadtdof/Hzj7xsgnd4K3QrJ4O40ITF1egGZ2SyuaiKgEWuKI3fFZ3uKeAG43Dg9wO8+sopHh1DFKgDsFnlU2VePlzUCArtBnypDvFaK2TbVLrM+WpMYVzN5WsasuAd3KASXYox7jCuQApqFdAbmVerXJ5cmhKu2BTtWPaDDWaQJcjE5L6w463RQ0OUBTrigEZSXN5is7dV28U/H/b+/8Y2a5yjr+eWZ237cKRSAFJKVKMTXhh7FABQwJogYpBFuNmBQT5IcRMTQo0QSqaEwxBCRKNCBJxSuQIIWI6NVUS2lsMGkKvVWQX6m0iHILoYHyS+p77+7M4x/nx5xzZmZ373v3vu9u3+ebbHbmnDMzZ3bOfPaZ5zznDLl1PQbqDurJJ42pTrf3ER4hr3tDOv0OxgE3yBisS8s6+/1XgHXTVGiwsBsHbOaVB7X/6RtB5r7tRlcfCbjXB20Bc4+clRSqeTBn6W6OYHUXDd2bu4nrovtkQ9NTkIs4ayO4VfyxBlU2yjLbG9hZJ+UCgIOHePjjqUto5wAny9MC9h3Ew357fwBaWOiaLHtrnFjXAuaq3b4LizuUz/ITwMdrk363xb6yH1bz33fVnqZlVja+DQWlbSBYzv4JLpYVPLDpgBzSkzLO3SBdWV8uA3RsswmQhUFol+6QFN4RzNItO5hrZ2GHY6VuD+hgLcTQvewlBUvcICWsR95TAaT/z0LTVivDWhqBuUSDTZoA7GQ5vTfWDdktjXTaCGj3LW3tbhAf19xv6Oobsbg5EQKwA0RrOksQvL88AXfqblkR3v1Ik6RMwirxAM8amodxAHv48+jgWUB8CNLRQk4t7QT0mjfwbjnN1/yYHsJd2Q7Kcf8B7vFckuUS8OU6RHBnWnDDDN2ci0fKDmSGtpJZ3cl6hDEJvEnA3S8f4SuSLOMtbzJYp30xGYgTmKf7LS3pzFjx7o98H7i2PGRRQ88FkgK7EndRzyWsoxtkCayDZQ1k62EgWm5pL2gD+5BZ2mepykdDOJeIdK6RtnONxM6b7DHRATLeCB7gEdz45eAuUYkNPBvlKF3RUgsjTcI24ZgpxMMHf0PFP5buKSF2VmYgpQBp0mhVetBOYd5t31nsZXoEdShHWab7FUJ6er6joE7hXPyQg5Z2qmU30AJ46BC0k6Tyz3kQ3Nmy9AZ3pWGoQ+DOoZ6CV3oQjmUZhnRon9l6hH+SXmsHatHOBQLDVrVoDN3LQO1hXftX450JrEMHNdldjgAAFSFJREFUYwZrb1lrI7TBBTKvBmEdlsEve0u7arrlrH2vS0m73jZtBrSVbjY8b2kLAaYu3tm5PEJrkQyK4ht5W0t0j/hAia4jJpT3N4uoZL7y2FFZ+cMIOYTdRnm1ZWQlhXUAmk8ftMQLV4+k5xbdC/28kB79fQPgj9Yz/eOVde0AnYCcIj9Zd2nJysBNsPKNVpZbZFmHTVZ4Qiot7Wy7gfUsL9tPkh8s8F5at12wskuYp+vQgTq4MnqQFs1AnlnUKai9PzpAe8iqDv7q+M1yf3VQ2u0wFA3SNFUGa20qdC4O2MFXPReqWQ7rAGoIaQHYes7dI9YReRYSVaq5RutD/E3hIj1cY4sxmxCt78xnWEOlfh+1dIAOrpPKP6V7MLkoE++y8NaI23didScW9dKIk6RFRcs72YmGItrlCwHU2u1iAOZ5WrLvdJuxZQ/hUYu53Bd5WnFqeV4C+K7suTFfBq3peNDFaWPXroT3QoiHfBnJL6HdW9Yc3qG9hW1LQAcASwHpkO7XA5wRslGLKaiHrOr9uEDSwTJtW7mI0SFYe4s6g3WwrGc5rAOoIVja2lnZWQSVQTtoI6ANxA63cHOKb8Ah+gMfFgce1grqLdYA9Gi1aPD1SWZtV345c11U3uoOsEkeVSNUJRjeksO5vOmHlEAsgtuvaLKTaGn7PEkLDUC5D+Bh67hXbiAvqHdT7OsmWcFEXsMuV7Gyh9LGXF3DMF9wrQes8li6gPUYxNOysS8nunL6oJb43UFaAPHWc4AzQHjH6RioYdyqhnF/NTDoBslg3fYta5lDNRcH7QTWAdSQuEda5y7tWdnrNAjWvb8D1GZAW+miDNLGrIGW2sEbtx79uy2J/8+NHIuWtSpu8h7XCEN4YHSdtPjHS7o7MFje4fAVmYtDg99kmZW24FSDJDHJtcxcBNuBA/Us3BUBvC7ELm3+yw40kj/4e5b/Lqtuu2C9X3bBMQZBr6N5EbxSrIdyEkDb5UUw+zQhpA1ZzzmcgxZBemi4OfRHLQZYB0gDK8Fa5n6a4pmDdXB7OEvbu0Dm3qoOlnaY1jha2Umne7wf1gda64g8S2UWaOBiaNwJvIHOXeLdJJ2PW6m0c5lULTGOtfLzUodQvHSATow48cePlndSNmSH6gypZ0Gl3+VyesiR1iP+phk52mjOKho7pjvwgg3PhPJjx1hiDQ9uuwzAA9v0PCorwL4c2TdcZslxx/aZlJMBgHah4pqldcsdlMuBLi5t/DzKCZrKyZmWwToMiAGGfdbNYlgHq9pZ2B2sA6ght7K7TvRuee0dhwZtk8lk2g6l9tW2aWOgHUcs4n9MP4JFk0fFrgDOPK5C1IV6yzt3lWiwpEMIVev93C3ZYIUYJggxJjzEf2vlQ41CBxEgrXQuFF+f1H+Z+z0L32V20osfqTMf6dByug8KCzBtkUNWXS+dvtJ9l1k9i3Sxldsrv6RMWX7IMh1dL45TLdxvv15jvt6hsmPHOVPtd9/LHnzSrdLZ9cJ0qelMe00YyZhEhPQGxkC0roc6GoPveqGFHcP6OlcIdH7sGOI3NnZgHQpTMGyhNgPaihuwkdwtAVkxwiN5TAwAl9ZP3B6Wq/CI50He+vU0rttvo95d4tLoJo9POipFO/hHP3oVvDXSjTgrFWA95Mcs4e59kinAM3+m3zYuer9mPFT2+Jw/Soe0fD2BNvljdvpNzKeXvgiCWV7xs5TgWXU/2TL72GZk+3JS/UX1O1uNzRXdd1NU3XLyC4ZyafkUwkPl8ylQJRoZLe5NMg7U/VjrhUPOwcVbN6wO60aLGGztdTgCyTw6Caj7nqX1aTuZvSHQDkr++STpdAyQDD9yaX2LdPAOUSadpd0PD9Tg6w6Wt08DyGZQ80POg5+79d2Q8QUI/jbQii4ssAR2GOwQlgUfopWHagkdkNNQrbSjqZwOE3KohrxK8gl+qqx88nYQ8vT0u7dMyG+H80eW021H85N91oPHHAbt2CuoQpmwXc3iOtcshrc71pnFhzUpfBPQNj48pIRvmh7A3eJhqs4CHlpPX5rbahXBPU+s5rlWiAq0VTa3ddN21nUM3UtHMQZQJ6MYgcHBMVkIX0wft6xLqxr6sBYl9mPB+sFt7pGzVPkDaglwTdwnpfUdXCe1engOwLt0mwQXSesH5fh7LESZxG9cI9MaKvLQQNeB6UYYZtVPgV115YeGE0syOi2dWL6u2vgWkDq8LDUB88SPXgvgrdIP7r16/TSNQAvv4AN66UFDVmkKtDEYLio3mJ/+EdBPH0wL9R2o43DaMMi7Ywz/cQzXfRzgqaUMHaQDLFuqDOgNVYR2qxUNkn3PtKbxMJ61NQ0V89alu/yKeVt3L8n1+563Ln2u7s1Gs7ZGReOAmADspq1omoqm8Zb1vFo45BwYh3UZFbICrCOoYRDW8VKs25Wh52CfB6Sl0BaRY8ALgHtV9Uk+7S3AzwKngbuBl6nqN0XkscDngDv95rep6iv3U7FwsVToJiUasL4VCJEmEdgFvF0D6cO7VaCCutX4QtQQZRJiuivtXCcobuBOfGZzi1n0SeoOSeaCiJPLL3gh6qRuPazdel21TKrWvYnag3oiTVwGB7RJ1bjtpXwpqoc9HcDDMpC94bpcDsos2xHXQj1i6bq8JcDOYJnCu/8n0oE3h/Pwdl2ZobR8P