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@GenevieveBuckley
Created August 7, 2020 08:13
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GPU support for dask-image
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# GPU support for dask-image"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Imports"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import cupy as cp\n",
"import dask.array as da"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import dask_image\n",
"from dask_image.ndfilters import convolve"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## cupy data"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"s = (10, 10)\n",
"a = da.from_array(cp.arange(int(np.prod(s)), dtype=cp.float32).reshape(s), chunks=5)\n",
"w = cp.ones(a.ndim * (2,), dtype=cp.float32)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<table>\n",
"<tr>\n",
"<td>\n",
"<table>\n",
" <thead>\n",
" <tr><td> </td><th> Array </th><th> Chunk </th></tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr><th> Bytes </th><td> 400 B </td> <td> 100 B </td></tr>\n",
" <tr><th> Shape </th><td> (10, 10) </td> <td> (5, 5) </td></tr>\n",
" <tr><th> Count </th><td> 5 Tasks </td><td> 4 Chunks </td></tr>\n",
" <tr><th> Type </th><td> float32 </td><td> cupy.ndarray </td></tr>\n",
" </tbody>\n",
"</table>\n",
"</td>\n",
"<td>\n",
"<svg width=\"170\" height=\"170\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
"\n",
" <!-- Horizontal lines -->\n",
" <line x1=\"0\" y1=\"0\" x2=\"120\" y2=\"0\" style=\"stroke-width:2\" />\n",
" <line x1=\"0\" y1=\"60\" x2=\"120\" y2=\"60\" />\n",
" <line x1=\"0\" y1=\"120\" x2=\"120\" y2=\"120\" style=\"stroke-width:2\" />\n",
"\n",
" <!-- Vertical lines -->\n",
" <line x1=\"0\" y1=\"0\" x2=\"0\" y2=\"120\" style=\"stroke-width:2\" />\n",
" <line x1=\"60\" y1=\"0\" x2=\"60\" y2=\"120\" />\n",
" <line x1=\"120\" y1=\"0\" x2=\"120\" y2=\"120\" style=\"stroke-width:2\" />\n",
"\n",
" <!-- Colored Rectangle -->\n",
" <polygon points=\"0.000000,0.000000 120.000000,0.000000 120.000000,120.000000 0.000000,120.000000\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
"\n",
" <!-- Text -->\n",
" <text x=\"60.000000\" y=\"140.000000\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >10</text>\n",
" <text x=\"140.000000\" y=\"60.000000\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(0,140.000000,60.000000)\">10</text>\n",
"</svg>\n",
"</td>\n",
"</tr>\n",
"</table>"
],
"text/plain": [
"dask.array<array, shape=(10, 10), dtype=float32, chunksize=(5, 5), chunktype=cupy.ndarray>"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"a"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<class 'cupy.core.core.ndarray'>\n"
]
}
],
"source": [
"print(type(w))"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[1., 1.],\n",
" [1., 1.]], dtype=float32)"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"w"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Compute result"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<table>\n",
"<tr>\n",
"<td>\n",
"<table>\n",
" <thead>\n",
" <tr><td> </td><th> Array </th><th> Chunk </th></tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr><th> Bytes </th><td> 400 B </td> <td> 100 B </td></tr>\n",
" <tr><th> Shape </th><td> (10, 10) </td> <td> (5, 5) </td></tr>\n",
" <tr><th> Count </th><td> 37 Tasks </td><td> 4 Chunks </td></tr>\n",
" <tr><th> Type </th><td> float32 </td><td> numpy.ndarray </td></tr>\n",
" </tbody>\n",
"</table>\n",
"</td>\n",
"<td>\n",
"<svg width=\"170\" height=\"170\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
"\n",
" <!-- Horizontal lines -->\n",
" <line x1=\"0\" y1=\"0\" x2=\"120\" y2=\"0\" style=\"stroke-width:2\" />\n",
" <line x1=\"0\" y1=\"60\" x2=\"120\" y2=\"60\" />\n",
" <line x1=\"0\" y1=\"120\" x2=\"120\" y2=\"120\" style=\"stroke-width:2\" />\n",
"\n",
" <!-- Vertical lines -->\n",
