diff --git a/bb_plot.ipynb b/bb_plot.ipynb index ec10ffe6370fd1a8a78fce441faf6cee9927abd2..2c37dfdcc5ecdcf964175b5d45df03648839b15c 100644 --- a/bb_plot.ipynb +++ b/bb_plot.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 13, + "execution_count": 1, "id": "014e630c-5b70-498f-9f48-3fcaa63f51a0", "metadata": {}, "outputs": [], @@ -16,7 +16,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 2, "id": "04e0adb2-fce6-460e-8d9a-08d76a0bbead", "metadata": {}, "outputs": [], @@ -34,7 +34,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 3, "id": "3f28b2db-7724-4910-b354-2dfcc2b87b3a", "metadata": {}, "outputs": [], @@ -44,7 +44,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 4, "id": "06da7c7c-672a-40de-ac59-1705bf746dfe", "metadata": {}, "outputs": [ @@ -54,14 +54,14 @@ "['0',\n", " '-1',\n", " '0',\n", - " '0.433943',\n", - " '-10.833138',\n", - " '-11.093356',\n", - " '10.950541',\n", - " '10.208630\\n']" + " '0.450166',\n", + " '-10.014123',\n", + " '-10.301846',\n", + " '10.161832',\n", + " '9.331796\\n']" ] }, - "execution_count": 18, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -72,18 +72,21 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 5, "id": "7b4f2721-d1cc-48e0-b166-51bb6ea7f3c2", "metadata": {}, "outputs": [], "source": [ - "x = np.fromfile(\"../../robavaria/50_blobs_more_var.npy\", np.float32)\n", - "x = x.reshape((x.shape[0]//2,2))" + "#x = np.fromfile(\"../../robavaria/50_blobs_more_var.npy\", np.float32)\n", + "x = np.fromfile(\"./bb/ordered_data.npy\", np.float64)\n", + "x = x.reshape((x.shape[0]//2,2))\n", + "#x = x[:2500]\n", + "#plt.scatter(x[:,0],x[:,1])" ] }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 6, "id": "c9bfa54e-ec8c-4926-a40f-6d15ea55bb51", "metadata": {}, "outputs": [], @@ -100,19 +103,21 @@ " uby = box_ub[p,d1]\n", " bw = ubx - lbx\n", " bh = uby - lby\n", - " ax.add_patch(Rectangle((lbx,lby),bw,bh, facecolor = (np.random.rand(),np.random.rand(),np.random.rand(),0.5)))\n", + " col = (np.random.rand(),np.random.rand(),np.random.rand(),0.5)\n", + " ax.add_patch(Rectangle((lbx,lby),bw,bh, facecolor = col, label = owner[p]))\n", + " plt.legend(loc = \"lower left\")\n", " #ax.add_patch(Rectangle((lbx,lby),2,2, facecolor = (np.random.rand(),np.random.rand(),np.random.rand(),0.3)))" ] }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 7, "id": "c9d51bc6-48e4-494f-8cbf-c50972b49a2b", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -127,7 +132,7 @@ }, { "cell_type": "code", - "execution_count": 68, + "execution_count": 8, "id": "3ab30d54-e4b4-4215-9669-16bebd1ebf7a", "metadata": {}, "outputs": [], @@ -153,13 +158,13 @@ }, { "cell_type": "code", - "execution_count": 69, + "execution_count": 9, "id": "b0fca2ef-a2f3-42c9-af04-bea56a4138ae", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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lOFBYi9U3JSJUSguIEkJIRxKhAA9PGYbFk+KwQ16DGUnh0DIs1u8sxOPTE+i8STqhBMfOTM1Ri9Ni8XNeJXafV/Z53yMljUBJI4pqNfjqgTT6FUIIIV3oOOeSRCjAy7eOdnJExBW5xCgqT/LWzkJUq1qx8KNsi5KbjvIq1Hjux7NQanTYcrICWoa1c5SEEEKIZ6MEx84euj4e5Q2tYAy2DU7LK2/Ewo9yUKbUYoe8xk7REUIIIQMDJTh2dry0EX+5ejBY1mBTOUV1WgRLvHH0UgNmJIXbKTpCCCFkYKAEx84yk2QQ8r3Qalt+AwC41KDF2wvHUl8cQgghxEKU4NiZRCjAjnP2mRp84YRoSm4IIYQQK1CC4wDXDw+zuYxgHy8cKFRS/xtCCCHEClQ94ABSMR/BEh4atNZ3NL4uIQwpQ0Ko/w0hhBBiBarBcQChgI/0YTKMkvlZtf/YqABMTpRhUVocNVERQgjpd1qGdftpSujq6QBzkiMhFvBx7Zyr8PD/cnGstKnP+948Kgy+PkJcmxDiuAAJIYSQyyg1OryeVYCkSH8APOw9X4uXtp1DqFQIjb4N/j4i8HmAUOCFfy8ch+hg116olhIcB+g4y+anS1Ox4uuT2CGv7XK5ho6GDfJFY6sB42L9cLCwntalIoQQ0m/e2lmIo5ca8N3xCgRL+KhraR8O3KBtAwBUqRjztje/cwC7n5js0stjUILjYBKhAFNGhuNclRp1zTpw4EHPcpAKefATC5ESG4zU+GAwrBGFtc1YPmUYckubqO8NIYSQfqNlWBiNBpTUta/WbkpuuqNqNWDCy7ux6d7xuH6Ea16vKMHpB3OSI9HGGpFX1ojkmCDMS4kCAPNicZf3s3H1aj9CCCGeo7yhBQs/OoKKJp1F+3EAFm88jnlXR7rkItGU4PQDiVCARWlxWJQW1+lxaoIihBDiLFqGxda8Sry/p9ji5Kajn/OqwQMPb9w+1n7B2QGNoiKEuCRPGMVBiCvLkiuQXdQAHWPb1Pt6Awcd02anqOyHanAIIU5T3tCClV+fQpifCAnhfsi+WI835icjRCrCK7/kIyrIBzvkNVTbSYgDZCbJwLBGZF+ss7msmuY2aBnWpaY2cZ1ICHFxWoZFllyBzCSZS32J3ZGWYbHp0CX8X1YBzL8dz7bP2p3x2l54AfjL1RGobAQWp8c5KUpCPJtEKMCCCTF4aZvc5rJSYgNd7scInaUJ6UJXyczWvEocLFQip7gez89JoiTHCkqNDi9tO4fDRXWoa+m+6ckI4LsT1eAB8BXxMWSQFHOSI+k1J8TOtAwLDWO0uZxjlxrxt2nD7RCR/dDZgpAubM2rxJ78Wnx84CJqVK2dLsY8AHsLapEaH4znZie53MgBV1Xe0IJ572ejtlnf5304AB/uL4GAB9SodHjMxU6ghLi7rXlVCBbz0KCzfmkhAPDi8VzuB4hrRUOIk5n6hDS06FGsbO1yGw6AopnBT3kKHLvUgPuujYdULMCc5MEu9wV3FVqGxZKNR9Gg6Xty0xHLAZsOFlOCQ4jdcYgMkqKxurnXyWi7E+QjwJsLku0alT3Q2ZiQDh7833Gcq9b0efsqFYOXfzkPHwEPjZo2PDxlmAOjc19b8yrhBR5YG34k6g1wuU6MhLi7OcmDcbKsCWH+Yhy5WA9tm2XNVTHBEvzw1zSXrMmmYeKEoP3C+d6eQouSm45aWQ4b9hZBqbF+LglPpWVYnCxrQo266xqxPpfTZsTfvzmJzcfKaOg4IXYiEQqwZnYS5owdjKwV12GmBbPoDxvk67LJDUAJDiEAgO9yy7F+V6FNZbTqDVj363k7ReQ5suQKRAb4QG+wrY0fAA4WN+BIcT12yGvsEBkhBPhz/cToYF98sGg8/p45HEE+AviJrkwRRHwgMlCIm8dEYPOD17hscgNQExUhAIDcS41gbLwAGwCXnOzK2TKTZHhxqxxRQT4o/mOdG2v5i72RNjSE1mojxIGWTBqCyEAJrk0Iwe78WjCs0bxe4pOZI1w6qemIEhxCAAAcvNA+PNkmPKoUvZxEKMBVg/2RJa+2uawvlqXSWm2EOJipRgcAFkyIcXI01qOzMRnwtAwLAZ8Pe/RdFfDpK9UVocALPiLbXuBFqdGU3BBC+ozOxmTAy5IrMGyQFKF+IpvLGhHuZ4eIPM+c5MFIiw9FZIB1r3FKdABWz7rKzlERQjwZJThkwMtMkiEi0AcpMcE2leMFoLShxT5BeRiJUICX5o7CY9OGIzrIsvb7IB9vzL06ioaHE0IsQmcMMuCZ2puvTQjBRaUGZyqbrSonMlCM5TQPTrdM696kDw3Bo1+egKK5FQ0atsfO3d5ewNTEQZiXEtWPkRJCPIHTa3D++c9/gsfjdbqNHDmyx32+/fZbjBw5EmKxGKNHj8avv/7aT9ESTxYqFePrB9PxyOShFu3HAzB0kC/uuiYWuaVNDonNk0QH++LHRzJwZPUMHF59A+6YEIUVUxMQLBHAX8zH2KgArJiagPhQCVZOH4EX546m2htCiMVc4qyRlJSEXbt2me8LBN2HdfjwYSxcuBBr167FzTffjC+//BJz587FiRMnMGrUqP4Il3gwiVCAJ2eOxIKJ0Zjy+t4eZ9715rf/QggP8MGmeycgt7SJhi9bKFQqxrp57VO835UWg/U7C/H49ASESsV4bDoty0AIsZ5LJDgCgQAymaxP27799tuYOXMmnnrqKQDASy+9hJ07d+Ldd9/FBx984MgwyQASHeyLlTOG478HSiARemHoICnOVDSBNQICPg/LMobi5uQIfLjvovmCTCN8bBMqFePlW0c7OwxCiIdwiQSnsLAQkZGREIvFSEtLw9q1axET0/XY++zsbKxcubLTY5mZmfjxxx+7LV+v10Ov/3ORP7VabZe4iWfrONnVwcJ6/N+CsVi/sxCDg3wQEeCD6GBfuiATQoiLcnofnNTUVGzatAnbt2/H+++/j5KSEmRkZKC5ueuOngqFAuHhnZsBwsPDoVAouv0ba9euRUBAgPkWHR1t12MgnsnU+ThUKjb/+8ysREQE+FBTFCGEuDinJzg33ngj5s+fjzFjxiAzMxO//vormpqa8M0339jtb6xevRoqlcp8Ky8vt1vZZGAxJT3U6ZUQQlyby52lAwMDMXz4cBQVFXX5vEwmQ01N54X2ampqeuzDIxKJIBLZPokbIYQQQtyD02twLqfRaFBcXIyIiIgun09LS8Pu3bs7PbZz506kpaX1R3iEEEIIcQNOT3CefPJJ7Nu3D5cuXcLhw4dx6623gs/nY+HChQCAe+65B6tXrzZv/9hjj2H79u34v//7P5w/fx7//Oc/cfz4cTzyyCPOOgSPpmVYbDlZAaVGhy0nK1Cv0Zmfe+rbU3hvTyGe/j4PFxRqPP1dHj