20vrTyv/jkuvuFz61ridwByZ1n7da0c0BFmOnHvUFQH6ZnWnNYJM627TzvhlE6YtW79VDthrjWnGndLn5IJ86rldFMDEwfq1JpPLOxm7q3rubeuw8CYWdWzqmEE1oUbpAzf6+Kul7hAijlugsw90mkVS/tdwNuA9yRpNwHXqOpcRN4MXAO81ufdraqXnnFN0h8w7XQagDc4gCsaOy178K7EWbXq/doSGoh3s5ThgeE4VTdgp/Wz8bVK1lnp5qbQBNCSPcZ1/mpvXUMH7KqlrgOwHZQDrKce2DtVE4G9U809rFumVRO/A2AnVcPUg3wqTYRvXBYHpPQbiPBexeLMLeocwhnYBizQagTKQ9sPlR0C7FB6mlajiUWtyZ9RmhaOQ7cc0yRJy33OVdIjWublUprk3Frt1lug8e3Fz4nETPHAruL3TGtOE0A9YU+nnNaavXYa10+1U/baKad0wl47ZSJTACZtw/81U+82aZlLFV1hwYcdLOymqdB5hc68dT0bGBgzS2fjWx+sl1nV59KFsa59i8jlwJ/imtA7VfVNRf5LgbcA9/ikt6nqO33eS4DX+/Q/VNV3LzveUmir6ke9BZ2mfThZvQ144bL9nJFKq5X8Bw4AD5Z3D96ERiKMRprE5a7zEogWd4R6TXw5DeIXGnBvPPGWtG+DMcA8lE182uFdewHYddWyM2mY1A3TqmVaeyDXDTvVnB2/vlvNPZjbCOipNEwrN2FDWK+kjcspkKcyd1Y7HcAhWNYdsCMEC8u4hGdQH96LgTy0TVkmt+Q1SxsCr0tP65oDuPaAdQFCQuV9YDVC5Us6QFdUvrHVQ68vO8dqtKVFmWlDS8tMW2Y0nNbTzBT2tGJGxZ7W7KmD9J66z/3tLnut+w7XHvDRIc7lMm+r+Hu23jXSerdI29QdsOc5sCsP6wjnZLj5sg5GaZ2LpOcGKWCdgbOc5jfVOYD3OqJHRKQG3g48BzgJ3C4ix1X1s0XR96vq1cW2D8e9JP0y3Bne4bf9xqJjrsOn/XLg/cn6xSLy78C3gder6r8ObSQirwBeAbB73kOH9zwAb6Dr9CvcJoqO+7sJlnHnMkmt7nCQCOhwoGTGQZpwXLrQwNZtGgz5sqJpVEZ0hRTA3p3MmVYNO1XDTj1np2rYrebs1nMm4pYDqHdlztSvA/FGdcB2gJ7KnBqNYA5QzpYXuAZK2K7iGijLuN+y2M+S7UoAp2mpFezSPWSRnvW7SUBeRbVU1MBU6iz9lM6YacOeNsx0zp7O2dMZ98uEPZ3w3XaXHWn4ruz2rklDxbxyPu1JVVMlgIpGi3/5tA5M6hSBPUsgnUFb847HYFEnw8+7V+otsKx7r6ErfpxzZWknbpmz1NOAu1T1CwAicj1wJVBCe0jPBW5S1fv8tjcBlwPvW7TRWUFbRH4XmAPv9UlfAX5AVb8uIk8F/k5Enqiq3y63VdXrgOsAzn/IYxb/fAss7wjvYEn7wtHfDW6pcVaz+LJdR4S3xtuutCTujQhsIc4IGLgv/sLrUAMQ7fYDMQqkqjTzW0/rJgP2efWMXQ/tif8+r5oxlYZd/x0+ADsy74CNB7YHc0hzFnYJa01gPWzVBuV+5SE4D6uW4fQMzll56ZUJLogA5rhegLnbTjYWzmeqXZm6jzac0hlTbZhqS60z9406o6HykzhVEv3ne+2USdVQNZoBPb5UN0SXJO9ilDCy0YfzxaHniSsEPLDjbHyphb0asEs3yEFZ1qkEzmRI/AUiciJZv87zC+BC4EtJ3kng6QP7+AUReRbwn8BrVPVLI9teuKwy+4a298W8APhp9SEVqnoKOOWX7xCRu4EfBk6M7mhdSsE9AotoHYdGBH3o+sbVTZPqdlhCOvjK09Y1aG0nmVJ8JlXXQTjx/upa1Pmuq8TCHgD2eXIaIFrWOyW4B2AdQL3M35tqyPody4/lRn6CFMqD+y8AnaUlkA7rm