" <line x1=\"0\" y1=\"0\" x2=\"0\" y2=\"120\" style=\"stroke-width:2\" />\n",
" <line x1=\"60\" y1=\"0\" x2=\"60\" y2=\"120\" />\n",
" <line x1=\"120\" y1=\"0\" x2=\"120\" y2=\"120\" style=\"stroke-width:2\" />\n",
"\n",
" <!-- Colored Rectangle -->\n",
" <polygon points=\"0.000000,0.000000 120.000000,0.000000 120.000000,120.000000 0.000000,120.000000\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
"\n",
" <!-- Text -->\n",
" <text x=\"60.000000\" y=\"140.000000\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >10</text>\n",
" <text x=\"140.000000\" y=\"60.000000\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(0,140.000000,60.000000)\">10</text>\n",
"</svg>\n",
"</td>\n",
"</tr>\n",
"</table>"
],
"text/plain": [
"dask.array<_trim, shape=(10, 10), dtype=float32, chunksize=(5, 5), chunktype=numpy.ndarray>"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"result = convolve(a, w)\n",
"result"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
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L22+/nRNPPDEDBgxIq1atio5V0WbNmpVLLrkk1157bTbYYINceeWV2XPPPYuOBfwL9bP0qJ8AAHVH/1t69L8AVIr58+dn8ODBueCCC7Leeuvl7LPPzmGHHeZOoQV7+umnc9ZZZ+WBBx7IAQcckEsuuSRt27YtOhYAUJwTfGQHAErESy+9lO7du+fAAw/MNttsk1deeSUXXXSRN3ZKwNprr53f/va3eeWVV7Lllltmr732yl577ZWXXnqp6GhA1M9Spn4CANQ+/W/p0v8CUO5qamoyYsSItGvXLhdffHHOPvvsvPTSSznyyCMNhpaAbbbZJuPGjcvYsWPz6quvpkOHDjnzzDMzd+7coqMBAAUxHAoABfv000/zy1/+Mp06dcqsWbPy6KOPZvjw4WndunXR0fgXrVu3zqhRo/LII4/k/fffT6dOnTJw4MDMnz+/6GhQkdTPhkP9BABYefrfhkP/C0A5evXVV7PLLrvkiCOOSLdu3TJ16tScfvrpadq0adHR+Bd77rlnJk+enAsuuCDXXnttNttss4wePbroWABAAQyHAkCB/vjHP6ZDhw4ZOnRorrvuujzzzDPZYYcdio7Ft9hll13yzDPP5Oqrr86QIUPSsWPHPPLII0XHgoqifjZM6icAwHej/22Y9L8AlINFixblggsuSOfOnTN37txMnDgxN910U9Zdd92io7EMjRs3zimnnJLXXnst3bt3T8+ePfOTn/wk77zzTtHRAIB6ZDgUAArw0Ucf5eijj84ee+yRzp0756WXXkrfvn3TqJH/NDcUjRo1Sr9+/TJlypS0b98+u+++e/r06ZPZs2cXHQ3KmvrZ8KmfAADLT//b8Ol/AWjInnnmmWy99dY577zzcs455+Spp57K1ltvXXQsVkCrVq0ydOjQPPTQQ5k8eXLat2+fG264ITU1NUVHAwDqgStIAFDPHn744XTq1CkPPPBARo0alVGjRvmEbQO2/vrr55577snIkSNz//33uwsI1CH1s7yonwAAy6b/LS/6XwAaksWLF+e8885L165d07Jly7zwwgs57bTT0rhx46Kj8R3tvvvu+ctf/pI+ffrkuOOOy957753333+/6FgAQB0zHAoA9WTBggU59dRTs8cee2T77bfPX/7ylxxwwAFFx6KW9OzZM1OmTMm2226bbt265Ve/+lU+//zzomNBWVA/y5v6CQDwZfrf8qb/BaDUTZ8+PTvvvHPOP//8XHbZZXn44YfTtm3bomNRC1ZdddX89re/zaOPPprXXnstHTt2zH333Vd0LACgDlXVuF84ANS5V155JYceemjeeOONXHXVVendu3fRkahDN910U04++eRsttlmuf3227PZZpsVHQkaLPWzsqifAECl0/9WFv0vAKXmtttuy/HHH582bdpk+PDhad++fdGRqCN/+9vfctJJJ+Xmm29Ov379Mnjw4Ky66qpFxwIAatcJ7hwKAHVs5MiR2WabbbLKKqtk0qRJ3tipAD//+c8zadKkVFdXZ9ttt83o0aOLjgQNkvpZedRPAKCS6X8rj/4XgFKxYMGCHHvssTnqqKPSp0+fTJw40WBomfve976XoUOHZuTIkbnjjjuyww47ZNq0aUXHAgBqmeFQAKgjixYtyoABA3LIIYekT58+efTRR7PxxhsXHYt60rZt2/y///f/0rt37/Ts2TMDBw7M4sWLi44FDYL6WdnUTwCg0uh/K5v+F4Civf3229l5551zxx135N57783gwYPTrFmzomNRT3r27JnnnnsuVVVV2WabbTJu3LiiIwEAtcjXygNAHZg1a1YOPvjgTJw4MTfeeGMOOeSQoiNRoNtuuy3/+Z//ma5du2bEiBFZe+21i44EJUv95IvUTwCg3Ol/+SL9LwD17U9/+lMOPvjgrLPOOhk9enT+/d//vehIFOSzzz7Lcccdl2HDhuWcc87Jr3/961RVVRUdCwBYOScYDgWAWjZlypTsu+++adKkSUaNGpUOHToUHYkSMHny5Bx44IGpqanJ/fffn3bt2hUdCUqO+snXUT8BgHKl/+Xr6H8BqC833XRTjj322Bx44IG54YYbsvrqqxcdiRIwZMiQnHzyyfnxj3+cYcOGZZVVVik6EgDw3Z3ga+UBoBaNHz8+//Ef/5GNN944Tz31lDd2WKpTp055+umns8EGG2SHHXbIhAkTio4EJUX95JuonwBAOdL/8k30vwDUtZqamvz6179O3759M2jQoIwYMcJgKEv169cvDz/8cMaPH59u3brlgw8+KDoSALASDIcCQC255ZZbstdee2W//fbL2LFjs+aaaxYdiRKz5ppr5sEHH8xee+2V7t275/bbby86EpQE9ZNvo34CAOVE/8u30f8CUFcWLFiQww8/PIMHD87tt9+eM844o+hIlKAddtghjz/+eGbOnJntt98+r732WtGRAIDvqHrQoEGDig4BAA3dhRdemJNOOilnnnlmLr/88jRu3LjoSJSo6urqHHDAAVm4cGFOOeWUrLbaatlhhx2KjgWFUT9ZXuonAFAO9L8sL/0vALXtb3/7W/bee+88/vjj+cMf/pB99tmn6EiUsJYtW+bQQw/NmDFjcskll2S33XbLeuutV3QsAGDF/MFwKACspF//+tc599xzM3To0Jx00kmpqqoqOhIlrqqqKrvttls22GCDnHzyyVm0aFF23XXXomNBvVM/WVHqJwDQkOl/WVH6XwBqy8cff5zu3bvnr3/9ayZMmJCtttqq6Eg0AKuttloOO+ywPPPMMznnnHOy4447pnXr1kXHAgCW3x98LBkAvqOampqccsop+d3vfpc77rgjPXv2LDoSDczRRx+d5s2b56ijjsq8efNy6aWXenOQiqB+srLUTwCgIdH/srL0vwDHqOLuAAAgAElEQVSsjJkzZ6Z79+6ZN29e/vznPxvuY4Wsssoqueuuu/Kzn/0s3bt3z7333ptu3boVHQsAWE6GQwHgO6ipqUm/fv1yyy23ZPTo0b5+he/s4IMPzmqrrZaDDjooc+fOzZAhQ7zBQ1lTP6kt6icA0BDof6kt+l8Avot33nknu+++e6qrqzNhwoSsu+66RUeiAaqurs7NN9+c5s2bZ999981dd92VHj16FB0LAFgOhkMBYAXV1NTkuOOOy+233577778/u+22W9GRaOB69OiRMWPGZP/990+TJk1y9dVXe4OHsqR+UtvUTwCglOl/qW36XwBWxKxZs9KtW7esttpqeeCBB9KqVauiI9GANWrUKNddd12aN2+enj175v/+3/+b7t27Fx0LAPgW1YMGDRpUdAgAaEgGDBiQm266Kffdd583dqg1G2+8cbbbbruceuqp+eSTT/KjH/2o6EhQ69RP6oL6CQCUKv0vdUH/C8DymD17dnbfffdUVVVl/PjxadmyZdGRKANVVVXZY4898vHHH+e0007LjjvumDZt2hQdCwD4Zn8wHAoAK+Dss8/OZZddltGjR7v4Tq3baKON0rlz5/Tv3z81NTXZeeedi44EtUb9pC6pnwBAqdH/Upf0vwAsyyeffJLu3btn7ty5+dOf/uSOodS6PfbYI2+++WbOOuus7Lrrrvm3f/u3oiMBAF/PcCgALK/f/va3Ofvss3PnnXdmv/32KzoOZWrTTTdNu3btcuKJJ2bttdfONttsU3QkWGnqJ/VB/QQASoX+l/qg/wXg6yxcuDA9evTIO++8k0ceeSTrrrtu0ZEoQ1VVVdl7773z0ksvZdCgQdl7773zgx/8oOhYAMBX/aFx0QkAoCEYNWpUBg4cmGHDhuUnP/lJ0XEoc7169cqnn36aPn36ZP311/dmIg2a+kl9Uj8BgKLpf6lP+l8AvqimpiZHH310pk6dmgkTJribI3Wqurp6ac+79957Z+LEiYaRAaAEGQ4FgG/x1FNP5aijjsr555+fI444oug4VIjevXvn3XffzaGHHprx48enS5cuRUeCFaZ+UgT1EwAoiv6XIuh/AfiHM844I7///e/z5JNPZuONNy46DhWguro6I0aMyG677ZYDDjgg48ePz2qrrVZ0LADgC6pqampqig4BAKXq9ddfz/bbb5+ePXvmuuuuKzoOFaampiZHHnlkHnzwwTz++ONp27Zt0ZFguamfFEn9BADqm/6XIul/ARgyZEhOOOGEjB492p2kqXezZs3K9ttvny222CKjR49OdXV10ZEAgL87wXAoAHyDOXPmpEuXLll//fUzduzYNG3atOhIVKCFCxdmr732yrvvvpunnnoq3/ve94qOBN9K/aQUqJ8AQH3R/1IK9L8AlWvChAnZY489csUVV+TYY48tOg4V6tVXX02XLl1y9NFH57LLLis6DgDwdyc0KjoBAJSimpqa/PSnP011dXVGjx7tjR0K07Rp04wePTo1NTU5+uij43M9lDr1k1KhfgIA9UH/S6nQ/wJUpr/+9a856KCDcsIJJxgMpVCbbbZZRo8enauvvjojR44sOg4A8D8MhwLA17jwwgvzyCOPZPTo0WnRokXRcahwLVq0yOjRo/PAAw9k8ODBRceBZVI/KSXqJwBQ1/S/lBL9L0BlWbhwYXr27JnNN988l1xySdFxILvttlsuueSSHH300fnLX/5SdBwAIImvlQeAf/Hggw9mn332yciRI3PAAQcUHQeWuvvuu3PooYfmwQcfzK677lp0HPgK9ZNSpX4CAHVB/0up0v8CVIZ+/frl/vvvz7PPPpt11lmn6Diw1MEHH5xJkybl6aef9gEqACjWCYZDAeAL3n777XTu3DnHHHNMzj///KLjwFeceuqpueWWWzJ58uT88Ic/LDoOLKV+UurUTwCgNul/KXX6X4Dydtttt+XnP/95/vznP6dLly5Fx4EvmTdvXrp06ZLNNtsso0aNKjoOAFQyw6EA8A81NTX50Y9+lCR54IEHUl1dXXAi+KrFixdnt912S/PmzXP//fenqqqq6EigftIgqJ8AQG3R/9IQ6H8Bytf06dPTqVOnXHjhhTnuuOOKjgNfa+rUqdl6661zxRVX5Oc//3nRcQCgUp3QqOgEAFAqLr/88kyaNCnDhg3zxg4lq7q6OrfcckuefPLJXHXVVUXHgSTqJw2D+gkA1Bb9Lw2B/hegPC1evDhHHHFEdtpppxx77LFFx4FvtOmmm+aKK67IySefnKlTpxYdBwAqljuHAkCS559/Ptttt11uu+229OzZs+g48K3uvPPO/PSnP83TTz+dLbfcsug4VDD1k4ZG/QQAVob+l4ZG/wtQXn7zm9/kd7/7XSZPnpx11lmn6DjwrXr27JkZM2bkscceS5MmTYqOAwCVxtfKA8CCBQuy9dZbZ7vttsuNN95YdBxYbkcddVQmT56cZ555xkUVCqF+0lCpnwDAd6H/paHS/wKUh2eeeSbbb7997r333uy1115Fx4Hl8tFHH6Vjx475+c9/nnPOOafoOABQaXytPABceOGF+eyzz3LFFVcUHQVWyLXXXptPPvkkF198cdFRqFDqJw2V+gkAfBf6Xxoq/S9Aw/f555+nT58+6du3r8FQGpS11lorN998cy666KK8+OKLRccBgIrjzqEAVLQpU6Zk6623zn333Zdu3boVHQdW2AMPPJAf//jHef7559OuXbui41BB1E8aOvUTAFgR+l8aOv0vQMN2wQUX5P/8n/+TKVOmZPXVVy86Dqywvn375sUXX8xjjz2W6urqouMAQKXwtfIAVK7Fixdnxx13zOabb56hQ4cWHQe+s6OOOirTpk3Ln//851RVVRUdhwqgflIu1E8AYHnofykX+l+AhunVV19N586d8/vf/z577rln0XHgO/n444/Tvn37nH766TnppJOKjgMAlcLXygNQuX73u99l+vTpGTx4cNFRYKVcdtllefXVV3P99dcXHYUKoX5SLtRPAGB56H8pF/pfgIanpqYmxxxzTA488ECDoTRoa665Zq6++uqceeaZmTFjRtFxAKBiuHMoABVp1qxZ2XTTTXP99denV69eRceBlTZ8+PCceOKJefXVV9OyZcui41DG1E/KjfoJACyL/pdyo/8FaFiGDx+ek046KS+//HJatWpVdBxYafvvv3+aNm2akSNHFh0FACqBr5UHoDL169cvU6dOzfjx44uOArWipqYmO++8c/7X//pfufLKK4uOQxlTPyk36icAsCz6X8qN/heg4fj000/Trl27/OpXv8qxxx5bdByoFdOmTcsWW2yRBx98MP/xH/9RdBwAKHeGQwGoPC+88EK22WabPPPMM+nQoUPRcaDWPPfcc+natWsmTZqULbbYoug4lCH1k3KlfgIAX0f/S7nS/wI0DIMGDcro0aMzadKkVFdXFx0Has2ZZ56ZP/zhD3nmmWfSqFGjouMAQDkzHApA5dltt93Srl27XHfddUVHgVrXt2/fzJgxIw888EDRUShD6iflTP0EAP6V/pdypv8FKG0zZszI5ptvnjFjxmS33XYrOg7Uqrlz56Zdu3YZNGhQ+vTpU3QcAChnhkMBqCz33HNPfvrTn+a1117L2muvXXQcqHXvvfdeNt1004wYMSL77LNP0XEoI+on5U79BAC+SP9LudP/ApS2ww8/PPPmzcs999xTdBSoEzfffHMGDhyYqVOn5vvf/37RcQCgXBkOBaByLFmyJB07dsxBBx2U//qv/yo6DtSZs846K2PGjMmkSZNSVVVVdBzKgPpJpVA/AYBE/0vl0P8ClKYXXnghW2+9dSZNmpQtt9yy6DhQJ5YsWZIOHTrk0EMPzZlnnll0HAAoVyc0KjoBANSXO+64I++++25OPvnkoqNAnerfv3/efPPN3H333UVHoUyon1QK9RMASPS/VA79L0BpOvvss9OrVy+DoZS1Ro0a5eyzz87gwYMze/bsouMAQNkyHApARVi0aFHOOeecnHrqqb6egrK35pprpn///hk0aFCWLFlSdBwaOPWTSqJ+AgD6XyqJ/heg9Dz33HO5//77c/bZZxcdBepcr1690rp16wwePLjoKABQtgyHAlARbr/99syePTu/+MUvio4C9eKkk07K+++/nxEjRhQdhQZO/aTSqJ8AUNn0v1Qa/S9AaTnrrLNy6KGHZrPNNis6CtS5qqqq/OY3v8mVV16ZDz/8sOg4AFCWDIcCUPaWLFmS8847L7/85S/TvHnzouNAvfj+97+fk08+Oeeff767f/CdqZ9UIvUTACqX/pdKpP8FKB2TJk3KuHHjctZZZxUdBerNfvvtl7Zt2+aKK64oOgoAlCXDoQCUvTFjxuS9997LMcccU3QUqFf9+vXLjBkzMmbMmKKj0ECpn1Qq9RMAKpP+l0ql/wUoDRdddFF69OiRtm3bFh0F6k1VVVVOPvnk/O53v8vcuXOLjgMAZcdwKABl76KLLsrPfvaz/8/enYdVXSfsH78PiLlgmmjjiuCGlriU5gIuY6aI4ljmXk25FI5NY7+smSmdmWeamaYrMmfqaXFL01wnfXLF3RTEtVC0wDQBd1yCTCUUvr8/euBxFw7L53y/5/26rq5rRDjn5jTe3n35nHNUrVo101GAMlWjRg2NGDGCZ9zCbfQnvBX9CQCAd2L/wluxfwHAvPT0dC1evFgvv/yy6ShAmRsyZIgqVaqkjz/+2HQUAAAcx2VZlmU6BAAApWXbtm3q3Lmzvv32WwUFBZmOA5S5gwcPKiQkRFu3blX79u1Nx4GN0J/wdvQnAADehf0Lb8f+BQCzXn75ZcXFxSkhIcF0FMCImJgYffTRR0pOTpavr6/pOAAAOMXzHA4FADja4MGDJUkLFiwwnAQwZ+DAgfLx8eHPAYqE/gToTwAAvAn7F2D/AoApmZmZatCggaZOnapBgwaZjgMYkZmZqfr162v69On8OQAAoORwOBQA4FzHjx9XgwYNtG7dOnXt2tV0HMCY9evXKyIiQkeOHFGtWrVMx4EN0J/Az+hPAAC8A/sX+Bn7FwDMeP/99/X3v/9daWlpKleunOk4gDG/+c1vlJycrA0bNpiOAgCAUzzvYzoBAACl5eOPP1bDhg3VpUsX01EAo7p3766goCDNnDnTdBTYBP0J/Iz+BADAO7B/gZ+xfwHAjI8++ki//vWvORgKrzdq1Cht2rRJBw8eNB0FAADH4HAoAMCR8vLyNH36dI0aNUoul8t0HMAol8ulkSNHavr06eJF43En9Cfwf+hPAACcj/0L/B/2LwCUvZ07d2rfvn0aPXq06SiAcQ888IDatGmjadOmmY4CAIBjcDgUAOBI69at07Fjx/T000+bjgJ4hKefflqpqam8HQvuiP4ErkV/AgDgbOxf4FrsXwAoW1OmTNHDDz+s4OBg01EAjzBq1CjNnDlTly9fNh0FAABHcFk8/RMA4ECDBg2SJC1cuNBwEsBz9O/fX5UqVdLcuXNNR4EHoz+BG9GfAAA4F/sXuBH7FwDKxvnz51WnTh1Nnz69YJMA3u6HH35Q7dq1NWfOHD366KOm4wAAYHfP88qhAADHOX/+vJYtW6YhQ4aYjgJ4lOHDh2vp0qW6cOGC6SjwUPQncHP0JwAAzsT+BW6O/QsAZWP58uVyuVyKiooyHQXwGHfffbciIyM1b94801EAAHAEDocCABxn2bJl8vPzU2RkpOkogEfJ/zOxYsUKw0ngqehP4OboTwAAnIn9C9wc+xcAysbChQvVt29fVaxY0XQUwKMMHjxYK1as4IkqAACUAA6HAgAcZ+HCherXr58qVKhgOgrgUSpXrqw+ffpowYIFpqPAQ9GfwM3RnwAAOBP7F7g59i8AlL4ffvhBsbGxvJ08cBORkZHy8fHRsmXLTEcBAMD2OBwKAHCU/AsqAwcONB0F8EiDBw/WqlWrdP78edNR4GHoT+D26E8AAJyF/QvcHvsXAErX0qVLVb58efXu3dt0FMDjVKpUSVFRUVq4cKHpKAAA2B6HQwEAjvL555/rrrvuUkREhOkogEeKjIyUr68vbw2HG9CfwO3RnwAAOAv7F7g99i8AlK5Fixapb9++uuuuu0xHATzSwIEDtWrVKv3444+mowAAYGscDgUAOEpsbKy6d+/OBRXgFipUqKBf/vKXWr58ueko8DD0J3B79CcAAM7C/gVuj/0LAKXnp59+0oYNG9SnTx/TUQCP9cgjjyg3N1fr1683HQUAAFvjcCgAwDFyc3MVGxuryMhI01EAj9a7d2+tXbtWeXl5pqPAQ9CfQOHQnwAAOAP7Fygc9i8AlI4vvvhCFy9e5BXMgdvw9/dXeHi4Vq9ebToKAAC2xuFQAIBj7Nq1S+fOnVOvXr1MRwE8WkREhDIyMrR7927TUeAh6E+gcOhPAACcgf0LFA77FwBKx5o1a9SuXTtVr17ddBTAo0VERGjlypWmYwAAYGscDgUAOMaKFSvUokULBQYGmo4CeLTg4GA1a9ZMsbGxpqPAQ9CfQOHQnwAAOAP7Fygc9i8AlI6VK1eqd+/epmMAHq93795KS0tTcnKy6SgAANgWh0MBAI6xdu1a9ezZ03QMwBZ69uzJD3dQgP4ECo/+BADA/ti/QOGxfwGgZB05ckTffPMNWwQohNDQUNWpU4ctAgBAMXA4FADgCBcvXtSuXbsUHh5uOgpgC507d9auXbuUnZ1tOgoMoz+BoqE/AQCwN/YvUDTsXwAoWZs3b1alSpXUtm1b01EAW+jcubPi4uJMxwAAwLY4HAoAcITt27frypUr/HAHKKTw8HDl5ORox44dpqPAMPoTKBr6EwAAe2P/AkXD/gWAkrV161a1a9dOfn5+pqMAthAWFqb4+HjTMQAAsC0OhwIAHGHr1q1q0qSJatasaToKYAu1atVSo0aNtHXrVtNRYBj9CRQN/QkAgL2xf4GiYf8CQMmKj49XWFiY6RiAbYSFhenkyZM6ePCg6SgAANgSh0MBAI7ABRWg6HjGLST6E3AH/QkAgH2xf4GiY/8CQMnIysrSvn372CJAEbRq1Ur+/v5sEQAA3MThUACA7VmWpYSEBC6oAEXUqVMnXvnDy9GfgHvoTwAA7In9C7iH/QsAJWPHjh3Ky8tThw4dTEcBbMPX11cdOnRgiwAA4CYOhwIAbC81NVWZmZlq3bq16SiArbRp00bnzp1Tenq66SgwhP4E3EN/AgBgT+xfwD3sXwAoGYmJiQoKClL16tVNRwFspU2bNkpMTDQdAwAAW+JwKADA9pKSkuTr66v777/fdBTAVu6//375+PhwUcWL0Z+Ae+hPAADsif0LuIf9CwAlY8+ePQoNDTUdA7Cd0NBQ7d+/X3l5eaajAABgOxwOBQDYXmJioho3bqyKFSuajgLYSuXKldWwYUMlJSWZjgJD6E/APfQnAAD2xP4F3MP+BYCSsXfvXg6HAm4IDQ3VhQsXdPDgQdNRAACwHQ6HAgBsLykpiQsqgJtCQ0P54Y4Xoz8B99GfAADYD/sXcB/7FwCK5/Lly0pOTlbLli1NRwFsp3nz5ipXrpz27t1rOgoAALbD4VAAgO0lJSVxQQVwU8uWLfnhjhejPwH30Z8AANgP+xdwH/sXAIonOTlZly9fVqtWrUxHAWznrrvuUtOmTdkiAAC4gcOhAABby83N1XfffacmTZqYjgLYUtOmTXXw4EHl5eWZjoIyRn8CxUN/AgBgL+xfoHjYvwBQPCkpKfL19VXDhg1NRwFsqUmTJrytPAAAbuBwKADA1o4dO6bLly8rKCjIdBTAloKCgpSTk6Pjx4+bjoIyRn8CxUN/AgBgL+xfoHjYvwBQPKmpqapbt678/PxMRwFsKSgoSKmpqaZjAABgOxwOBQDYWv5/CPLDHcA9+X92uKjifehPoHjoTwAA7IX9CxQP+xcAiic1NZUdAhRDo0aNdPjwYdMxAACwHQ6HAgBsLTU1VRUrVlStWrVMRwFsqXbt2rrrrrv44Y4Xoj+B4qE/AQCwF/YvUDzsXwAoHg6HAsUTFBSkEydO6NKlS6ajAABgKxwOBQDYGhdUgOJxuVy8HYuXoj+B4qE/AQCwF/YvUDzsXwAoHrYIUDy8ijkAAO7hcCgAwNaOHDmievXqmY4B2Fq9evV05MgR0zFQxuhPoPjoTwAA7IP9CxQf+xcA3Hfs2DG2CFAMderUkfTznyUAAFB4HA4FANja2bNnVb16ddMxAFurXr26zp49azoGyhj9CRQf/QkAgH2wf4HiY/8CgHuuXLmizMxMBQQEmI4C2FZAQIB8fX117tw501EAALAVDocCAGzt3Llzuvfee03HAGytZs2aXFDxQvQnUHz0JwAA9sH+BYqP/QsA7sk/WM8TVYDiqV69ujIyMkzHAADAVjgcCgCwtYyMDI+/oJKRkaH58+erX79+BR+bOHGiJk6caDBV4d0svzdy8uMQEBCg06dPm46BMkZ/lj4n90ZROPlxoD8BALAP9m/pc/LuKwonPw7sXwBwT/7Bek9/ogpbxBmc/DgEBATwRBUAAIqonOkAAAAUx7lz5zz+hzt//vOf9eGHH5qOIUnKyspStWrVZFlWob/Gk/Kb5OTHISAggLeF80L0Z9HQn+5z8uNAfwIAYB/s36Jh/7rPyY8D+xcA3JP/SodskcJji7jPyY8DWwQAgKJzWUVZVAAAeJjy5cvr448/1vDhw01HuS2XyyVJRbqQURqWLVumfv36FTmHp+Q3zamPw+zZszVq1Cj99NNPpqOgDNGfRUN/Fo9THwf6EwAA+2D/Fg37t3ic+jiwfwHAPUuXLtWvfvUr5eTkyM/Pz3Sc2/KUv8PYIsXj1Mehb9++uueeezR79mzTUQAAsIvneVt5AICtXb58WeXLlzcdwxaysrI0depU0zHggfz8/JSTk2M6BsoY/Vl49Cduhf4EAMA+2L+Fx/7FrbB/AcA9P/74oyR5/MFQT8EWwa3cfffdbBEAAIqIw6EAANu6ePGiJKlSpUqGk1wrKytL8+fPl8vlUr9+/XTgwIFrfj8jI0Pz589Xv379rvn422+/LZfLpalTpyojI6PgmZ0ZGRkFz5KVpKlTp8rlcmnMmDE33Hb+RROXyyWXy6WJEycWvGVNTEyMli1bJkkFv3+zzPkZbmXZsmUF959/28V5jG51fzf7nKvv7/rHMT9Xv379lJ6erm3bthV87fXfb/5j7XK5lJ6eXqj7u1pRbzsjI6Pg4/369dOGDRvcetxKS5UqVSSJV/7wIvQn/Ul/lgz6EwAAe2D/sn/ZvyWD/QsA7qtQoYLpCDdgixTtMWKLmOdyuXThwgXTMQAAsBcLAACbyszMtCRZy5cvNx3lGlFRUVZ0dLSVmZlpWZZlzZs3z5Jk5f+1GxUVdc2vLcuyYmJirLS0NMuyfv6+JkyYUPD7+Z8ryUpISCj4nOjoaEuSlZKSUnA7+R87deqUlZaWZkmyoqOjC37/+vu9OvOECROuuZ2rf339/aekpNxw20V9jG53f/mfM2XKFMuyLOvUqVNWVFSUFRUVVfC4Xv045ue6/ntev369JemG27Ysy5owYYKVmJhY6Pu7+nEoym3n39a8efOu+bqr79u05cuXW5Ku+V7hbPQn/Ul/lgz6EwAAe2D/sn/ZvyWD/QsA7vnoo4+sqlWrmo5xA7ZI4R4jtojnbJFRo0ZZffr0MR0DAAA7GcvhUACAbZ05c8aSZG3evNl0lAJLly694SJH/g+hrr6QcbNfnzp1quDXp06duu3nW5ZlJSYmWpKsmJiYgo9NmDDhthdQbnY7+Rd8rr7/hIQEKyoq6rZfd6uLM3dSmPvLv+hw/edIKrgwUdhc+Renrr4wkn/Rqrj3V5jbzv9+r894swsxpnzxxReWJOvs2bOmo6CM0J/0J/1ZMuhPAADsgf3L/mX/lgz2LwC45/3337fuuece0zGuwRa5M7aI522RMWPGWOHh4aZjAABgJxwOBQDYV/4zK7ds2WI6SoH8Z7te704XNvK/bt68eTd99YVbXby41cfT0tKsmJiYQl1QyX/W6u2U5AWVwtzfzR7H/AtTRb3Qk3/h6eoLI+vXr7/m2a7u3l9hbvvqZwVf/4+n2LJliyWp4BnfcD76k/6kP0sG/QkAgD2wf9m/7N+Swf4FAPdMnjzZCgwMNB3jGmyRO2OLeN4W+d3vfsfhUAAAimasy7IsSwAA2FB6eroaNGigLVu2KDw83HQcSZLL5ZIkXf/X6/Ufv/7XBw4c0Pjx47Vs2TJJUkxMjF566aUi364kTZ06VcuWLVNMTIxCQkJue7+3u+073U9hvq6wt1XYz7nT43irj/Xr10+StHTpUknSxIkT9frrr5fI/bl7254kLi5OnTt3VlpamgIDA03HQRmgP+lP+rNk0J8AANgD+5f9y/4tGexfAHDPu+++q7feekvp6emmoxRgi9wZW8Tz/Pa3v1ViYqK2bNliOgoAAHbxvI/pBAAAuOvuu++WJOXm5hpOUnxNmzbV0qVLlZiYqOjoaI0fP15vv/12ob42Ojq64H/Pnz9fzz77rN577z01bdq0UF8fFRUlSdqzZ0/Rg7uhMPeX/zkZGRk3/N7V329hDRs2TMuWLdO2bduUnp6uhx56qMTu7063ne/AgQNFzl1WLl++LOn//kzB+ejPn9Gfd0Z/3h79CQCAPbB/f8b+vTP27+2xfwHAPeXKldMPP/xgOkaJYIvc/HPYImUjNzdXPj4ccQEAoCj4mxMAYFv5z2L88ccfDSf5P1OmTJFU9IsTLpdLWVlZatWqlT744AMlJiZq/Pjxt/2a/P9Aj4yMLPjY0KFDJalIr96QfzHhww8/VFZWlqSfX1VlzJgxRfoeSvL+hg0bJkn67rvvCj6W/7kDBw4s8n12795dkjRr1ixt3bpVXbp0ueb3i3N/d7rt/P9PzJ49u+A2MzIyCn3BrCxcvHhR0v/9mYLz0Z/0Z2HRn7dHfwIAYA/sXzcQtwsAACAASURBVPZvYbF/b4/9CwDu8fPzMx3hBmyRkrk/tkjZys7OVpUqVUzHAADAXtx5M3oAADxBdna2Jclavny56SgF0tLSLElWVFSUlZaWZlmWZa1fv96SZEmyoqOjrVOnThX8+tSpU5ZlWZYka8KECQVfk5aWZsXExBTcbv7nz5s3z7Isy8rMzLQmTJhgRUVFXXP/UVFRliQrLS3NSklJueF+8n//1KlTBbd/6tSpgo9fnTMlJaXg96+/nczMzBs+Vlh3ur/824+KirKioqIKbn/evHlWdHT0NbeT//WZmZl3zDVhwgRL0jWPq7v3V5Tbvvrrrv4n/9+1J1i2bJklycrJyTEdBWWE/qQ/6c+SQX8CAGAP7F/2L/u3ZLB/AcA9n376qeXn52c6xjXYInfGFvG8LTJs2DCrT58+pmMAAGAnYzkcCgCwNUnW/PnzTce4RlpamhUdHX3NBZSoqChr3rx5N/2Pa8uyrrnIcbP/MM//3MTExIKLEVOmTCm4kJAvMTGx4OLMqVOnrAkTJljR0dEF//F+/e/ny//c/N+7+uLGrfJe/7GiuN39Xf05U6ZMueZi0tXfb1Fz5X/vN7svd++vsLedlpZW8P1e/e/DU3z66adu/XuEvdGf9Cf9WXz0JwAA9sH+Zf+yf4uP/QsA7vHU/mSL3BlbxLO2yKBBg6whQ4aYjgEAgJ2MdVmWZQkAAJuqUKGCpkyZoqeeesp0lFKV/3Zd/LWN0jBr1iyNGTOm4O3h4B3oT6D46E8AAOyD/QsUH/sXANyzfPlyRUVF6dKlS6pQoYLpOKWKLYLS1KdPH9WsWVMzZ840HQUAALt43sd0AgAAiiMgIEDnzp0zHQOwtbNnzyogIMB0DJQx+hMoPvoTAAD7YP8Cxcf+BQD35HcnWwQonrNnz6p69eqmYwAAYCscDgUA2FqNGjV09uxZ0zFKVUZGxk3/N1BSzp49q5o1a5qOgTJGfwLFR38CAGAf7F+g+Ni/AOCe/MNsTv/7mS2C0nbu3DkOhwIAUETlTAcAAKA4atSooTNnzpiOUap+8YtfXPO/PfHtWPLfKuZOPDE7pNOnT3NBxQvRn56B/rQ3+hMAAPtg/3oG9q+9sX8BwD3e8sqhbBGUtnPnzunee+81HQMAAFvhcCgAwNaqV6/u+B/u2OEihB0y4tbOnTvH28J5IfrTM9ghI26N/gQAwD7Yv57BDhlxa+xfAHBP9erV5ePj4/hXMbfD3/N2yIiby83N5W3lAQBwA28rDwCwtRo1ajj+2bZAaTtz5gxvC+eF6E+g+OhPAADsg/0LFB/7FwDc4+Pjo+rVq+v06dOmowC2lb/la9SoYTgJAAD2wuFQAICt1a9fX+np6aZjALZ25MgR1atXz3QMlDH6Eyg++hMAAPtg/wLFx/4FAPfVr19fR44cMR0DsK38LR8YGGg4CQAA9sLhUACArQUFBSk9PV15eXmmowC2dOXKFR05ckTBwcGmo6CM0Z9A8dCfAADYC/sXKB72LwAUT1BQkFJTU03HAGzr8OHD8vX1Vf369U1HAQDAVjgcCgCwteDgYOXk5OjYsWOmowC2dPToUV2+fJkf7ngh+hMoHvoTAAB7Yf8CxcP+BYDiCQ4O5nAoUAypqamqW7eu/Pz8TEcBAMBWOBwKALC1/AvShw8fNpwEsKf8C5L8cMf70J9A8dCfAADYC/sXKB72LwAUD68cChRPamqqgoKCTMcAAMB2OBwKALC1WrVqqWLFilxUAdyUmpqqypUrq2bNmqajoIzRn0Dx0J8AANgL+xcoHvYvABRPUFCQTp48qUuXLpmOAtjS4cOHeZIKAABu4HAoAMD2QkJCdODAAdMxAFtKSUlRs2bNTMeAIfQn4D76EwAA+2H/Au5j/wJA8YSEhEj6uU8BFN2BAwfYIgAAuIHDoQAA2wsNDdXevXtNxwBsKSkpSaGhoaZjwBD6E3Af/QkAgP2wfwH3sX8BoHgaN26sypUrKykpyXQUwHbOnz+vQ4cOsUUAAHADh0MBALYXGhqqPXv2mI4B2NKePXu4oOLF6E/AffQnAAD2w/4F3Mf+BYDi8fHx0f33388TVQA37Nu3T5ZlsUUAAHADh0MBALYXGhqq9PR0ZWVlmY4C2Mq5c+d09OhRLqh4MfoTcA/9CQCAPbF/AfewfwGgZPBEFcA9SUlJqlq1qgIDA01HAQDAdjgcCgCwvdatW0sSb8cCFFH+nxl+uOO96E/APfQnAAD2xP4F3MP+BYCSERoayg4B3JCUlKRWrVqZjgEAgC1xOBQAYHu1atVSrVq1tHv3btNRAFv58ssvVbduXdWqVct0FBhCfwLuoT8BALAn9i/gHvYvAJSMBx98UCdPntTx48dNRwFs5csvv1SbNm1MxwAAwJY4HAoAcITw8HBt3brVdAzAVuLj4xUWFmY6BgyjP4Gioz8BALAv9i9QdOxfACgZbdu2Vfny5dkiQBFkZ2dr165dCg8PNx0FAABb4nAoAMAROnXqpPj4eNMxAFvhhzuQ6E/AHfQnAAD2xf4Fio79CwAlo0KFCmrbtq3i4uJMRwFsY+fOncrJyWGLAADgJg6HAgAcISwsTMeOHVNqaqrpKIAtHDx4UCdPnuSCCuhPoIjoTwAA7I39CxQN+xcASlZYWBivHAoUQXx8vBo2bKjatWubjgIAgC1xOBQA4AgPPPCAKlWqxKt/AIUUHx8vf39/tW7d2nQUGEZ/AkVDfwIAYG/sX6Bo2L8AULI6deqkr776ShcvXjQdBbAFXsEcAIDi4XAoAMARypUrp44dO2rz5s2mowC2sGXLFoWFhcnX19d0FBhGfwJFQ38CAGBv7F+gaNi/AFCyOnfurLy8PJ6oAhRCbm6u4uPj1bVrV9NRAACwLQ6HAgAco3fv3oqNjTUdA/B4lmVp1apV6t27t+ko8BD0J1A49CcAAM7A/gUKh/0LACUvICBA7dq10+rVq01HATxeQkKCvv/+e0VERJiOAgCAbXE4FADgGL169VJ6err2799vOgrg0fbt26fjx4+rV69epqPAQ9CfQOHQnwAAOAP7Fygc9i8AlI6IiAitWrXKdAzA461Zs0ahoaGqW7eu6SgAANgWh0MBAI7RokULBQYG8uofwB2sWLFCwcHBatasmeko8BD0J1A49CcAAM7A/gUKh/0LAKWjd+/e+vrrr5Wenm46CuDRVq5cySuYAwBQTBwOBQA4Cs+4Be5szZo1vA0LbkB/AndGfwIA4BzsX+DO2L8AUDratWungIAArVy50nQUwGNlZGToq6++YosAAFBMHA4FADhK3759FRcXp6ysLNNRAI/0/fffKy4uTlFRUaajwMPQn8Dt0Z8AADgL+xe4PfYvAJQeHx8fRUZGasWKFaajAB5rxYoVuvvuuxUeHm46CgAAtsbhUACAo/Ts2VMVKlTQ//zP/5iOAnikJUuWyN/fXw8//LDpKPAw9Cdwe/QnAADOwv4Fbo/9CwCla9CgQVq7dq0yMzNNRwE80qJFi/Too4/Kz8/PdBQAAGyNw6EAAEe566671L9/fy1atMh0FMAjLViwQI8++qjKly9vOgo8DP0J3B79CQCAs7B/gdtj/wJA6erZs6cqVqzIE1WAmzh79qzWrVunwYMHm44CAIDtcTgUAOA4+c+4/f77701HATzKmTNntGHDBi6o4JboT+Dm6E8AAJyJ/QvcHPsXAEpf+fLleaIKcAtLlixR1apV1b17d9NRAACwPQ6HAgAcp0ePHqpcuTLPuAWus2TJElWrVo0LKrgl+hO4OfoTAABnYv8CN8f+BYCykf9ElXPnzpmOAniU/Fcw5y3lAQAoPg6HAgAcp3z58ho0aJDmzJljOgrgUWbPnq3BgwerXLlypqPAQ9GfwM3RnwAAOBP7F7g59i8AlI0ePXqoevXqWrhwoekogMc4duyYNm7cqOHDh5uOAgCAI3A4FADgSKNGjdLGjRt16NAh01EAj5CSkqK4uDiNHj3adBR4OPoTuBb9CQCAs7F/gWuxfwGg7Pj5+enpp5/WtGnTTEcBPMbMmTPVqFEjdenSxXQUAAAcgcOhAABHatu2rVq3bs1FFeB/TZ8+XW3btlWrVq1MR4GHoz+Ba9GfAAA4G/sXuBb7FwDK1siRI/Xll1/qyy+/NB0FMC4vL0/Tp0/XiBEj5HK5TMcBAMAROBwKAHCs0aNHa+bMmbp8+bLpKIBROTk5mjVrlkaNGmU6CmyC/gR+Rn8CAOAd2L/Az9i/AFD2mjRpom7dumnq1KmmowDGbdiwQceOHdMzzzxjOgoAAI7B4VAAgGMNGzZM58+f17Jly0xHAYxatmyZLl68qKFDh5qOApugP4Gf0Z8AAHgH9i/wM/YvAJgxevRozZ07VxcuXDAdBTBq2rRpioqK0r333ms6CgAAjsHhUACAY1WtWlVPPPGE3n33XdNRAKPee+89PfPMM6pSpYrpKLAJ+hP4Gf0JAIB3YP8CP2P/AoAZAwYMUOXKlTVr1izTUQBjjh07piVLluj55583HQUAAEdxWZZlmQ4BAEBpOXjwoEJCQrRr1y61adPGdBygzO3YsUMdO3ZUSkqKGjdubDoObIT+hLejPwEA8C7sX3g79i8AmPXGG29oxowZSklJkY8Pr+8E7/Pyyy9r06ZN2rlzp+koAAA4yfMcDgUAOF7//v1VqVIlzZ0713QUoMwNHjxYeXl5WrRokekosCH6E96M/gQAwPuwf+HN2L8AYFZmZqbq16+vOXPm6Fe/+pXpOECZOn/+vAIDA/XRRx9p0KBBpuMAAOAkHA4FADjfli1b1L17dx06dEiBgYGm4wBl5vDhw2ratKm2bNmiDh06mI4DG6I/4a3oTwAAvBP7F96K/QsAnuGFF17Q7t27FR8fbzoKUKZiYmL03nvv6eDBgypXrpzpOAAAOMnzvCY9AMDxOnfurHbt2ulf//qX6ShAmZo0aZLat2/PD3bgNvoT3or+BADAO7F/4a3YvwDgGcaNG6cdO3YoISHBdBSgzOTk5Ojdd9/V+PHjORgKAEAp4JVDAQBeITY2VgMGDNChQ4dUq1Yt03GAUnfs2DE1btxYy5cv18MPP2w6DmyM/oS3oT8BAPBu7F94G/YvAHiWUaNG6ejRo4qNjTUdBSgTH330kV5//XV9++23qlixouk4AAA4DW8rDwDwHuHh4XrwwQd5BRB4hbFjx+rrr7/Wxo0bTUeBA9Cf8Cb0JwAAYP/Cm7B/AcCzpKamKiQkROvXr1d4eLjpOECpys7OVpMmTfSHP/xBY8eONR0HAAAn4nAoAMB7bNy4UZGRkTp48KDq1q1rOg5QavIvIK5bt06dO3c2HQcOQH/CW9CfAABAYv/Ce7B/AcAzjRkzRsnJyRzch+O9++67iomJ0bfffqvy5cubjgMAgBNxOBQA4F1++ctfqlmzZvrggw9MRwFKzejRo5Wenq7Vq1ebjgIHoT/hDehPAACQj/0Lb8D+BQDPdOzYMTVu3FgrV67UL3/5S9NxgFJx6dIlNWzYUH/96181evRo03EAAHAqDocCALzL9u3b1bVrVyUlJalJkyam4wAlLjk5Wa1atVJ8fLzatm1rOg4chP6E09GfAADgauxfOB37FwA82/jx4xUXF6eEhAS5XC7TcYAS98Ybb+iTTz5RUlKSypUrZzoOAABOxeFQAID3efLJJ5WVlaWlS5eajgKUuIiICNWpU0czZswwHQUORH/CyehPAABwPfYvnIz9CwCe7YcfflCTJk301ltv6amnnjIdByhRJ06cUNOmTbVw4UL17t3bdBwAAJyMw6EAAO9z7NgxhYSEaPHixerZs6fpOECJWbFihYYNG6aUlBTVqlXLdBw4EP0Jp6I/AQDAzbB/4VTsXwCwh2nTpukvf/mLkpOT5e/vbzoOUGKefvppnTlzRsuXLzcdBQAAp+NwKADAO73++utasGCBEhMTebsKOMLly5cVGhqqZ555Rr///e9Nx4GD0Z9wGvoTAADcDvsXTsP+BQD7yM3NVdu2bdW3b1+9/vrrpuMAJWLXrl0KCwvTnj171KxZM9NxAABwuud9TCcAAMCEl19+WefPn9fkyZNNRwFKRExMjHJzczVu3DjTUeBw9Cechv4EAAC3w/6F07B/AcA+fH19NXnyZMXExCglJcV0HKDYcnNzNWbMGI0dO5aDoQAAlBFeORQA4LU+//xzDRs2THv37lWjRo1MxwHc9u2336ply5b67LPPFBkZaToOvAD9CaegPwEAQGGwf+EU7F8AsKcnnnhCR44c0aZNm+RyuUzHAdw2adIkvf322/r6669VtWpV03EAAPAGvK08AMC7DRo0SJmZmVq9ejUXVWBLlmWpe/fuqlOnjj799FPTceBF6E/YHf0JAACKgv0Lu2P/AoB9nTlzRs2bN9ff//53Pfvss6bjAG45fPiwQkNDNWfOHPXv3990HAAAvAVvKw8A8G7//ve/tWvXLn3yySemowBumTZtmpKSkvTOO++YjgIvQ3/C7uhPAABQFOxf2B37FwDsq0aNGnrnnXf0yiuv6Pjx46bjAG6Jjo5Wr169OBgKAEAZ45VDAQBeb/r06XrllVe0d+9e1a1b13QcoNCOHDmiVq1aafLkyXrqqadMx4EXoj9hV/QnAABwB/sXdsX+BQBniIiIkJ+fn5YuXcormcNWZsyYoZdeekn79+9XnTp1TMcBAMCb8LbyAABYlqWePXvKsiytXbuWiyqwhdzcXD388MOqUKGCYmNjTceBl6I/YUf0JwAAcBf7F3bE/gUA50hLS1PLli31z3/+U2PGjDEdByiUgwcPqk2bNpo8ebJGjhxpOg4AAN6Gt5UHAMDlcmnmzJn66quvFBMTYzoOUChvvfWWvv76a82cOdN0FHgx+hN2RH8CAAB3sX9hR+xfAHCOBg0a6L333tP48eOVnJxsOg5wR5cvX9YTTzyhRx55hIOhAAAYwiuHAgDwv5YsWaIhQ4Zo+/btat26tek4wC3t3LlT4eHhWrRokfr162c6DkB/wjboTwAAUBLYv7AL9i8AONOwYcP0zTffaPv27SpfvrzpOMAtTZgwQR9//LH27t2rgIAA03EAAPBGvK08AABXGzVqlLZu3aodO3bI39/fdBzgBllZWXrooYf08MMP6/333zcdByhAf8LT0Z8AAKAksX/h6di/AOBcmZmZat26tR577DFNmjTJdBzgpjZt2qRHHnlEsbGxevjhh03HAQDAW3E4FACAq/34449q27atWrZsqQULFsjlcpmOBBSwLEuPP/64kpOTtXPnTlWqVMl0JKAA/QlPRn8CAICSxv6FJ2P/AoDzbdmyRd27d9fcuXM1cOBA03GAaxw9elQPPvignnrqKb311lum4wAA4M2e9zGdAAAAT+Lv76/Fixdr1apVeuedd0zHAa7x5ptvav369Vq8eDE/2IHHoT/hyehPAABQ0ti/8GTsXwBwvs6dO+vNN9/UiBEjtH//ftNxgAI5OTkaNGiQmjVrpjfeeMN0HAAAvB6vHAoAwE0sWrRIw4YN09q1a9WtWzfTcQCtXbtWkZGRWrBggR577DHTcYBboj/haehPAABQmti/8DTsXwDwHpZlafDgwdqzZ4927NihqlWrmo4E6De/+Y2WLl2q3bt36xe/+IXpOAAAeDveVh4AgFt56aWXNHv2bO3atUuBgYGm48CLHTx4UJ06ddLIkSN5pi1sgf6Ep6A/AQBAWWD/wlOwfwHA+/z4449q3769GjVqpCVLlsjX19d0JHixmTNn6rnnntPGjRvVqVMn03EAAACHQwEAuLXc3Fz17NlTp0+f1pYtW3jWLYzIzMxUu3btFBwcrFWrVnFxD7ZAf8IT0J8AAKCssH/hCdi/AOC9UlJS1L59ew0bNkzvv/++6TjwUhs2bFDv3r3173//W88995zpOAAA4GfP+5hOAACAp/L19dXixYslSY899phycnIMJ4K3ycnJ0YABA1SxYkUtWrSIH+zANuhPmEZ/AgCAssT+hWnsXwDwbiEhIVq8eLGmT5+uDz74wHQceKGkpCQ99thjGjduHAdDAQDwMBwOBQDgNqpWrarPP/9cSUlJGjFihHjBbZQVy7I0YsQIHThwQCtXruSVZ2A79CdMoT8BAIAJ7F+Ywv4FAEhS9+7dNWPGDL3wwgtaunSp6TjwIkePHlVkZKS6du2qf/zjH6bjAACA63A4FACAOwgODtayZcu0ZMkSvfrqq6bjwEv8/ve/15IlS7RkyRLVq1fPdBzALfQnTKA/AQCAKexfmMD+BQDkGz58uCZOnKihQ4cqPj7edBx4gaysLPXt21d169bVvHnzePVyAAA8kO9f/vKXv5gOAQCAp6tXr55CQ0P14osvytfXV507dzYdCQ72+uuv66233tKiRYvUrVs303GAYqE/UZboTwAAYBr7F2WJ/QsAuF6XLl303XffacKECerRo4fq1KljOhIc6uLFi+rVq5eysrK0bt06VatWzXQkAABwo5UcDgUAoJBCQkLUpEkT/fa3v1W1atXUvn1705HgQJMnT9Zrr72mTz/9VI8++qjpOECJoD9RFuhPAADgKdi/KAvsXwDAzbhcLvXt21d79+7V3/72N0VEROgXv/iF6VhwmOzsbPXt21fp6en64osvVLt2bdORAADAza0sZzoBAAB2MmTIEF24cEHPPvus/P39NWLECNOR4CDTpk3TSy+9pGnTpmnQoEGm4wAliv5EaaI/AQCAp2H/ojSxfwEAt+Pr66tPPvlEAwcOVM+ePbV582Y1adLEdCw4RE5OjgYNGqRvvvlGmzdvVr169UxHAgAAt8HhUAAAimjkyJG6cOGCRo8erStXrujZZ581HQkO8OGHH2rs2LGaPHmynnnmGdNxgFJBf6I00J8AAMBTsX9RGti/AIDCKF++vBYuXKi+ffuqW7duWrdunZo3b246FmwuOztbgwYN0rZt27R+/Xo1btzYdCQAAHAHvK08AABuaN++vapWraoXXnhBVapUUceOHU1Hgo3FxMToxRdf1KRJk/TCCy+YjgOUKvoTJYn+BAAAno79i5LE/gUAFEW5cuX0+OOPa+PGjXrjjTfUo0cP3v4bbrtw4YKioqL01Vdfae3atWrZsqXpSAAA4M5WcjgUAAA3dejQQbVr19a4cePkcrnUtWtX05FgQ3/+85/15z//WVOmTNGYMWNMxwHKBP2JkkB/AgAAu2D/oiSwfwEA7vDz89OgQYO0fft2/fWvf1XXrl1Vv35907FgM5mZmerdu7e+++47bdiwQS1atDAdCQAAFA6HQwEAKI4HH3xQjRs31osvvqisrCw98sgjcrlcpmPBBvLy8vTiiy/qnXfe0ezZs/XUU0+ZjgSUKfoT7qI/AQCAHbF/4S72LwCguMqVK6cBAwZo3759mjhxotq2batGjRqZjgWbOHHihHr27KmzZ89q06ZNvJU8AAD2srKc6QQAANjdsGHDVLlyZQ0dOlTp6en65JNPVLFiRdOx4MEuXbqk4cOHa/Xq1frss88UFRVlOhJgBP2JoqI/AQCAnbF/UVTsXwBASfHz89Ps2bM1duxY9enTRx9++KFGjhxpOhY83L59+9SnTx/dfffd2rJli+rUqWM6EgAAKCKXZVmW6RAAADhBQkKCfvWrX6lx48b6/PPPVbNmTdOR4IEyMjIUFRWltLQ0LV26VA899JDpSIBx9CcKg/4EAABOwf5FYbB/AQCl5Y033tBrr72mP/7xj/rb3/7Gq5njptatW6fHH39c7dq103/+8x9VrVrVdCQAAFB0z/uYTgAAgFN07NhRCQkJOnv2rDp27Kjk5GTTkeBhvvnmG3Xo0EHnz59XQkICP9gB/hf9iTuhPwEAgJOwf3En7F8AQGn64x//qLlz5+rtt9/W8OHDlZ2dbToSPMzHH3+syMhIPfbYY1q5ciUHQwEAsDEOhwIAUIIaNWqkhIQE1alTR+3bt9eSJUtMR4KH+Oyzz9S+fXs1aNBA8fHxCg4ONh0J8Cj0J26F/gQAAE7E/sWtsH8BAGVhyJAhWrdundasWaOwsDClpqaajgQPkJOTo7Fjx2rkyJH605/+pBkzZsjPz890LAAAUAwcDgUAoIRVr15d69ev15NPPqkBAwbo1VdfVW5urulYMCQ3N1evvPKKBg4cqGeeeUZr1qzRPffcYzoW4JHoT1yN/gQAAE7H/sXV2L8AgLIWHh6unTt3yrIstW3bVqtXrzYdCQYdO3ZM3bp105w5c7RkyRJNmDDBdCQAAFACXJZlWaZDAADgVLNnz1Z0dLQ6deqkuXPnqmbNmqYjoQydPn1aQ4YM0bZt2zR16lQNGzbMdCTANuhP70Z/AgAAb8P+9W7sXwCASdnZ2YqOjtacOXP0X//1X3r11VflcrlMx0IZ2rRpk4YMGaIaNWpo8eLFatq0qelIAACgZDzPK4cCAFCKnnzyScXHx+u7775Tq1attG7dOtORUEZiY2PVsmVLpaenKyEhgR/sAEVEf3ov+hMAAHgj9q/3Yv8CAEyrUKGCZs6cqXfffVevv/66evbsqePHj5uOhTJw5coVTZw4UT169FC3bt20bds2DoYCAOAwHA4FAKCUtW7dWrt371bXrl3Vs2dPvfTSS/rpp59Mx0Ipyc7O1rhx4xQZGakePXpo9+7datmypelYgC3Rn96F/gQAAN6O/etd2L8AAE8zZswYxcfH68iRI2rZsqUWL15sOhJK0cGDBxUWFqZJkybpv//7vzV//nz5+/ubjgUAAEoYbysPAEAZmjNnjsaOHaugoCDNnTtX999/v+lIKEF79+7VE088ofT0dH3wwQcaOnSo6UiAY9CfzkZ/AgAAXIv962zsXwCAJ7t48aL+3//7f/roo480evRoTZo0iUODDjNjxgyNGzdOTZo00dy5cxUSEmI6EgAAKB28rTwAAGXpiSeeUGJiovz9/fXAAw/oL3/5i3JyckzHQjH99NNPmjhxpHNe4wAAIABJREFUotq1a6dq1appz549/GAHKGH0pzPRnwAAADfH/nUm9i8AwA4qVaqkDz/8UEuWLNGSJUvUokULrVq1ynQslIDDhw8rIiJCo0eP1pgxY5SQkMDBUAAAHI7DoQAAlLHg4GBt3rxZb775pmJiYtSmTRtt3brVdCy4KS4uTq1atdLkyZMVExOjTZs2qUGDBqZjAY5EfzoL/QkAAHB77F9nYf8CAOymf//+2r9/vzp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"text/plain": [
"<IPython.core.display.Image object>"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"result.visualize()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[ 22., 26., 30., 34., 38., 42., 46., 50., 54., 56.],\n",
" [ 62., 66., 70., 74., 78., 82., 86., 90., 94., 96.],\n",
" [102., 106., 110., 114., 118., 122., 126., 130., 134., 136.],\n",
" [142., 146., 150., 154., 158., 162., 166., 170., 174., 176.],\n",
" [182., 186., 190., 194., 198., 202., 206., 210., 214., 216.],\n",
" [222., 226., 230., 234., 238., 242., 246., 250., 254., 256.],\n",
" [262., 266., 270., 274., 278., 282., 286., 290., 294., 296.],\n",
" [302., 306., 310., 314., 318., 322., 326., 330., 334., 336.],\n",
" [342., 346., 350., 354., 358., 362., 366., 370., 374., 376.],\n",
" [362., 366., 370., 374., 378., 382., 386., 390., 394., 396.]],\n",
" dtype=float32)"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"result.compute()"
]
},
{
"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": "3.7.7"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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