25Br0tTqf25ngYaWpRG3dPVedWMWVuzIw170v0Rp26yUUVo416kEYE79vGQLdLccHPiPCHhnafRmt0wYEetHsX5NVW9bCRviDblGfwD8D5VPSUirwTeDfzUitv2tC9oe8f7a4GfUNX7k/RHAPepaiMijwMuAb6wbH//+517vnbLzdd8F/jafuqzoboAO59N1wPtnI7K+fzgOna+psmnTgIXJeuPAb6cFlDVryerfwG8Odn22cW2tyw74Cohf+/zO75ARE7iHOfXALvATf6t2CG071nAtSIyx3WMvzL4axZJVR8hIicW/Jttnex8Nl8PtHOy8zkDrc+nfTtwiYhcjIsOuQr4pbSAiDxaVb/iV6/AhUUD3Ai8UUQe5td/BsfWhVoleuRFA8l/OVL2g8AHl+3TZDKZDlfrmXvEhz1fjQNwDRxT1c+IyLXACVU9DrxaRK7A9f/dB7zUb3ufiLwBB36Aa1cxcjdmRKTJZDIdqNY0N7eq3gDcUKT9frJ8DSMWtKoeA46dyfE2CdrXLS+yVbLz2Xw90M7JzmdV+U7TbZTomv5tTCaTaVv0kAdfqE//0V9fqexHbv29Ozapr2CTLG2TyWQ6OG2pvWrQNplMR1LSbqd/5NBHJYjI5SJyp4jcJSKvO+z67Fci8kUR+ZSIfCKMnhKRh4vITSLyef/9sGX7OSyJyDERuVdEPp2kDdZfnP7MX7P/EJGnHF7NhzVyPn8gIvf4a/QJEXl+kneNP587ReS5h1PrcYnIRSLyLyLyORH5jIj8hk/f5ms0dk7n/jopbnDNKp8N06FCO5ls5XnAE4AXicgTDrNOZ6mfVNVLE//X64CbVfUS4Ga/vql6F27eg1Rj9X8ebuDUJbj5Y95xQHU8E72L/vkAvNVfo0t9rz++zV0FPNFv8+e+bW6S5sBvqerjgWcAr/L13uZrNHZOcI6vk6Bu5OYKn03TYVvacbIVVT0NhMlWHii6EjdkFf/9c4dYl4VS1Y/iYkhTjdX/SuA96nQb8FARefTB1HQ1jZzPmK4ErlfVU6r6X8BduLa5MVLVr6jqv/nl7+AGaFzIdl+jsXMa03qvk+pqnw3TYUN7XxOmbKgU+LCI3OFnMAR4VBgJ5b8feWi125/G6r/N1+1q7y44lrirtup8/FTJTwY+xgPkGhXnBAdxnQza+9K+JkzZUD1TVZ+Ceyx9lZ/R64Gqbb1u7wB+CLgUNyPlH/v0rTkfEXkwbtTxbw7NnpkWHUjblnM699fJfNr71tLJVrZFqvpl/30v8CHcY9tXwyOp/7738Gq4L43Vfyuvm6p+VVUbVW1xE/eER+utOB8RmeLg9l5V/VufvNXXaOicDuo6Sduu9Nk0HTa042QrIrKD62Q4fsh1OmOJyINE5PywjJv45dO4c3mJL/YS4O8Pp4b71lj9jwO/7CMUngF8K5kQZ2NV+HR/HneNwJ3PVSKy6yf+uQT4+EHXb5FERHBz/nxOVf8kydraazR2TgdznVZ0jWyge+RQ47THJls5zDrtU48CPuTaIBPgr1X1n0XkduADIvIrwP8Av3iIdVwoGZ7N8U0M1/8G4Pm4jqD7gZcdeIWXaOR8ni0il+Iejr8I/BqAn+DnA7i3jcyBV6lqcxj1XqBnAi8GPiUin/Bpv8MWXyPGz+lF5/w6+fm9t1E2jN1kMh05fd/3PFp//HEvX6nsjZ99ow1jN5lMpsPWJsZgryKDtslkOpoyaJtMJtOWSBWazYsMWUUGbZPJdDRllrbJZDJtkQzaJpPJtCVSYA3viDwMGbRNJtMRlIKaT9tkMpm2Q4p1RJpMJtNWyXzaJpPJtEUyaJtMJtO2aDMng1pFBm2TyXT0pMAGTru6igzaJpPpaMosbZPJZNoW2TB2k8lk2h4pqMVpm0wm0xbJRkSaTCbTFsl82iaTybQlUrXoEZPJZNoqmaVtMplM2yJFm017d/NqMmibTKajJ5ua1WQymbZMWxryVx12BUwmk+mgpYC2utJnmUTkchG5U0TuEpHXLSj3QhFREbnMr++IyF+JyKdE5JMi8uxV6m6WtslkOnrS9bwEQURq4O3Ac4CTwO0iclxVP1uUOx94NfCxJPlXXVX0R0TkkcA/iciP6ZJRP2Zpm0ymIyltmpU+S/Q04C5V/YKqngauB64cKPcG4I+AvSTtCcDNAKp6L/BN4LJlBzRL22QyHTl9h2/c+BH9mwtWLH6eiJxI1q9T1ev88oXAl5K8k8DT041F5MnARar6jyLy20nWJ4ErReR64CLgqf7744sqY9A2mUxHTqp6+Zp2JUO7j5kiFfBW4KUD5Y4BjwdOAP8N3ArMlx3QoG0ymUz710mcdRz0GODLyfr5wJOAW0QE4PuB4yJyhaqeAF4TCorIrcDnlx3QfNomk8m0f90OXCIiF4vIDnAVcDxkquq3VPUCVX2sqj4WuA24QlVPiMj3isiDAETkOcC87MAcklnaJpPJtE+p6lxErgZuBGrgmKp+RkSuBU6o6vEFmz8SuFFEWuAe4MWrHFN0S8ffm0wm01GUuUdMJpNpi2TQNplMpi2SQdtkMpm2SAZtk8lk2iIZtE0mk2mLZNA2mUymLZJB22QymbZI/w/dHfMt41206wAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from GPUSimulators import KP07_dimsplit\n",
"importlib.reload(KP07_dimsplit)\n",
"\n",
"with Common.Timer(\"construct\") as t:\n",
" sim = KP07_dimsplit.KP07_dimsplit(**arguments)\n",
"\n",
"with Common.Timer(\"step\") as t:\n",
" t = sim.simulate(t_end)\n",
" \n",
"with Common.Timer(\"download\") as t:\n",
" h1, hu1, hv1 = sim.download()\n",
"\n",
"plt.figure()\n",
"plt.title(str(sim) + \", t=\" + str(sim.simTime()))\n",
"plt.imshow(h1, vmin=0.49, vmax=0.54)\n",
"plt.colorbar()"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0xbe23815358>"
]
},
"execution_count": 48,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from GPUSimulators import WAF\n",
"importlib.reload(WAF)\n",
"\n",
"with Common.Timer(\"construct\") as t:\n",
" sim = WAF.WAF(**arguments)\n",
"\n",
"with Common.Timer(\"step\") as t:\n",
" t = sim.simulate(t_end)\n",
" \n",
"with Common.Timer(\"download\") as t:\n",
" h1, hu1, hv1 = sim.download()\n",
"\n",
"plt.figure()\n",
"plt.title(str(sim) + \", t=\" + str(sim.simTime()))\n",
"plt.imshow(h1, vmin=0.49, vmax=0.54)\n",
"plt.colorbar()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python [default]",
"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": "3.6.7"
}
},
"nbformat": 4,
"nbformat_minor": 2
}