7LLoGWYZ0YMSG2u/xzb/qXPtuEuA+nN1FVVFRg4cKFqK+vx6BBg3DttdfiyJEjGDRoEACgrKwMXl5/5mHp6en48ssv8eyzz+KZZ55BQkICfvzxR5oDx0G25lUiu6gBu8/V4HSlCh956/H0uPbnfj6jAHOqCQDw9bEKCL2ALSeAFp0BiyfFIUuuQGaSjPqrELezNa8KO/MV+OdPZ9CiN5rnQxokPYeoIAn+NW8M5NVq+nwT4sKc/s3cvHlzj8/v3bv3isfmz5+P+fPnOygiYqJlWJwsa4LeYMDRi/Vo0LIQ8nXdbs8Y2/99LasApyoaIfDyAsMasWBC10P+CXE1WobFlzml+HBfEeo0V9bW1GnaUKdRYcb6A/AR8FCm1NKEhIS4KKcnOMR1fZdbjnNVaqi0DJq0fa+a5wBkyWsR5ieE2NsLs5Mj6VcucXlKjQ5LNx5HXqWqT9u3shze2l2Ia4YGY3RUINVYEuJi6JtIupVTrESBornbxRCFXt3X5gBAk1YHtdYbO86WYHZypCNCJMRiBkPLFf+vaGzBgg+z/6iltKy8RR/vw9XRAZg0LBQ7zrbSZ52QP/D5zp3dnRIc0q1qtR4GY/eLMb079e6+FaQGDhywU1CE2NHhw39O2Lhukh0KpM86IWaTJ/ewmF8/oASHXEHLsNiaV4kgiQjdVN4QQgghLo0SHHKFLLkC2UUNyFf03Bfhkd2fgzGKey3v0RuGIjrIl6ruiUswGFrMNTd7GvfgvoyrcONbB2DrAPB7ronGqMFB9DknxEVQguMBTDUuAA9z7NChNzNJBoY1orShBVVN+m63Y4xiMIaeExwBD6hs4mFpxhDw+fRxI66lWsXD338oBl8ggVZvtKmsXec1eGjKGPD5vSf9hBDHoyuOm9AyLLLkCiRF+OPp789Aq29DWaMWrW1/tiF5AXj+hzMYEeGP9+6+GtHB1nXwkggFWDAhBs06FnnlKtjSSiURemFcTBCNLCEuSc8aIRXzYdOH/A+sAThYWI+54wbbXhghxGZ01XETW/MqcfCCEq/+ko86DdPlNkYADAecqVIj47W9EPGBj+4ZjwZtm1XDV6ViPnwEPGhZ687+PAA3jAijKnvist6962q8/OslCARef07kZKXxsYG0yjwhLsTpSzWQvtHoWBwqrus2uemK3gDcu/E4FCoddshret/hMnOSB+PRqcMR5ie0eF8A+HvmCLx6WzLV3hCXJREKsGZ2Eh6ZkgB/kYXjwzuIDBTh1Xlj6LNOXIJpqZGBvrQIfRvdxO5zNWjUGizezwjg51OV+PT+VIv3lQgFeHjKMMgCxfgqpxRHLzX1aT8vAH+dPBQPTxlm8d8kpL9JhAIszYjHuWoVfjhRZVFrFR/ASJkUH9wznpIb4nSmrgx61oAWnQE75DWYkRSO73LLkVfehKGDpCiua0FihD+kYoFd+my6Ms89Mg/R3oG4CtkljVaXIVdo8NsZBRalxVm1v6nTsVTkjYNF5T1ue93wUMwaHUHNUsTtrL4pETnFDahW6/o0PcKDGUPw2PThHn2BIO4lS66AQqVDUa0G9Ro9DhUq8XiXn+VKJAzywcmyRqyZneSxn2HPPCoPkiVXYPc5y5uXLvfxwRLcOFqGUKnlIzxMnY5nJ0fih+NS4I9WsuhAERq0AoyLCUKzjsXMUTIsTI3x2C8L8WyhUjEemDwUP52sRKhUiEPF9RB5AfWt7TWnPADhfiIwBgOWXTcUD0+mGkriGkw1N8ESbzz93eluZ5/vqLCuFYV1FahR6fDe3Skeed72vCPyMBkJoXj1l3yby2nRt2H9zkK8fOtoq8uQCAVYmBprnqn1qwfScPiiDjOSwj3yy0EGnttSouAv9sa1CSH47YwC8ioVlk8ZhsPF9QCAqYlhOFhY75adiU0XQVovy/NkyRW4WKfBit+LLd537wUlvsopw9KMeAdE5lz0KXdxBwqVuCrCH/sKlTaVwwF4fHqCfYL6Q4hUjLnjQuxaJiHOJBEKzMO8OzbpLugw5YK7DQM3NXMfK2mASteGTYcugc8D0oaG4mBRHfg8Ht5eOA4hUhElQG4qKcIfq747bfX+L/+Sj1GD/VGl0nnU++8ZR+HBMpNk2Hys534vfXHH+BirmqeIY5guOhpdG85UqMAaDBDwBRgdFQChgAehwAtzktsvpHTRIZYy1dZkJITi9awC5JU24nxtS6dtTpT/OVN5xmt7MSTEB8PD/cCwRiyYENPfIRMraRkWD/4vF3ob1tXhANz9nxysnDECO+Q1bpfEd4fOmC5OIhRgw53jMP7l3TaVc7zM+k7KxH60DIsvc8rwxZFSAEaU1Hdekf2nvCrz/1/9+RwmDAmGsqUNGh1rdSdxMvBkyRVQNOmwdNMxnK9WQ9+HAZgl9a3ttzoNjpbUY/VNifSjyA1kyRXg22HCFwMHVDa1YvGkONsLcxE0D44bCJWK8UBGnFX78gCMjQrA67eNsWtMxDpf5pTi9e3nUVKvvSK5uZxab8Tu80rIy1V4e9cFlDe09Lg9ISaZSTLkVTQir6JvyU1HF+q0+OlkFV7eds4xwRG7ykgIRYO27/OjdUcq5uOZWYkeVVNMCY6beHz6CDw3K9HiKrdEmRRLJg2xetkGYl87z9XAyFlWlcwC0Oja8MTXp/CPLWeg1PScGBECAAeK6q3el+WAs1VqO0ZDHOVAoRIRARKby2nRG1Cv6X7tQXdECY6baB/BFIOVmcPh483rdfuJsYGYmxyBhamxbjniw9NcUKgx9f/2IDpQhDYrVgTQGQANY0B1UyvW7yy0f4DEo2zNq4LRYPnEoB0V1bVQraEbyEyS4Y4J0Qi3csZ5EyMHPGVDR2VXRAmOG8mSKyAS8PHkjJFIjQ/GiqkJuDo6EBH+IgRLBEiUSSHi85AYJsWd18Rh/cKrsSgtzqOqHN3Vw1+cQJlSi+9OKqwuo1DRDFUrg+Ey6YCfgp10T8uwOFnWiFY7fEQ87YLniSRCAealROGa+FCbLuiRgWJMT/SsH8N05XMjmUky7JDXQMeymJEYjhCpCJ9fH49tf3RMTR8agg2/FyFpcADV2riY2WMisH53kU1ltHEAOKCN5TxqpAOxryy5AnEh9mmS9rQLnqfKkivAGowQ8AHGwoo7AYBHpyYgNtTX464blOC4EdMcHVqGNa8xYppl2GTdbclOjJB0Ryq2z1eN4/EgFQtc5kRU3tCC5V+cQL2GQZCvEHPHDcbccZE4UKikoe1OYvohJLRxgfSYIB8sTKXh4u7AtJxOaYMWRTVq6PqY5FyXEIJZYyIx20PXpPK8IxoAOk5G5kiXz3yqZVhkna1EkMP/sucprNFAaMWvq8ulDw2BSMB36snINIePoqkV7+8tMo/SqVTpcLZKjX/vLoSvkI/tZ6sRKBHiqcwRNNy4H5nOD//afg7VKhtG1/A4moPJTZh+6E5NDMP6nYXwFfHxyYESGLj2BZcvN8jXG/ddG4/Fkzy7C4PnHhmxmimxqW5qxeaj5cg6Ww1fkQCsgQMHLf4S4ewI3c9TM0cgS14NptW2DEeh0uGvTlilXcuw+C63HLmXGlBQo8F5habbbdU6Fmodi2p5LYLFXjAYOExKCKULZT/79N5UzFh/wOr9xwwORIOGoeZQNxIqFePlW0dDy7CIHyQF8EfXhT1FSAjzg1QsAAcOLToDQqQij/8+evbREat8l1uB709UoKROA7XOgLLGVvNzQr7OnOBUNLbgowMXsWJ6Av1C70WoVIz4QVKcKFP1vnE3hHxA4MXr95OSlmHx3I9nsDu/Ds2tbbAkRWvQGXHoYh2igyV0oexnUcES/D1zOF7LumDxvnEhEvzzliS3XXdroLui68K8P7sudOzi4OloFBWBlmGx+VgpPssuweZjpThUWIcz5Sqoe2nIzXzrAHbIFVhnh8VAB4K37xiHwQEiq/YN8/fGTUkyPDlzhJ2j6l2WXIEChQYqC5Mbk+omBpsOlSAlNtDeoZEemEZdPjJlqEX7xQT74KNFKQiVijF33GCP/5U/0JiaMAfC++r5R0h6lSVXILuoAYU1apxXaLpss+2KEUCdhsGu83X474Fi3JkaOyC+NNaKDvbFo9OG47fT1dhfqERfpvvjAchMCsMHiyY4OrxuZSbJ8Fl2aZ/i7U5jK4uH/peLbx9Op89IPzF1Nl6YGoM5yZF44H/HweMBl5Stnd5LHoDhgyQI8BVhRlI4eODhXHUzhsv8nRU6IXZBZxqCzCQZims1ndZBskRTaxs2Hb5k/sVHujcnORJiAR//mJWIv393GsV1zWjWd51SDgn1Qbi/D16+dXQ/R3mlMBsnEQOAc9XNeO7HM3hp7mhKcvpBx8EIUcESPDZtODKTZACA73MrkFfehMQIf0jFAvMomoHUfEE8H51lCCRCAb4+VmZTGVKh6wxddmUdLzo/PnKt+YJyVYQfnv3xLIIlAoi9BeAAGIxAxvBQp/dvypIrkFdufd8hE4mgfTQZ9cXpf1lyRacOw4vS4rAo7crt+muEJiH9gRIcggsKNVStbTaVUVbf/aga0r2OF5RvHko3P+5Kv6Qzk2T4x/d5NpcT7OeD4eFSlzimgcbUXEWvPRlIqJNxP9MyLLacrHCZqfa1DIu7P86xeX4WAwfzjMrEdq7UEVAiFCBjuO0XRpm/CKtu8qzVit2FK32eCOkvTk9w1q5diwkTJsDPzw9hYWGYO3cuCgoKetxn06ZN4PF4nW5isWsOU1ZqdHjim5NY/vlxLP/8OG7/IBvrfj2PiS/vRM5FpdOTnSy5AiMjbO9MKBI4/aNEHOjZmxPRhzVeu+Uj4CE8wAcHC61f4XqgMI1q3HysDFqGdbkfRYS4C6en8/v27cPy5csxYcIEsCyLZ555BjNmzMC5c+fg69v9eir+/v6dEiEez4azr4MoNTos+DAbNWo9NPorq0gWfJQDABDw8jAiXIq37hgHebW6XydEy0yS4chF2y868YOkmJ0caYeIiCs6XtqIhHA/nFM0W7yvF4DwAB9kJIRSE8llTJNqJkX446lv81DTrINa1wYt0z7OadX3Z8BD+0in4ikaPJk50qnxEuJOnJ7gbN++vdP9TZs2ISwsDLm5ubjuuuu63Y/H40Emkzk6PKuYTlq/5FWjuE7b6/YsB8gVGsxYfwDXJYSCYY2dJmlyJIlQgDWzk1Ba34IjFxutLmdeSjRVf3uwzCQZNDoW/9lfjLJGXZ/38xd7YUR4AN5ckIzoYPssAOkJTOeIeg2Db46V40Jt933Y/lhjFe/uKcb2M1V47+7x/f5DiBB35HLfDpWqfbRGcHBwj9tpNBrExsbCaDTi6quvxquvvoqkpKQut9Xr9dDr9eb7arXafgF3YWteFbafrcbeAqXF++4vVELgxevXxc8kQgFig31xQaFGg9byzjjTEsMwLyXKAZERVyERCrAoLQ43jpZh3nuHoVC1ootKyU7iQyW4d9IQLEqL65cY3cl3uRX4+lgZihTN6GaWgC4VKVsx650DSBjkB42OpdeW9JvL1yZ0By4VpdFoxOOPP45JkyZh1KhR3W43YsQIfPLJJxgzZgxUKhXeeOMNpKenQy6XIyrqygvt2rVr8cILLzgydDMtw+JYST0OXbA8uTH5vaAO2/Kq+q0WB2hfK6m0XouzVU3QWHDGnTYyFP9eOM5tPvDENqFSMb7/azoe+eIE/Hy8AQ44XFwHAY+HtGGDMCEuGDvP1WB8XBCatG2U+HYjr7wRFxTNaLNite82A3BO0Yyci/WU4BC7a19MtxIMa4RQ4IVpieH48WQlvjhShqHh0n5tYbCVS12Vli9fjrNnz+LgwYM9bpeWloa0tD8ncUhPT0diYiI+/PBDvPTSS1dsv3r1aqxcudJ8X61WIzo62n6Bd5AlV6CFMaDNlmlfAXyVU4apiWH9NgdKqFSMT+6dgK9yyvDt8XKcr+l92HeAWIBQPzElNwNM+2dlYqdhx6b/S4QCLEyN6XSfXCkm2Neq5Kajg0VKfJZdgtuoeZjYyJTUADwwrAGbDpbgYn0rvACswlnzdiX1WlQqtf16bbKFy3wrHnnkEfz888/Yv39/l7UwPfH29sa4ceNQVFTU5fMikQgikXVrAFkqIyEUmw6V2FyOvEqFdb+exxu3j7U9qD6SCAVYmhGPYKkQRy8q8c3xSoyNDkRpQwuuiQvCr2dr4SP4szP3DSPC8GRm/6+NRJzv8gnhOv6fJovr3e/na2wuo1nH4qeTVfAXC+n1JjbZmleJL4+UobpRizrtn6P1usrB82s1mPTqbvz1hgSEB4gwJ9l1px9welQcx+HRRx/Fli1bsHfvXgwZMsTiMgwGA86cOYObbrrJARFaZld+LUqVvXcs7o0XAHA2VgNZKTNJBh54eG72KPP07VlyBV67fRxEfD0OHGjf7tV5Y8Dnu34WT4gr0TIslBp97xv2Qiri46bRETQyjdgBD5WNWtRr+zYVgd4IvLWrEP5iPlp0BizNiHdwfNZx+uQly5cvx+eff44vv/wSfn5+UCgUUCgUaG1tNW9zzz33YPXq1eb7L774Inbs2IGLFy/ixIkTuPvuu1FaWor777/fGYdwGQ4Ma/t8FUJvPh6bPtwO8Vju8knBOk7zTgixTZZcAYk33+Zy2gxGSMUCl/31TNyDlmHRoNH3ObnpSK0z4L09hVBq+j6ysj85/Zvx/vvvAwAmT57c6fGNGzdiyZIlAICysjJ4ef2ZizU2NmLZsmVQKBQICgpCSkoKDh8+jKuuuqq/wu7WtMRw/OOHs71v2Iv546Px4b6LeGaW82d+7TzNu+2/PAlxFQZDS7//zWkj/bDhdy2EfNsuCkNDfQFO65RjIJ5By7D4xw95yDpXB6GVOXezHli77Theu33cFc/x+c6dGoLHcU5qB3EitVqNgIAAqFQq+PvbPotvR1tOVmDzsTLk2DCnTHyoBBEBPrh2WCgiAn1cqn3dYGjBgQNSAEBGhsbpH2BCLNXxM0wIcZzJk+2fXlhy/XZ6E5WnyUySIS7EFzePiYDAismVg8ReuCs1Fm8vHIuIQB9qXyeEEEKs4PQmKk9jmhl4h7wGGh2LvRfq+rzvVTI/ZI6SIUQqQqhU7FI1N4R4ovT0GqfUQmoZFr+eqUajlsH7uwvRasGQ8SSZFOsXjkNUENWeEtu9vasAH+y3beSvVMjH9sczEOJiQ8cpwXEAUyfdaxNC8M+f5DhVroLEm4eiOm2Xw+7S4oOxYEIMZiSFd5pbhBDiWHy+r1MSHD8fYMHEAACAROSP9/cUolrN9LiPNx8YEe6HxdcORWxoWH+ESQaAH081gTHYlpgIBEK8uasC6+Yl2ykq+6AEx4FCpWK8e1eK+X55Qwue+vY0xscG4XhZI16ck4ST5U0AYJ4UjWptCBlYbkuJgkjgBUWTDj/lVSLMT4TjlxoRHiDCe3el4KujZYgN9kVxXTOSo4PoBxCxK6nIthF9PgIgMlCCpMgAO0VkP5Tg9KPoYF9sfjCt02PDZfbt5EwIcS8SocA89f1j04dDy7CdZoJOjg5ycoTEkyWE+6FAoYHlqxC2e2hyAmJDfF0y8aYEhxDSr0wTR2YkhGJXfi0AzqVnQ+1vVJNL+tNzs6+CN98LrMGIY5eUqFS19XnftCFBWHZdvMt+d10zKkKIx9qaV4UDF+rwv+xSKJpa0dLGYsPvxVg4MQbBUm9MSwzHgUKlW61aTIi7CpWKzUsCKTU6zH//MErqW3vcZ2iIGHdeMwQLU2Nc+jvqupERQtxex9qaX89UY19BLQ4W1UPPdp4fQ9XaiteyCgAAAeJ8LEqLwza2CkKBFyU6hPSTUKkYvzx2Hf6z7yI+zynFggnR8BUK8NvZaijUOmj1Bny8ZDxS40OdHWqf0ER/dp7oz9PRRH/EEltOVqBBw+BEaSN+O6vochRhd2KCxJgzdjCGhfnZtcmGPsOEuC+a6I8Q4hIyk9rndTp+qd6i5AYAyhp1+OZ4GXSsAVrG9vXdCCEDCyU4hBCH0DIsvsstxw+5FajR9L3jYke1zW14e1cBvsops3N0hBBPRw3bhBCHyJIr8M3RcpytbrapnGoVg1/PVCNYKqT+OISQPqMaHEKIQ2QkhKK8sefRGH0VFeSDBg2DHfIau5RHCPF8lOAQQhziQKESbQZLe95ciQ9g+ZRhCJGKXHIyMXvRMiw2HyvF5mNl1OeIEDugul5CiENkJslQXKPBu3uLbSonyIePz7JL8fKto+0UmXNdPnQ+91IjWIMBFU161Gl0CBB7Y8vJSmy4cxxCXWzxQkLcCSU4hBCHkAgFGBouhYgP6K2dBx6A1EeIx6cn2C8wJ9EyLLbmVWLP+VocvdgAI8dBpbvyhamCHjwAq74/jRBfEZIG++O2lGjqe0SIhegbQwhxmIyEUEhEAui11jW5CHjA0ox4t6zJ6FhTc6BQCT1rwK+nFdhfqOx1Xw7Arvw6BEkEyL5YD5GAb16vihDSN9QHhxDiMAcKlbgrNRYSgeWnGj4PeGLGCMxLiXJAZI6XJVegQcNg/c5CNGgY1DTp+5TcdNSoZVHW0Iqd5xTUL4cQC1GCQwhxmMwkGYaF+SFr5XVIjgro834iL+C3xzLw8JRhbts0Y5rk8PHpCWBYI/69u9Dqsvacr8O2vCo7Rud5tAyLLScroNTosOVkBSWEhJqoCCGO03Fl7K8euAZf5ZQhS14NkYCPoyX1nfrmyPyFCPMTIz5UgmdnJ7lls1RHpmNXanR45/cLsKEbEgwcoNHRBbsnW/MqkV3UgJziesSG+uKFbXKMiwmkleoHMHrXCSH9QiIUYGlGPJZmxEPLsNghr0FKbCA+3HcRj09PcPuEpjuvZxVAx9q+5N/J0gYgI94OEXkeLcPiWEkD5FUqlNS1mJPJ749V4N+7ijB6sD/E3gKMjgqAVCzAnORISnoGAHqHCSH9rmPNjqcM/+5ObLAEQj7P5iTnVIUaWoalC/Nl8sobMf+9w2C6eHlZAFUqHapUOgDAz6erkBjhBx5AnbYHAOqDQwghDlRar4XI2/ZTrZEz0kzOHWgZFk99exK3bOg6uemKgQPOVjVjp7yG+ugMAJTgEEKIAz01cwSGDpLaXI4swAfXJoTYISL3p2VYrNh8Et/mWtfxevf5WnyfW2HnqIiroQSHEEIcKFQqxu0TYiCxoWUpIkCM6YnhOFhYb7/A3FiWXIF9F+qs3p8D8M3xcqrF8XCU4BBCiIPNSY7EE5mJ8BfxLd6XDyBMKkKwVOjRa3H1lZZhUVTTbHOfpou1amry83DUW40QQhxMIhRgYWoMvAVe2Hu+Fr8X9K32IcCHDz+xNyICxRAJ+NTBGO21N5sOXbK5HG0bqMnPw1ENDiGE9IMsuQJtrBFzxg7G1w+kwrtDZY4XAF6H/wf6CHDzqHD8/GgGHr0hAVNGhlHtzR8yk2QYMsjX5nJ8RV747YzCDhERV0U/BwghpB9kJsmwQ16DGUnhkAgFyFuTiRe2yaFubUOAjzeezByB3fm1AIDZHeZpWRBs+8Xck0iEAmy6byImvrwbRhvK4Xt5QV6lsltcxPVQgkMIIf2g49w/pvtrZid1Snpobpa+CZWKcX9GHD46cMnqMqaMCMOTmSPsFxRxOdRERQghTmJKeqhvjeXiw/wQ5mfd63bt0GBMHhHmsbNnk3aU4BBCCHE7c5IjkZEQDj8hr/eNO5gQG4TZYwdTn6YBwCUSnA0bNiAuLg5isRipqak4evRoj9t/++23GDlyJMRiMUaPHo1ff/21nyIlhBDiCiRCAV6aOwpXRQUhfpAPehuA780DVkxNwKdLJ2LBhBiqNRsAnJ7gfP3111i5ciXWrFmDEydOIDk5GZmZmaitre1y+8OHD2PhwoVYunQpTp48iblz52Lu3Lk4e/ZsP0dOCCHEmSRCATbcOQ7p8YOQ8+xU7Hg8A5EBIoj4wOhIf/h68xAZIMbNo8KR/Y+peGz6cEpsBhAex3G2L3Nrg9TUVEyYMAHvvvsuAMBoNCI6OhqPPvooVq1adcX2CxYsQEtLC37++WfzY9dccw3Gjh2LDz74oE9/U61WIyAgACqVCv7+/vY5kAHCYGjBgQPt085nZGjA59MID+Je6DPs+Uyr1Zs6bxPPYcn126k1OAzDIDc3F9OmTTM/5uXlhWnTpiE7O7vLfbKzszttDwCZmZndbg8Aer0earW6040QQohnos7bBHBygqNUKmEwGBAe3rmzV3h4OBSKridgUigUFm0PAGvXrkVAQID5Fh0dbXvwhBBCCHFZTu+D0x9Wr14NlUplvpWXlzs7JEIIIYQ4kFPr70JDQ8Hn81FT03nBs5qaGshksi73kclkFm0PACKRCCKRyPaACSGEEOIWnFqDIxQKkZKSgt27d5sfMxqN2L17N9LS0rrcJy0trdP2ALBz585utyeEEEKIZZQaHZ7+Lg+fZZdAy7DODscqTu+BtXLlSixevBjjx4/HxIkTsX79erS0tODee+8FANxzzz0YPHgw1q5dCwB47LHHcP311+P//u//MGvWLGzevBnHjx/HRx995MzDIIQQQtyeUqPDmh/PYM+FerCsAT/kAu/tKQZjMOCea+LwwPVD3abzttOjXLBgAerq6vD8889DoVBg7Nix2L59u7kjcVlZGby8/qxoSk9Px5dffolnn30WzzzzDBISEvDjjz9i1KhRzjoEQgghxK0pNTqs/fU8DhXWQdHMdHpOodYDANbvLsL7+4oweXgYXvnLaJdf6sLp8+A4A82DYz2aQ4S4O/oME9KZlmEx771DyFdo+rxPdLAIWY9P7vfaHLeZB4cQQgghzqFlWLy3pwjXrvvdouQGAMob9Eh7dSfe21Posn10KMEhhBBCBqAsuQIfHShGg7bNqv1VOiPe31uEV3/Jd8kkhxIcQgghZADKTJLBV9TbMqU9a9YbcbykHt/nVtgpKvuhBIcQQggZgLQMi0Cx7XPEXazXQl6pskNE9kUJDiGEEDIAvZ5VgItKy/redCXMT4TlNwyzQ0T2RQkOIYQQMgAlRQYgLtT2UYRjY4KQW9pke0B2RgkOIYRYQcuw2HKyAkqNDltOVrhkJ0tCenJbShRSYoJsKkMsADISQjEjKbz3jfsZJTiEeBClRoenv+9+enXTRZkuxrbLkitQptRi4Uc5KFNqsUPevkZeeUMLFnyYjf8eKKbXmbg0iVCAx6cnQCq0vowhoVLMTo50ydmNXS8iQkifaBkWW/OqAHCYlhiOb45V4N3fC9HaZgQHYHNOOT67fyIkQgGy5ApkJsmQJVegQcNgh7wGc8cNdvYhuCUtwyJLrkBShD9e+fkcNK1teGt3IQDg8a9Pmbc7eakBWXIF3r87xeVnfCUD14FCJZakD8W7e4st3lfE58Gb7+Wy5xOayZhmMrYIzQLrOj7LLsGH+y6iWdcGPWOA3tj1dn5CL9yZGov4MCk4cOCB57K/uPqDrZ/hzcfKcKBQiaMX61Cn6b2GxhvAiszhWDJpyIB9zYnr0jIsdshrEBEgwkP/Ow6N3oC2bs4lHY2O9MMImR+So4MwLyWq3z7blly/6dtGiJvRMiy+yy3Hfw4Uo7JJ3+v2zYwRHx4ogTeAtIRQzBoTQRfaPjLV1mQmySARCqDU6PBVTinyKtR9LqMNwGtZFyCvVOP125PptScuRSIUmGtfnp8zCg0aBifKGrH/Qi2au/jVFOgjwDXxIZgyMgwLJsT0d7gWoW8aIW4mS67A5pwylDf0ntx01AZgf6ESClUrpiaGUbNJH5ia9LblVUEo8MLWk1UWJTcd7ZIrsC1vkMtfFMjAlZkkww55DV64JQkHC2VIiQ3Ehj1FSAjzAwAU1jRj+Q3DkFva5JKdii9HCQ4hbkTLsGjWtaGo1vq5Ky7UtuDZLWeROUpmrpkYqAyGlh6fnzbSD7vza9Gsa8WhoiYcKlZAaOXErxyA38+V4KZRAQP6NSeuS8QHZo8JBGD441/glbkd57dpT2oixwQC0MNg6PlHlrO7MNC3zAF6O2m6s47H5snH6aqyzlbiwIVqgKez+kILADlF5RB66cC0aXBbSrT9AnQDHT+3hw/3/is08I9bdATwlwjb/35uju1lEOIOJk92bhdf6mTsgE7Ge/fy7F4mIYQQ4k4ckeBQJ2NCCOmD3crf8ej0MQjppT9SvUaHOe8cREOrbfPaeAE49uy0fm+iMhhazLVV6ek1Tm86IKQ/UILjABkZtq/tQfrOHU/eza0qnDrePnLhb79/DgMnBgfAR+CFNpaDROiF9IRBWHXjSPPFt16jw5PfngYPQHZJg01/X8wHMoaHYfpVMsxOjrTxaFxbvUaHFV+fgoDvhZOXGmCEDu9OvRsA8PXJBnxz8giWXTcUdc16PDVzRJedrw9dbESwXxAUmmabYpEFCOHnE2BTGbbi833d4jtCiK0owXEAOnk4j6ufvLUMiy9zSvFlTj6eH9/+mM4gBmNov6hq29ofU7cBP5xqwoGi43h06gjclhKFQxcbkTY0GnsL68zbW2uQvxh+Yn/MGDUEfL7nngYuKNS4ZUMOWttMVeXiK/ou6Q3Au3uKwQNwtqIJiybFYU7y4E61LJlJMmh0LNb+mg9tXyYJ6cbitCFW70sIsQwt1UBIP/oypxT/+q0AFY19G+Jdp2HxRtZ5PL/lDDISQhER6IMNd47DqEg/q2OYmRSGh64biufnJHnsaB4tw+K/B4qRuf5Ah+SmZxwAuUKDT/aX4IVt8k7LLEiEAixKi8OPyydBaGUXu6WTYrE4Pc66nQkhFqMEh5B+omVYvP/7BbQZLet4p9YZsDWvCj+drMLccYMRKhVj030TcfMoy+ehkHgDby4Yh0VpcR6b3ADt89d8uK8Y1nRxvFDXAlVrG7blVV2xbtdwmT8O/2OqxSPYFqVGY3RUkEe/5oS4GkpwCOkHSo0OCz88gvpW65o3GCPw6eFSbD5WCi3DIlQqxtQkGcItXCXvjolx5kUhPZWWYVFWr0Wdps3qMi7VaqBnDeZ1uzoKlYrx7UPp8BfzER0s6rWsmUnhSIkLcYuJ0QjxJPRzghAH6TjN/9pf8nG2SmVTeY0tWhy8UA+xoH1q9cwkGRo0DD7PKUWIRIDcMnW3NRZjBvvhjfljca662eMvtFlyBT45eNGmMs7XtuCH3ArMS4nu8vVKjg7CkWemYVteFQqq1fgsuxSBEgEY1gAD54XYYAl4AHzFArx86yiaNZoQJ6AEhxAH6bhyN3iAj4AHTR/7g3SlhQEEXjBfcCVCAZZmxGNhagx2yGvwwT0h2J1fi6MlDVDr2lCn1sNb4IU3b09GdHB7x+vhMs9fXDYzSYZV3+XZXM4lZQsKFM3dNitJhALzsgtPzhyJbXlVOFpSD32bEanxIfATe2NGUjg1SxHiJPTNI8RBTOu6XJsQgqomLQw2znllBCDw4l1xwey4WN6CCTGYnRyJHfKaAXdx7Vhj5iP0hr7V+iYqAIgJ8cXj0xP6tK0p2Rmorz0hroj64BDiIKbE40ChErvya9HK2j6rZ3RI70PgTX93oF1gO9aYLbHDaKXhYVKLm5YG6mtPiCuiBIcQB8tMkuHWcYNtWjvKJLu43vZCPFRmkgxSsQA6lsW8lME2l5ccE2SHqAhxH1qGvWLkoDujnxmEOJhpDpUxUQG4ZcNhq8sR8Xl48ZYkO0bmWSRCAYQCLzRoGHy47yL8RXyo9QarypqZFI55KVF2jpAQ13RBocaDn+dC4i1AG2vAv3cVYv0dY/HN8QqsmJ7gtp3kKcEhpJ8kRwfh6wdSsei/li0nLfQCIgN9MHtsJM5VNw+IjsLWMvV7umVcJJq0DPacr4WuzYi+pjnBEj5WTB+JeSlR1MxEPJaWYfFdbjkOFSpxsrwJtc3MFdvMf/8wYkJ8seDDenz94DVumeTQN5iQfpQaH4p/zU/GuYqqPm0f5CPA1kevRYhUZO68SrrXscP1a/OTsS2vChodi8+PlKCkXtftfl5oTyIfvD4ei9Li+idYQpxAy7C4b+MxHOllPTvGCBTVtYAH4N6Nx/D1g2lul/S7V7SEeIDMJBlOXqo035+cEIrfL2jA/jEHYESAGMlRAZAK+Vg1K9H8y8l04SZ903EY98LUGHyfW4F9F+qQV/rnax8ZIEKINBA3jY6AVCzw+IVHycBW3tCCBR8eQZWq+2T/chyAM5VqvLenCEPDpMhMkrlNosPjOM72oR1uRq1WIyAgACqVCv7+VN3v7gyGFhw4IAXQvpK7Ky+2adLcqkJuTiCA9pgbW/l4I6sASZEB1DziYB0/LzuV2Vgxc6xbVr9bwh2/I8R+2pukKvB/289DZWW/NABYMTUBsaG+Tv2xZcn1m86ixC1oGRZb8yrBsEYwrBEnSxtQ0aRHXIgP/nFTnLPDs9jlCUyoVIx185KdFM3ANTRMioOF9VQ7RjySaW4oPWvAN8fKbUpuAOB/OZew5a+T7BSd4zltmPilS5ewdOlSDBkyBD4+Phg6dCjWrFkDhrmys1NHkydPBo/H63R76KGH+ilq0l+UGh3+seUMyhta8Pr2fIxZk4VV35/F8z+dw8u/nMcvZ2uRV6HCT3kKLP7Ysk67rsjThme6i2CpiPo1EY9lmhuKBx74Xjyby9O1GfHhPtuWQelPTqvBOX/+PIxGIz788EMMGzYMZ8+exbJly9DS0oI33nijx32XLVuGF1980XxfIpE4OlzSz9b+mo/9F+rwRU5Zr9sW17ea/1+v0SEswPWr3zsmMgs/OozJI4fgXLUKu84pUKPW44aRYQiWijAnOZKaqxxodnIk+Hx6fYlnMo0qnJEUjv0FNcirsK08o5HDcJkUWoZ1i/OS0yKcOXMmZs6cab4fHx+PgoICvP/++70mOBKJBDKZzNEhEicqq2+xajXoOz7KxjcPT3PJPhV/NrNx2C2/iHuHtT9+qkKNo6UFnbY9XtqEqyL8wAPMHWUJIcQSHUcVgmd7g403H2jRG7BDXuMWzbouNZOxSqVCcHBwr9t98cUXCA0NxahRo7B69Wpotdoet9fr9VCr1Z1uxDWVN7Rg/vuHcKzUupW3K5r0WPdrvss1+Sg1Oty78RjW77iA53+SI7uksdd9zlU3o7yh5882IYT0hcAOV3tfkTcqG1vdplnXZeqYioqK8M477/Rae3PnnXciNjYWkZGROH36NJ5++mkUFBTghx9+6HaftWvX4oUXXrB3yMSOTJ3hvjxSilNlTTaVdaioHt/llqON5Vzil4aWYfHw/3JxrrIJLRbmW+/uKcbZyiaESEVYfVOiS9ZMEUJcX0pcCPZeqIOq1bqOxnwesPTaeCxMjXGL5inAATU4q1atuqIT8OW38+fPd9qnsrISM2fOxPz587Fs2bIey3/ggQeQmZmJ0aNH46677sJnn32GLVu2oLi4uNt9Vq9eDZVKZb6Vl5fb5ViJ/Zg6wwX7eqPNxokLqtV6HC1WIsQFOpBqGRYvbJOjrLHF4uTGZO+Fevx8qgrrfj3f+8aEENKF21Ki8LcbhsPX27r9A3283Sq5ARxQg/PEE09gyZIlPW4THx9v/n9VVRWmTJmC9PR0fPTRRxb/vdTUVADtNUBDhw7tchuRSASRSGRx2aT/mDrDAbb39AeAiibG6TU3QHviVq9hUN9seX+ijvRGoLiuBZuPlVHHY0KIxSRCAYKlQmQMD8NOeW2fly/xAhDow8dtKVEuUSNuCbufJQcNGoRBgwb1advKykpMmTIFKSkp2LhxI7y8LK9QOnXqFAAgIiLC4n2J65AIBZiRFI63d12wS3lRgUK7lGOrzCQZPjtcCtYO02mGSoU4UlwPsYDvVicZQohryEySgWGNEHh54URZI1StDFqY7k9OMn8Rlk8Zhnl/JDfOrhG3lNN+BlZWVmLy5MmIjY3FG2+8gbq6OvNzphFSlZWVmDp1Kj777DNMnDgRxcXF+PLLL3HTTTchJCQEp0+fxooVK3DddddhzJgxzjoUYidZcgVmjYnAu3u6b27si0FSIVKH9i3JdjSJUICYYB+cLG+yuSxfby+kDQ1xu5MMIcQ1mJYvmZ0ciR3yGqh1bThR2ogR4X74NrccIm8+kiL8sOqmROzOrwXQPpVCp9FYbsRpCc7OnTtRVFSEoqIiREVFdXrOtHpEW1sbCgoKzKOkhEIhdu3ahfXr16OlpQXR0dGYN28enn322X6Pn9hfZpIMO1CD6xJCsL+w3upy/MQCzEuJ6n3DfjJC5gfkVdtcjlgkoCHjhBCbmRIWLcPCX+yNGUnhWDwpzlxL03EdN3fmtARnyZIlvfbViYuLQ8elsqKjo7Fv3z4HR0acxfSluzYhBLe8cwiVFiwIZ+Iv4uOu1FiX6qNSXKeBVMiDpoeq4N4khEnxZOYIO0ZFCBnoLq+Zccdamp641Dw4hADt6zL99Ogk3Dw6wuIux5lJMixMda1fHokR/gj2tW14d4ivkIaIE0KIBSjBIS4pVCrGu3ddjRduuQph0p7HNUYF/jlCbtVNiS5VewMAUrE3xkQHItDHurgk3jy8Pp/6mBFCiCVc60pAyGVuS4mGSMAHwxqh0bHYmleFi3XNiAqWwE/kjXkpUfATtQF/TE7taskNAMxJjsTZChUWTIjG59mXoO3jRD8+3l6QigT44a/piA52/fW1CCHElbje1YCQDi7v7CYLFEOh0qG0vgXjYoIwOzkSIr4eBw44McheSIQCPDMrETvkNdi+4nps+L0IzbrulwvxE3phZEQAhob54snMEdQ0RQghVqAEh7gV04SAi9PjzLU1BoPeyVH1rmNnvnW3JaO5VYXcnPbnHr5+CCqbeNC1GVHR2Iq4UF88ezMty0AIIbagBIe4FXedj+FyHZvShoT64cHJQ1yyeY0QQtwVnVEJcbLZyZHg8+mrSAgh9kSjqAghhBDicSjBIYQQQojHoQSHEEIIIR6HEhxCCCGEeBxKcAghhBDicSjBIYQQQojHoQSHEEIIIR6HEhxCCCGEeBxKcAghhBDicSjBIYQQQojHoQSHEEIIIR6HEhxCCCGEeBxKcAghhBDicSjBIYQQQojHoQSHEEIIIR6HEhxCCCGEeByBswMghBB3omVYZMkVyEySoV6jx9Pfn8E/Z1+FE+VNYFgDhAI+5iRHQiKk0yshzkTfQEII6QNTYlOv0WNbXjV2yRU4WKSESmfAXR9lo17LAjwg1FeIb46VY+64wbgtJYoSHUKchL55hBDSCy3D4rkfz6CwRoNatQ6KZgZ5FSrz83Vatv0/HFCrYVCrYXCirAnfHC3DpqUTESoVOylyQgYu6oNDCCG92JpXiUNFSpyuVEPRzPR5v7PVzXjqu9PYcrICWoZ1YISEkMtRgkMIIb24WKuBQt33xKajPefrUFyrwQ55jZ2j6p6WYSmpIgMeNVERQkgvNh8rt2n/j/YV4+e/Zdgpmq4pNTq8tbMQi9Ni8cyWM2jRG/Df/RfR2MqAz7XipbT27Qpr1BgZ6evQWAhxBVSDQwhxOa5UA6FlWNyWEmVTGYwR+MeWsw47Ji3DYvkXJ7G/oBYz1h/A8dIm5CuaIa9uRlWTHjWaP2ufbtlwGK9vP4/Nx8pc4vUlxFEowSGEOJ0poSlvaMHT3+fhuR/PQKHSYYe8xqnJjpZh8cov+ThUpLS5rNY2g/mY7EnLsHhhmxyl9c0ob9L1uj0HYMPeYnx++BJe2CanJId4LGqiIoQ4lZZhsfr7PBy91ARVix4GDhB5e+HYpQaMiw6CWteGNtaIHfIazB03uF9jy5IrEBXogy0NrTaXpWzRobKxFYvT42wPrINNh0qw5XgFGM6y/c5WN+NcdTMGSUV4MnOkXWMixBU4tQYnLi4OPB6v023dunU97qPT6bB8+XKEhIRAKpVi3rx5qKnpv857hBD70DIsXt+ej3Ev7MC2PAWqVTpoWQ56Awe1zoCyBh1+yqvG8z/J8f6eAuw8p4BS03sNhT1lJskQEeiDQB9vm8uS+fngmVmJdp0XR6nRYcPvhRYnNyZGAP85UEy1OMQjOb2J6sUXX0R1dbX59uijj/a4/YoVK7Bt2zZ8++232LdvH6qqqvCXv/yln6IlhNiDlmHx6JcnsGHvRegNHIy9bK/UGvHLGQUWfZTTrxdjiVCAueMGY1xMoE3l+HjzMM8Bk/69tO0cWtqszG7+oGeB934vslNEhLgOpyc4fn5+kMlk5puvb/e9+1UqFT7++GO8+eabuOGGG5CSkoKNGzfi8OHDOHLkSD9GTQixxZc5pdh9vs7i/fJrNbj/0+P9XpPzwtxR8BfxrdpX4g3MuCocN46W2TkqoNwOTWcA8Gn2JbuUQ4grcXqCs27dOoSEhGDcuHF4/fXXwbLd/zrLzc1FW1sbpk2bZn5s5MiRiImJQXZ2drf76fV6qNXqTjdCSP/TMiz+e6AYb2wvsLqM4xfrMfOtAyhvaLFjZD0LlYrxt2nD4SPgWbRfkISPpMFBGBMVhIOF9XaP67rhoXYp587UGLuUQ4grcWqC87e//Q2bN2/Gnj178OCDD+LVV1/F3//+9263VygUEAqFCAwM7PR4eHg4FApFt/utXbsWAQEB5lt0dLS9DoEQYoGteZXYsKcIOoP1zSoMBzS2MHjq29N2jKx3d6bG4KYxkfAT9e20Of/qCMwaPRhv3p6MEKkIM5LC7R5TeaPWLuVEBUnsUg4hrsTuo6hWrVqFf/3rXz1uk5+fj5EjR2LlypXmx8aMGQOhUIgHH3wQa9euhUgksltMq1ev7vS31Go1JTmEOAUPbazB5lKkYj6mX2X/hKEnEqEAL80dhbHRgcgra0Qbx6GiXovc8j/XpPICEBkoxr2ThmBhaoy5z010sGMm1kuODsKuc9VQ6axPGIMl3hAKnF6ZT4jd2T3BeeKJJ7BkyZIet4mPj+/y8dTUVLAsi0uXLmHEiBFXPC+TycAwDJqamjrV4tTU1EAm6759WyQS2TVhIoRYrr1zMAcvHg/ts7FYb0ioLxY6oVlFIhRgUVocFqXFQcuw2CGvwfrYQDz1bR78xN4IkQrx/OykfltB/LaUKLyRdR6AdUljsISPFdOHY3ZypH0DI8QF2P1bOGjQIAwaNMiqfU+dOgUvLy+EhYV1+XxKSgq8vb2xe/duzJs3DwBQUFCAsrIypKWlWR0zIcTxsuQKtOgMsKF1yozv5dVvSUR3TCOsAOCTeydih7wGM5LC+zUuiVCA/y1NxZ3/OYIWprexaJ0FiHj46ZEMh9UuEeJsTquXzM7Oxvr165GXl4eLFy/iiy++wIoVK3D33XcjKCgIAFBZWYmRI0fi6NGjAICAgAAsXboUK1euxJ49e5Cbm4t7770XaWlpuOaaa5x1KISQPshMkiFEKsInSybYXNa0xP5tnuqNKdlxRtKVHB2E52YnITJQBH4f+0AH+PBxX8Yw5JY2OTQ2QpzJaT+BRCIRNm/ejH/+85/Q6/UYMmQIVqxY0amvTFtbGwoKCqDV/tmR7q233oKXlxfmzZsHvV6PzMxMvPfee844BEKIBUxJgJZhMcjXG3UtbVaVMzxMgmCp0M7Rubc5yZFoY43IK29Co5bB/sI6tBnaf8FeXq+TEhOIF26ZgHPVzQ7p+EyIq+BxHGeHCmP3olarERAQAJVKBX9/f2eHQ2xkMLTgwAEpACAjQwM+3/Wr3N0xZnvZcrICxbUavL+32OLmqplJYZgyMhyzkyOtri3x9Ndey7B4fssZFCm1mHf1YNw4Woa3tp/C9ND2ZvyLXmcQ7BfU78teEGIPlly/qes8IaRfZSbJMCzMDz/8NR0xwX0fnhwfKoGvyNum5GYgkAgFePHW0ViSHod5KVEIlYrx4q2jzc8HO2jIOiGuhhIcQki/MjVVJUcHYf/fp+DZWYmQBQghEfLh0+GM5O0FBEkEuHFUOO4YH4VAiRD6NoPdV+P2RD31CaIEkQwU9CknhDjVnakxCJWKcG1CCHbn10KjY5FfrUZihD+EAi8IBV6YmhiG3fm1AEC1D4SQPqEEhxDiVB2HWy+Y0P3cNj09Rwghl6MmKkIIIYR4HEpwCCGEEOJxKMEhhBBCiMehBIcQQgghHoc6GRNiB1qGRZZcgYyEUBwoVCIjIRS78mvAsEYIBV6Yk+ycafwJIWSgojMuITbSMiye23IGeRVNePKbPIi8ABaAwQj4CAA/iRhf5ZRhWJgfVt80EqFSsbNDJoQQj0cJDiFW6Fhj848fziLr3J+Tz2kNf26naQM0Kh2qVTqcr1aDB+CN28f2e7yEEDLQUIJDiBWy5AoU12jw8jY56rVsn/bRG4DvT1QiKkiCpdfSZHWEEOJI1MmYECtkJIRi0+GSPic3JhyA9bsLccu7BxwTGCGEEACU4BBiMaVGh799dQoaxmh1GdUqvR0jIoQQcjlKcAix0OtZBahWaW0qw8DZKRhCCCFdogSHeJTvcsugZSxrNrJUQpgU5fWtDv0bhBBCbEMJDnEbWobFlpMV0DIstAyLzcfK8Fl2Cd7bU2je5t+7CrH44xwoNbpO29uTVOyNYF+hXcskhBBiXzSKiriNLLkCDRoGO+Q1UOsYvLO7EHWaNgj5Onw0vX2bupY21Lc0Yf4H2bg6JhDDwvywQ15jXq3aHqYlhuGDPUV2K48QQoj9UYJD3EZmkgzb8qpwrqoJHx241O12OgNQotSiRKlFkI83ll03BFqGtdtMwgcKlUiQ+eFSg/XNVN48u4RCCCGkG9RERdyClmHxZU4ZXtt+vsfk5nKNrW14LesCXtx61m6xZCbJECIR4vqEEKvL2HDXOLvFQwgh5EqU4BCXp2VYvPJLPj7afxH1LW1WlbH5eCWUGp1d4pEIBXh+ThKig30xfJCvxfvfdnUEmloNvW9ICCHEapTgEJe3Na8SClUraputnztGIgSWf3kSm4+V2qXTsUQowDOzErEoPQ43j5ZB2IdvUrDEG8efnYprE8IxNTHM5hgIIYR0j/rgEJfHsEbkljbaVIaWAfhePBwpboBYILBLp2OJUIBFaXFYlBaH8oYWzN1wCM3aNjAd5rjx8eYhQOINsUCAjxalIFQqxtxxg2EwtNj89wkhhHSPEhziBnjQ6GyvdSmu0eCW5EjMSLL/OlDRwb7IWnEd1u8sxPzxUXj5l3yE+4mRGh+MeSlRduvgTEhfmRaEzUySQcR3djSE9D866xI3wEHA54FlbZv+96N7UpAcHWSnmK4UKhXj5VtHAwC+fSjdYX+HkN5oGRbPbTkDeZUar/x8DovTwjD6j7N9RWMLYkMt7ztGiLuhBIe4AR5CpSJUNFnfSTjYh48SpdahCQ4hzmYabbjpUEmn78s7e4rNc0VNf+sA/m/+ROy9UA/WYEBKXAhuo1pG4oHoE01cnlDghdFRAdC1sVC2WNdUFRMixbU2DOsmxFWZmqIyEkLx0jY5fjmtQG+VnY9uPm3+f86lRogEXlgwIcbBkRLSv2gUFXF5c5IjEeIrwqJrhlj1gRV5AVFBPjhYWG/32AhxJtMUCgqVDut+ycdvZ3pPbi5Xq9LjaEm9w9dwI6S/UYJDXJ5pSHZsqK/Fw6sDxHwsmTQEdRo9UmIDHRMgIU6SJVcgTCrC3oI6HCxSgjFaXoYRgEKlww55jd3jI8SZKMEhbkEibB/a/fzsqxDk0/eW1VBfIXadr4WvSIAP9120a0yOWsyTkL7KSAhFzqUGsAYjFM2M1eUcKm7AVRF+doyMEOejPjjELSg1Oqz9NR/yShUaW/ueUBTXt68X1diix6oHRto1pq15ldhbUIuvj5bh9fnJOFSshEbHIr9KjcRIfwgFXhAK+JiWGIYDhUpkJsmoIyexq135NfAX87G92Pbm179/dwY/PjLJDlER4hqcdrbdu3cvpkyZ0uVzR48exYQJE7p8bvLkydi3b1+nxx588EF88MEHdo+ROEbH+Tn6esF/PasAO+QKNOutqIMH0KBlcf+nx/HD8nSESsUW798xZi3D4q2dhRgc6INDhUo0643IeG1v5x1OVsGbDwh4wMaDUtSq9fjvvosYFuaLEREBuFRXi5toMmNiI4Y14rxCA4mAB62N0yjUaqxfPJYQV+S0BCc9PR3V1dWdHnvuueewe/dujB8/vsd9ly1bhhdffNF8XyKROCRG4hhZcgUaNAx2yGv6PKNwUqQ/vj1WYdPfLWtsxcs/52P9HZYvdGmKeVteFb4+VoaCKhV6G9DVZgDaABTUaAC0L/wpVzQDpxUQ83W4aboVB0FIB0KBF0bK/FDVqLW5rFBfkR0iIsR1OK0PjlAohEwmM99CQkLw008/4d577wWPx+txX4lE0mlff3//foqa2ELLsPjvgWL8L/sSTlc0WTRse8qIMFhXd9NZcU2zVftlJskQIhWhXqNHXnnvyU1vOh7LvRuPoryBlm4glpuTPBihUhHuTou1uawbR0XYISJCXIfLdAjYunUr6uvrce+99/a67RdffIHPP/8cMpkMs2fPxnPPPUe1OC7G1KSTFOGPp747jVpNK9oYA5Ta9lW0T5apsL+wDovT4iAL9MGc5Mgem6ve/b3ILnHx+dbl9BKhACmxgVj9Qx4MtrUEXKG6SYtV35/BF8uusW/BxOOZRhhuy6vCNUOCcKTEujXbhF5AsFRo5+gIcS6XSXA+/vhjZGZmIioqqsft7rzzTsTGxiIyMhKnT5/G008/jYKCAvzwww/d7qPX66HX/7kStVqttlvc5EpahsUL2+SoVevx92/z0NZF1QsHoFHLYv3uIoRKvdHGGrEoLa7bMpMG+wPHbY8tM0lm9b5PfnsarW12zm4AVDTpsOHuq+xeLhkYJEIBhAIvXD8iDDkljbD0Eyrm8zAtMQyzkyMdEh8hzmL3JqpVq1aBx+P1eDt//nynfSoqKpCVlYWlS5f2Wv4DDzyAzMxMjB49GnfddRc+++wzbNmyBcXFxd3us3btWgQEBJhv0dHRNh8nuZJp2PR3uRU4WlKPPQV1XSY3l1Nq2vDO7iIoNd0vxXDT6AibP6x8HnCpocWqYd1KjQ5NWuuH4fbEwAH/3Haux+MnpCeZSTJEBPjgr5PjLfqezB0biRfmjsJrt4+lEX6kV1qGxWfZJXj6+zxcUKjxjy1nXPq8ZfdP9BNPPIElS5b0uE18fHyn+xs3bkRISAjmzJlj8d9LTU0FABQVFWHo0KFdbrN69WqsXLnSfF+tVlOS4wBZcgXKlFp8eawMNWp97zt0UKvRY+FHR/DTI9d2eaI9UKjEvdfG4uODpVbHF+4vQlywr0Wdm03e2lmIC390FnYEljVi/c5C82KdhFjCNE+UlglHvYbBifImFNdoYOhme5EXMD0pAq/+ZTQlNn1gzchPT9G+vlkptp9VQCri41BRPdqMwNd/DPrIOlsFHxEfYwYH4YVbkiARClzmtbL7Xx80aBAGDRrU5+05jsPGjRtxzz33wNvb2+K/d+rUKQBARET3HeREIhFEIhoh4EhahoWeNSDrbLXFyY1JYW0Lvsopw9KM+Cuey0ySgQce3rkjoNM6On0V4SfE0mvjESIVYUZSuMX7r5iegC9zyizer6/kVU14b9HVDiuftH9Gt+ZVgce1wPJPgHuQCAV4fk4StuVVAQDSh4ZgycajEHQYt/H8rER4e0sxu5d+bwOBKXEZHxuE9TsvQMOwaNAweOXW0ThS0oC88kYkRweBYY3YmleJL46U4YNFV1s11YQ7Ump0uOe/OTin6P7HnbKFBVpYlDcocLBIiUCJN2aPicQOWP5D0t6c/un+/fffUVJSgvvvv/+K5yorKzF16lR89tlnmDhxIoqLi/Hll1/ipptuQkhICE6fPo0VK1bguuuuw5gxY5wQPTHJkivQ2NKGglrbajk+OViChakxV5x4//yFymJU5CWcrep7P6owP288PmOETSf0UKkY4f5CKNSOaaYSewsGzEnTWbLkCuwtqEWhogbP/TETRUVjC/YV1kJeqcZTM0d4xHsgEQo6LZz59YNp+PfOPPP9hamx4PN9nRGaS8krb8Sd/zkCHjhomM49l2asPwCgvfP1vvwaKFv/rAsb//JuBEv4iA72xbt3Xo3oYM98LZUaHW7dcAjljX1vglK1stDqWWTJa/DXKcMcGF3fOD3B+fjjj5Geno6RI6+cZbatrQ0FBQXQatvneBAKhdi1axfWr1+PlpYWREdHY968eXj22Wf7O2xymcwkGV79JR9CL6C1u3rxPlCodNiWV9XtysZZcgVmJIVDo2dRVq/tcei4v4iP2BAJ3rs7xS4noc/uS8Wstw/AAf2M8cm9XU9sSaxnqrEBOEwaGopf8qqx63wthPw/T9jT3zoAxtCe1OSVNeGHRyZ5XK1GqFSMNXNG4cABZ0fifEqNDq9nFSBALMBHBy71uj1jRKfkxqRBa0CDVo2M1/bijdtGgeV4ADjMSR7sMZ+fNT+esSi5MWkzAsNCfRwQkeWc/k58+eWX3T4XFxcHjvvzahIdHX3FLMYDVcc2YQCd2jzLG1rw9Pdn8K95o/vt14VEKMCD18fjq6O2NeMYAGh03XcCzkySYYe8Bt89nIbfziiQV96Iq2Te5ollbhwlw/i4wZiXEmX3E81wmT+evikRr/ySb/FIlZ5cnxCKi8oWJIT7eczJ0RVkyRXILq6HVs/inz/Joetlpt/ztRrc8s5BbLjranyaXYoV0xM8okaHtNMyLB76Xy4KFGqrZ0TvypPfnUWoRIDxQ0IgFgic3ixjD0qNDr8XKK3e/7dzdTBuPom37hjn1HManU3d1Na8ShwsVOJgYR2aWttwqFCJZ77Pw9WxIci5WA+WAzJe24v4EDHuvCYOd6bGOvyD9sG+i4gO9sGleuunfPcCkF+l6vZ5U1MVACxKi8OitDgYDC3mX6dv3j7WodXvd6bGoI014l9ZBXYrM0gitHhmZ9I9LcPiu9xy5F5qAGvkYV9BbZ9X2S6sa8HM9QcgFQuQX6XG58tSKen0EFvzKlHR2GrX5MZEqWVxrKQe/5iVaPey+5Op1vP74+VgWNtepx3navF9bkWP0384Gq0m7oaUGh22nKhEUY0GW09UYXd+HXQsh1YWOFTcntyYXKzX4eVfzmPehkP4LLvEoStfr5iegEFS2zpz83hAckyQnSKyP4lQgIenDMPfM0fAT8S3upxgnz871D+ZOdzqzs/kSllyBb7PrcTu/Br8cqa6z8mNiRGAWsfivEKN73NtWx6EuA5Fk97qARB9Ua9l8fauCw4rvz+Yaj11bUabJzTlAPxyutqh15zeUILjhtb+ko8SZQvO12jQ1sd98ms0WL+jAN/nVmDLyQqHfOhCpWLMGx+FCH/rk5zpV4VhXkrPkz26giWT4vDS3NH4+oFUhEq9IfXmgc9r79A8OFAMfzEf/iKvK75g/mI+Hpk8FCtmDDc/FiIVY+44z2m7d7bMJBmiAsVXdBy1lJ414ttcx3xXSP/76VSlXZuWu6Jr41x+bpieZCbJMD42CJGBtjfN8gGkDQ3BDnmN7YFZic6obkjDsKhttnw0T0OrAWt/zceitFjwwHNIc8ic5MFo0Rnw/t4LULb0vbcxH8Ct4yLx4q3uMS9Hx6ay48/OgFKjw/qdhXh8egIkQgF2yGtwbUIIdufXgmGNOFulQlywLyICfTB33OBOzWrEviRCAcR2+AwZOKC8Qdtjp3fiPuaPj8JrWY6tYSmqUSMyWOK2c1pJhAJIxQKct8OcX4kR/ogN8XVqzbTrX0lIJ0qNDkcu1lu9v7bNiE2HLmHXE9fbMao/SYQCBEuFWJoxDL+ersKZqt4XtwwWe2HZ5AQsTo9zi+SmK6FScacTmin5MV0YtQyLHfIaaobqB+01Ln37rS706v6XNg9AXJAA4LQwGNx7MdSO8bv7sVjrtquDsX6XY2tWKhv1CPUz4m83DHXb13lSvA8ORAuhVDVYPWKUB+CN+VdjZKRzF3B1z6vJAPZ6VgFUtozDBsAYOGzYU4R185LtFFVnppFOG++biN/OKPD54RIU1mnBQ3v/BpGAB1mAGIuuiYNULBgQE451rPEhjpUlV2BYmF+ftn136t29b6SFR9W2HT48cJPsj6b3z985d7J//o6jzJG132yhuACMjHR0o2DPPPuq4oEi/O3QNsoDkiID7BBN1y4f6TQvJQo75DVQanTYeqoKIgEf7w+g2UBJ/zIl2ISQgY0SHDez/0KdzWUESfi4cbSN6bkFOs5CHCoVY0ZSuMfX2BDnkQgFmJEUjoRBviis67mZ4JHdn4Mxdp1oRwWK8bepw2mVbbQ3++3Kr8G0RPf97moZFi9vleNIqRLVqr4Oz+i7SH8h7s8YioWpsXYv21m+yy3D0ZJGKJq0OFbW/fQdJhlDQyDzF+Ox6QkIcYEfsO75SR3ABvmJAfT+QetJo9aAg4X1/d5kQs00pL9kyRUYGi5FlUqLlh5GUzFGsXkm446EfOCuaxIxY1QM+Hw6Tf5ythTZRS1gDCpMTQzDWzsLseKPDvWusrBib/x8gKdmXY2FH+VgWChwzo6L594wYhAyR8kwOznSoz4vs8cmQOTdPmCifWLVJsj8xfj5dBVkgWKcrVDh9vHRUOtYJEcHOmSCVVu4TiSkT6QiPkR8QG9DN5x70mKpsyvxaJlJMjCsEZOGhuKd3RdQq+n7L3YRH9j2aAaGy/wdGKH7KG9owft7i9GqN+DIRSX+8cMZBPoIcL5ajbhQCXSsEQxrdIuRZgcKlZidHIFtedWYdlUY9p/v+ySQXRELeHj4+mFYdn28S13Y7eXKiVXbH39y5pVLK7kiz3tHPNzqWYk4XtaE0nqtVfv7i/kYEx3kkV9GQkw6Ljg5ecQg3PWfI6hR6dDTJLZpQ4LB8YB37xw34PuHaRkWr28/j02HS7scj6bUslCWNSG3rAn+Yj5GRQRgy8kKl6/JMfXP+uqBVOzOr0VKdBB2nqtBoMQbRbXNGBbmB5WWwU1jIpGREIr7PzuOBk0rdG0An89DG8uB79Vekx7mJ8LC1Bi3SOwGKh7XcbGnAUKtViMgIAAqlQr+/u73K+2z7EtY9+t5aNssq8bx9+HjuqEheO12564PYm/tc8pIAQAZGRq3WCnZHWN2Zx2H6WtaVTh3MhQA8FzOT+B7+SEzKRwtegOemZXoUd8NSyk1Ory1sxC+Qq8+LUbZ0ZAQCa6ODcJLc0d5zGvY8XOjZVi8kVWAhDA/CAVeEAq8BsQIUFdjyfWb3hk3dFtKFNpYIzYeKkGduudfpUD7qKlPloxHo5alDr5kQOpY1S7i/1k78+vfrgef72u+iA3078ZbOwtxqb4Fh4osn2urpF4LtbYV30cHQioWuHxtTl90/NxIhAKHTa1BHMO9P30DlEQowNKMeCxMjTEPv954qATqVhYGIwd/H28kRvijsaUNccFiPDsnacBXuRPSFYlQAD6fOr8D7bUVQ0Il+PFUpdVl1Ldy2HqqCjeMDKPFY4nTUYLjxjoOvy6q0UDDGJCREEptwoQQi2XJFThe0gitLSMYADRoGZTWt2DxpDj7BEaIlWixTQ8gEQrw/JwkTEsMpzk7CCFWyUySobG1zeYFKUvqWpAQ7tdl85SWYa9Y7LerxwixB6rB8RA0xwwhxFazxsiQU9JgUxliAQ+FtVeuQadlWLywTY7aZj3+vasQ068Kw+7ztZg9JhJFdRrkFNfj+TlJbt9vh7gO+iQRQghBllyBNpaDF9rXjLMazwtPZo4w31VqdHhpmxzHLjWhWqUz1xCZRmmt310EAQ/w4gFZ5xRYljEUSya578K7xHXQJ4gQQggyk2T4PrcCQgEPOtb6hqoAH2+ESsXQMiy+yy3HR/suoqKp51W8WQ4ABzBaFm/uKMDF2ma8eOtoSnKITejTQwghBBKhAOcVzUiOCkTOpUarywn3FwEAvsstx/9lXYBKZ1nfGpYDduTXYGiYHyqaWrFiegKNAiVWoU7GhBBCAAArpieAz/fCfVaMgOIDGBsVgHfuHAcAyL3UaHFyY6LWGfDRviJUq1qxfmehVWUQQgkOIYQQAECoVIz/Lh6PMVGB+PqBVHjz+rbfxNgg5Dw7FT8+ci2ig9tn5da12TYqSqUzQKs34PHpCTaVQwYuaqIihBAH0DIstuZVgmGNEAq8MC0xHAcKlS4/w2/HEZnZ/5iKlZtP4UBRfZfDxycNDcZ/Fk/o8ngu1lm3Xp6JEcCsMRHUPEWs5rrfMkIIcVNahsUrv+TjkrIFh4tNycFZCHjAv/zycX9GPOaOG4xd+bUAOMxJHuySSU+oVIzP7r8GW05WoLxBi5yLDXh74VhIhAK8+ks+Bgf6dDtj8aX6Fpv/fkWjbUkSGdhc7xtFCCFuqn1IdD5ySpRQqJkrnmc5QKFm8PIv5/HKL+fh7QVIhHy06AxYmhHvhIj7xrQK9/0Z8eZE7JlZieY1vLriIwDarnwJLPJFTilW33SVbYWQAYv64BBCiB0oNTrMeecgfsqr6jK5uRwHgDECTToD3ttXBKWm56HUzmRqtupYy9TVYx3dM2mozX93SfoQm8sgAxclOIQQYgdrfpKjSqW3al+1pg3LvzzpMcsVaBkWdc16iAV97KXchZlJ4fjrlGF2jMoypiUklBodLSXhpqiJihBCbKTU6PB7vsLq/dsAeHvxPGYF7iy5AnGhvpiWKEPWmWq0Wbi/r9ALTdo2p/RL0jIssuQKNOtYHC2pxxc5ZQj3E4FhjbSQsZuhBIcQQmz0+vYCtNr4A/9gUT2ev9kz+puY+uwsTo/DxPggfHqoBMXK1j7te9+kWJyrasbr88c4OMp2So0Ob+0sxEPXx2NPQR2+zy2HQq2HWquHt4APzsjhHMcBHDA7OdIlO4OTrtE7RQghNtAyLFijTas3mT3/kxybH0yzS1nO1HGouVDghdFRQbgtJQa/nlEgv0qFy3NBAQ8wcMDyyUPx5MyR/RanlmHx8P9ycam+BV/nlF0RVytrMP//l7MKXFS24H/3T6Sh626CEhxCCLFBllyBAB8heECXc8VYYnxckD1CcilzkgdDLBBgRlI4Hp4yDFqGxfe5FZBXqvDkzBGQCAXYllcFoL2GpD99l1uOAkUz1HpD7xsDyFc0Y/zLu5ExLBTTk8JwW0o01ei4MHpnCCHEBplJMqz77bzNyQ0AHLdhDShX1bE2x3R/UVpcp22c0bdFy7D48URln5Objg4UKXG2SgUeeFccC3EdDhtF9corryA9PR0SiQSBgYFdblNWVoZZs2ZBIpEgLCwMTz31FFi254bshoYG3HXXXfD390dgYCCWLl0KjUbjgCMghJDeSYQC/O++iZD0dV2DbngB/dbvZKBTanS45+McnFeorS5DpW1DXnmT/YIiduewBIdhGMyfPx8PP/xwl88bDAbMmjULDMPg8OHD+PTTT7Fp0yY8//zzPZZ71113QS6XY+fOnfj555+xf/9+PPDAA444BEII6ZPhMn9krbgeV4X7WV3GjKRw8zpOxHG0DIvlX5xAgUINbZv19W5GAMnRgXaLi9ifwxKcF154AStWrMDo0aO7fH7Hjh04d+4cPv/8c4wdOxY33ngjXnrpJWzYsAEM0/UkWfn5+di+fTv++9//IjU1Fddeey3eeecdbN68GVVVVY46FEII6dXx0kYkyPxw7dAQi/bjAZgQG4SXbx3lmMBIJ1vzKtHcyqJZb3vH8AKFiubHcWFOm+gvOzsbo0ePRnj4n9N8Z2ZmQq1WQy6Xd7tPYGAgxo8fb35s2rRp8PLyQk5OTrd/S6/XQ61Wd7oRQog9ZSbJkD4sBIODfZAQJunTPt584PGpCfh0KY3M6T88aOyUlHx5tAI75DV2KYvYn9M6GSsUik7JDQDzfYWi6wmzFAoFwsLCOj0mEAgQHBzc7T4AsHbtWrzwwgs2RkwIId2TCAVYMCEGs5Mj8X1uBfLKG9GsY3H8Uj3qtQaI+ECgrwhePCAywAcJYVI8OXMEJTb9bE5yJNpYI175+Rx0Btu6hk+MDep2LS7ifBYlOKtWrcK//vWvHrfJz8/HyJH9N49BX6xevRorV64031er1YiOjnZiRIQQT2UaJbQoLQ5ahu20IGXH4dGU2DiPVCzAQ5OHYf3uQpvKkQX60DBxF2bRO/PEE09gyZIlPW4TH9+3FXFlMhmOHj3a6bGamhrzc93tU1tb2+kxlmXR0NDQ7T4AIBKJIBKJ+hQXIYTYy+VDpGlIsfNlyRVo0DCICBQjIkCEaivXD+OhfYJC4rosSnAGDRqEQYMG2eUPp6Wl4ZVXXkFtba252Wnnzp3w9/fHVVd1PV15WloampqakJubi5SUFADA77//DqPRiNTUVLvERQghxHOZlpGYkRSO9KEhuO39bNQ0W5bk8AAkR/lj1axExwRJ7MJhnYzLyspw6tQplJWVwWAw4NSpUzh16pR5zpoZM2bgqquuwqJFi5CXl4esrCw8++yzWL58ubm25ejRoxg5ciQqKysBAImJiZg5cyaWLVuGo0eP4tChQ3jkkUdwxx13IDKyf2fAJIQQ4n5MtWoSoQDRwb5YMWM4ooN8wO/j/pOGBuPFW5Lw5QNp1Mzo4ngcx9ljAs4rLFmyBJ9++ukVj+/ZsweTJ08GAJSWluLhhx/G3r174evri8WLF2PdunUQCNorlvbu3YspU6agpKQEcXFxANon+nvkkUewbds2eHl5Yd68efj3v/8NqVTa59jUajUCAgKgUqng7+9v87ESQghxT6alI/LKGjE0zA9HLiqxr7D+iu0k3l5YMyeJVhR3Mkuu3w5LcFwZJTiEEEK6o9TosH5nIR6fnoAGDYO/fnEC866OwuJJcdSp2MkowekFJTiEEEKI+7Hk+u20if4IIYQQQhyFEhxCCCGEeBxKcAghhBDicSjBIYQQQojHoQSHEEIIIR6HEhxCCCGEeBxKcAghhBDicSjBIYQQQojHoQSHEEIIIR6HEhxCCCGEeBxKcAghhBDicSjBIYQQQojHoQSHEEIIIR5nQK77blpAXa1WOzkSQgghhPSV6bptuo73ZEAmOM3NzQCA6OhoJ0dCCCGEEEs1NzcjICCgx214XF/SIA9jNBpRVVUFPz8/8Hg8u5atVqsRHR2N8vJy+Pv727VsV0DH5948+fg8+dgAOj53R8dnHxzHobm5GZGRkfDy6rmXzYCswfHy8kJUVJRD/4a/v79HfohN6PjcmycfnycfG0DH5+7o+GzXW82NCXUyJoQQQojHoQSHEEIIIR6HEhw7E4lEWLNmDUQikbNDcQg6PvfmycfnyccG0PG5Ozq+/jcgOxkTQgghxLNRDQ4hhBBCPA4lOIQQQgjxOJTgEEIIIcTjUIJDCCGEEI9DCY6FXnnlFaSnp0MikSAwMLDLbcrKyjBr1ixIJBKEhYXhqaeeAsuyPZbb0NCAu+66C/7+/ggMDMTSpUuh0WgccASW2bt3L3g8Xpe3Y8eOdbvf5MmTr9j+oYce6sfI+yYuLu6KONetW9fjPjqdDsuXL0dISAikUinmzZuHmpqafoq47y5duoSlS5diyJAh8PHxwdChQ7FmzRowDNPjfq783m3YsAFxcXEQi8VITU3F0aNHe9z+22+/xciRIyEWizF69Gj8+uuv/RSpZdauXYsJEybAz88PYWFhmDt3LgoKCnrcZ9OmTVe8T2KxuJ8itsw///nPK2IdOXJkj/u4y3sHdH0e4fF4WL58eZfbu/p7t3//fsyePRuRkZHg8Xj48ccfOz3PcRyef/55REREwMfHB9OmTUNhYWGv5Vr6/bUVJTgWYhgG8+fPx8MPP9zl8waDAbNmzQLDMDh8+DA+/fRTbNq0Cc8//3yP5d51112Qy+XYuXMnfv75Z+zfvx8PPPCAIw7BIunp6aiuru50u//++zFkyBCMHz++x32XLVvWab/XXnutn6K2zIsvvtgpzkcffbTH7VesWIFt27bh22+/xb59+1BVVYW//OUv/RRt350/fx5GoxEffvgh5HI53nrrLXzwwQd45plnet3XFd+7r7/+GitXrsSaNWtw4sQJJCcnIzMzE7W1tV1uf/jwYSxcuBBLly7FyZMnMXfuXMydOxdnz57t58h7t2/fPixfvhxHjhzBzp070dbWhhkzZqClpaXH/fz9/Tu9T6Wlpf0UseWSkpI6xXrw4MFut3Wn9w4Ajh071unYdu7cCQCYP39+t/u48nvX0tKC5ORkbNiwocvnX3vtNfz73//GBx98gJycHPj6+iIzMxM6na7bMi39/toFR6yyceNGLiAg4IrHf/31V87Ly4tTKBTmx95//33O39+f0+v1XZZ17tw5DgB37Ngx82O//fYbx+PxuMrKSrvHbguGYbhBgwZxL774Yo/bXX/99dxjjz3WP0HZIDY2lnvrrbf6vH1TUxPn7e3Nffvtt+bH8vPzOQBcdna2AyK0r9dee40bMmRIj9u46ns3ceJEbvny5eb7BoOBi4yM5NauXdvl9rfffjs3a9asTo+lpqZyDz74oEPjtIfa2loOALdv375ut+nuHOSK1qxZwyUnJ/d5e3d+7ziO4x577DFu6NChnNFo7PJ5d3rvAHBbtmwx3zcajZxMJuNef/1182NNTU2cSCTivvrqq27LsfT7aw9Ug2Nn2dnZGD16NMLDw82PZWZmQq1WQy6Xd7tPYGBgpxqRadOmwcvLCzk5OQ6P2RJbt25FfX097r333l63/eKLLxAaGopRo0Zh9erV0Gq1/RCh5datW4eQkBCMGzcOr7/+eo/Nibm5uWhra8O0adPMj40cORIxMTHIzs7uj3BtolKpEBwc3Ot2rvbeMQyD3NzcTq+7l5cXpk2b1u3rnp2d3Wl7oP276C7vE4Be3yuNRoPY2FhER0fjlltu6fYc4woKCwsRGRmJ+Ph43HXXXSgrK+t2W3d+7xiGweeff4777ruvx8Wc3em966ikpAQKhaLT+xMQEIDU1NRu3x9rvr/2MCAX23QkhULRKbkBYL6vUCi63ScsLKzTYwKBAMHBwd3u4ywff/wxMjMze12s9M4770RsbCwiIyNx+vRpPP300ygoKMAPP/zQT5H2zd/+9jdcffXVCA4OxuHDh7F69WpUV1fjzTff7HJ7hUIBoVB4Rf+r8PBwl3uvLldUVIR33nkHb7zxRo/bueJ7p1QqYTAYuvxunT9/vst9uvsuuvr7ZDQa8fjjj2PSpEkYNWpUt9uNGDECn3zyCcaMGQOVSoU33ngD6enpkMvlDl9M2FKpqanYtGkTRowYgerqarzwwgvIyMjA2bNn4efnd8X27vreAcCPP/6IpqYmLFmypNtt3Om9u5zpPbDk/bHm+2sPlOAAWLVqFf71r3/1uE1+fn6vneLciTXHXFFRgaysLHzzzTe9lt+x/9Do0aMRERGBqVOnori4GEOHDrU+8D6w5NhWrlxpfmzMmDEQCoV48MEHsXbtWpeacrwja967yspKzJw5E/Pnz8eyZct63NeZ7x0Bli9fjrNnz/bYRwUA0tLSkJaWZr6fnp6OxMREfPjhh3jppZccHaZFbrzxRvP/x4wZg9TUVMTGxuKbb77B0qVLnRiZ/X388ce48cYbERkZ2e027vTeuTNKcAA88cQTPWbbABAfH9+nsmQy2RU9w00jbGQyWbf7XN7RimVZNDQ0dLuPraw55o0bNyIkJARz5syx+O+lpqYCaK9FcPRF0pb3MzU1FSzL4tKlSxgxYsQVz8tkMjAMg6ampk61ODU1NQ57ry5n6fFVVVVhypQpSE9Px0cffWTx3+vP9647oaGh4PP5V4xW6+l1l8lkFm3vCh555BHzIANLf8l7e3tj3LhxKCoqclB09hMYGIjhw4d3G6s7vncAUFpail27dllc2+lO753pPaipqUFERIT58ZqaGowdO7bLfaz5/tqFw3r3eLjeOhnX1NSYH/vwww85f39/TqfTdVmWqZPx8ePHzY9lZWW5VCdjo9HIDRkyhHviiSes2v/gwYMcAC4vL8/OkdnX559/znl5eXENDQ1dPm/qZPzdd9+ZHzt//rzLdjKuqKjgEhISuDvuuINjWdaqMlzlvZs4cSL3yCOPmO8bDAZu8ODBPXYyvvnmmzs9lpaW5pIdVY1GI7d8+XIuMjKSu3DhglVlsCzLjRgxgluxYoWdo7O/5uZmLigoiHv77be7fN6d3ruO1qxZw8lkMq6trc2i/Vz5vUM3nYzfeOMN82MqlapPnYwt+f7aAyU4FiotLeVOnjzJvfDCC5xUKuVOnjzJnTx5kmtubuY4rv2DOmrUKG7GjBncqVOnuO3bt3ODBg3iVq9ebS4jJyeHGzFiBFdRUWF+bObMmdy4ceO4nJwc7uDBg1xCQgK3cOHCfj++7uzatYsDwOXn51/xXEVFBTdixAguJyeH4ziOKyoq4l588UXu+PHjXElJCffTTz9x8fHx3HXXXdffYffo8OHD3FtvvcWdOnWKKy4u5j7//HNu0KBB3D333GPe5vJj4ziOe+ihh7iYmBju999/544fP86lpaVxaWlpzjiEHlVUVHDDhg3jpk6dylVUVHDV1dXmW8dt3OW927x5MycSibhNmzZx586d4x544AEuMDDQPGJx0aJF3KpVq8zbHzp0iBMIBNwbb7zB5efnc2vWrOG8vb25M2fOOOsQuvXwww9zAQEB3N69ezu9T1qt1rzN5cf3wgsvcFlZWVxxcTGXm5vL3XHHHZxYLObkcrkzDqFHTzzxBLd3716upKSEO3ToEDdt2jQuNDSUq62t5TjOvd87E4PBwMXExHBPP/30Fc+523vX3NxsvrYB4N58803u5MmTXGlpKcdxHLdu3TouMDCQ++mnn7jTp09zt9xyCzdkyBCutbXVXMYNN9zAvfPOO+b7vX1/HYESHAstXryYA3DFbc+ePeZtLl26xN14442cj48PFxoayj3xxBOdMvo9e/ZwALiSkhLzY/X19dzChQs5qVTK+fv7c/fee685aXIFCxcu5NLT07t8rqSkpNNrUFZWxl133XVccHAwJxKJuGHDhnFPPfUUp1Kp+jHi3uXm5nKpqalcQEAAJxaLucTERO7VV1/tVNN2+bFxHMe1trZyf/3rX7mgoCBOIpFwt956a6ekwVVs3Lixy89qx4pbd3vv3nnnHS4mJoYTCoXcxIkTuSNHjpifu/7667nFixd32v6bb77hhg8fzgmFQi4pKYn75Zdf+jnivunufdq4caN5m8uP7/HHHze/FuHh4dxNN93EnThxov+D74MFCxZwERERnFAo5AYPHswtWLCAKyoqMj/vzu+dSVZWFgeAKygouOI5d3vvTNeoy2+mYzAajdxzzz3HhYeHcyKRiJs6deoVxx0bG8utWbOm02M9fX8dgcdxHOe4BjBCCCGEkP5H8+AQQgghxONQgkMIIYQQj0MJDiGEEEI8DiU4hBBCCPE4lOAQQgghxONQgkMIIYQQj0MJDiGEEEI8DiU4hBBCCPE4lOAQQgghxONQgkMIIYQQj0MJDiGEEEI8DiU4hBBCCPE4/w+T7B1HeDUuYAAAAABJRU5ErkJggg==", "text/plain": [ "
" ] @@ -174,11 +179,125 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "id": "1ac6d1bd-98fe-4ee5-b553-50b30d056a4c", "metadata": {}, "outputs": [], - "source": [] + "source": [ + "ngbh = []\n", + "p = 12\n", + "for pp in range(p):\n", + " ngbh.append(np.fromfile(f\"./bb/rank_{pp}.ngbh\", dtype = [(\"value\",\"f8\"),(\"array_idx\",\"u8\")]))\n", + "ngbh = np.concatenate(ngbh)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "9a87f1a8-aef1-47a6-addb-c9e42e381fc2", + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.neighbors import NearestNeighbors\n", + "nn = NearestNeighbors(n_jobs=-1,n_neighbors=100)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "e33788e7-9ae8-41d6-b597-3ee84ef27018", + "metadata": {}, + "outputs": [], + "source": [ + "nn.fit(x)\n", + "dist, idx = nn.kneighbors(x)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "38520a52-d4b0-449d-8170-63b748209c3a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([1.76605402e-05, 2.25609274e-05])" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "(dist[83812]**2)[5:7]" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "f2f1d9eb-dc83-4d24-9ab5-f086b615c591", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([157477, 162655])" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "\n", + "(idx[83812])[5:7]" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "bb0b7e8e-58a6-47b1-8118-e5368edd7297", + "metadata": {}, + "outputs": [], + "source": [ + "idx_c = ngbh[\"array_idx\"]\n", + "idx_c.shape\n", + "dist_c = ngbh[\"value\"]" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "89795bef-a6a7-4c13-b880-3eaa11159141", + "metadata": {}, + "outputs": [], + "source": [ + "idx_c = idx_c.reshape((len(idx_c)//100,100))\n", + "dist_c = dist_c.reshape((len(dist_c)//100,100))\n" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "0a37296e-40a6-4780-9319-baf2c0744a61", + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "for i in range(len(idx_c)):\n", + " r1 = idx[i]\n", + " r2 = idx_c[i]\n", + " w = np.where(r1 != r2)\n", + " if len(w[0]) > 0:\n", + " d1 = dist[i,w[0][0]]\n", + " d2 = dist[i,w[0][1]]\n", + " if not np.isclose(d1,d2):\n", + " print(i, w[0])" + ] } ], "metadata": { diff --git a/src/tree/kdtreeV2.h b/src/tree/kdtreeV2.h index 26cfa1d247651cb2f5dc80a79c82898f73b4118c..60bdfab0c916504e9588923cfc18ca737a85d097 100644 --- a/src/tree/kdtreeV2.h +++ b/src/tree/kdtreeV2.h @@ -60,5 +60,6 @@ heap knn_kdtree_v2(FLOAT_TYPE* point, kdnode_v2* kdtree_root, int maxk); heap knn_kdtree_v2_no_heapsort(FLOAT_TYPE* point, kdnode_v2* kdtree_root, int maxk); kdnode_v2 * build_tree_kdtree_v2(kdnode_v2* kd_ptrs, size_t n, size_t dimensions); +void knn_sub_tree_search_kdtree_v2(FLOAT_TYPE* point, kdnode_v2* root, heap * H); void kdtree_v2_init(kdtree_v2* tree, FLOAT_TYPE* data, size_t n_nodes, unsigned int dims); void kdtree_v2_free(kdtree_v2* tree); diff --git a/src/tree/tree.c b/src/tree/tree.c index 1f6e17a57f6c34736306fa8c09416144547a659e..84340f6398b1fc9b356eb9f14469c27ec756dd33 100644 --- a/src/tree/tree.c +++ b/src/tree/tree.c @@ -8,6 +8,7 @@ * neighbors */ #include "tree.h" +#include "heap.h" #include "kdtreeV2.h" #include "mpi.h" #include @@ -22,6 +23,8 @@ #define MPI_MY_FLOAT MPI_DOUBLE #endif +#define HERE printf("%d reached line %d\n", ctx -> mpi_rank, __LINE__); + #define I_AM_MASTER ctx->mpi_rank == 0 #define TOP_TREE_RCH 1 @@ -1039,6 +1042,16 @@ void exchange_points(global_context_t* ctx, top_kdtree_t* tree) int* points_per_proc = (int*)malloc(ctx -> world_size * sizeof(int)); int* points_owners = (int*)malloc(ctx -> dims * ctx -> local_n_points * sizeof(float_t)); int* partition_offset = (int*)malloc(ctx -> world_size * sizeof(int)); + for(int i = 0; i < ctx -> local_n_points; ++i) + { + float_t d1 = ctx -> local_data[i * ctx -> dims] + 8.33416939; + float_t d2 = ctx -> local_data[i * ctx -> dims + 1] + 8.22858047; + if (sqrt(d1 * d1 + d2 * d2) < 1e-5) + { + DB_PRINT("Rank %d found it!!! idx %d\n", ctx -> mpi_rank, i); + } + } + /* compute owner */ for(size_t i = 0; i < ctx -> local_n_points; ++i) { @@ -1071,6 +1084,13 @@ void exchange_points(global_context_t* ctx, top_kdtree_t* tree) int* displs = (int*)malloc(ctx -> world_size * sizeof(int)); float_t* rcvbuffer = NULL; int tot_count = 0; + + //[-8.33416939 -8.22858047] + + + MPI_Barrier(ctx -> mpi_communicator); + + for(int rcv = 0; rcv < ctx -> world_size; ++rcv) { /* recieve the number of points to recieve from each proc */ @@ -1093,21 +1113,42 @@ void exchange_points(global_context_t* ctx, top_kdtree_t* tree) } //DB_PRINT("[RANK %d] is recieving %d elements %d points\n", rcv, tot_count, tot_count / ctx -> dims); rcvbuffer = (float_t*)malloc(tot_count * sizeof(float_t)); + + DB_PRINT("Rank %d recieving: \t", ctx -> mpi_rank); + for(int i = 0; i < ctx -> world_size; ++i) + { + DB_PRINT("%d:%d \t", i, rcvcount[i]); + } + DB_PRINT("\n"); } MPI_Gatherv(send_buffer, ctx -> dims * points_per_proc[rcv], MPI_MY_FLOAT, rcvbuffer, rcvcount, displs, MPI_MY_FLOAT, rcv, ctx -> mpi_communicator); } ctx -> local_n_points = tot_count / ctx -> dims; + int* ppp = (int*)malloc(ctx -> world_size * sizeof(int)); + MPI_Allgather(&(ctx -> local_n_points), 1, MPI_INT, ppp, 1, MPI_INT, ctx -> mpi_communicator); ctx -> idx_start = 0; - for(int i = 0; i < ctx -> mpi_rank - 1; ++i) + for(int i = 0; i < ctx -> mpi_rank; ++i) { - ctx -> idx_start += points_per_proc[i]; + ctx -> idx_start += ppp[i]; } + DB_PRINT("rank %d start %lu\n", ctx -> mpi_rank, ctx -> idx_start); /* free prv pointer */ + free(ppp); free(ctx -> local_data); ctx -> local_data = rcvbuffer; + + for(int i = 0; i < ctx -> local_n_points; ++i) + { + float_t d1 = ctx -> local_data[i * ctx -> dims] + 8.33416939; + float_t d2 = ctx -> local_data[i * ctx -> dims + 1] + 8.22858047; + if (sqrt(d1 * d1 + d2 * d2) < 1e-5) + { + DB_PRINT("Rank %d found it!!! idx %d\n", ctx -> mpi_rank, i); + } + } /* check exchange */ for(size_t i = 0; i < ctx -> local_n_points; ++i) @@ -1248,6 +1289,14 @@ void tree_walk( } +void convert_heap_idx_to_global(global_context_t* ctx, heap* H) +{ + for(uint64_t i = 0; i < H -> count; ++i) + { + H -> data[i].array_idx = local_to_global_idx(ctx, H -> data[i].array_idx); + } +} + void mpi_ngbh_search(global_context_t* ctx, datapoint_info_t* dp_info, top_kdtree_t* top_tree, kdtree_v2* local_tree, float_t* data, int k) { /* local search */ @@ -1257,12 +1306,14 @@ void mpi_ngbh_search(global_context_t* ctx, datapoint_info_t* dp_info, top_kdtre idx_t idx = local_tree -> _nodes[p].array_idx; /* actually we want to preserve the heap to then insert guesses from other nodes */ dp_info[idx].ngbh = knn_kdtree_v2_no_heapsort(local_tree -> _nodes[p].data, local_tree -> root, k); + convert_heap_idx_to_global(ctx, &(dp_info[idx].ngbh)); dp_info[idx].cluster_idx = -1; dp_info[idx].is_center = 0; dp_info[idx].array_idx = idx; } MPI_DB_PRINT("Done\n"); + /* find if a points needs a refine on the global tree */ float_t** data_to_send_per_proc = (float_t**)malloc(ctx -> world_size * sizeof(float_t*)); int** local_idx_of_the_point = (int**)malloc(ctx -> world_size * sizeof(int*)); @@ -1295,12 +1346,187 @@ void mpi_ngbh_search(global_context_t* ctx, datapoint_info_t* dp_info, top_kdtre point_to_send_count, point_to_send_capacity); } + + MPI_Barrier(ctx -> mpi_communicator); + DB_PRINT("Rank %d wants to send:\t",ctx -> mpi_rank); + for(int i = 0; i < ctx -> world_size; ++i) + { + DB_PRINT("%d:%d\t", i, point_to_send_count[i]); + } + DB_PRINT("\n"); + MPI_Barrier(ctx -> mpi_communicator); + /* exchange points to work on*/ + + int* count_rcv_work_batches = (int*)malloc(ctx -> world_size * sizeof(int)); + float_t** rcv_work_batches = (float_t**)malloc(ctx -> world_size * sizeof(float_t*)); + for(int i = 0; i < ctx -> world_size; ++i) + { + count_rcv_work_batches[i] = 0; + rcv_work_batches[i] = NULL; + } + + for(int i = 0; i < ctx -> world_size; ++i) + { + if(point_to_send_count[i] > 0) + { + MPI_Request request; + //MPI_Isend(const void *buf, int count, MPI_Datatype datatype, int dest, int tag, MPI_Comm comm, MPI_Request *request) + MPI_Isend( data_to_send_per_proc[i], + point_to_send_count[i]*(1 + ctx -> dims) , /* 1 per max_dist + point*/ + MPI_MY_FLOAT, i, 0, ctx -> mpi_communicator, &request); + } + } + + MPI_Status status; + int flag; + int cc = 0; + MPI_Barrier(ctx -> mpi_communicator); + MPI_Iprobe(MPI_ANY_SOURCE, MPI_ANY_SOURCE, ctx -> mpi_communicator, &flag, &status); + while(flag) + { + cc++; + MPI_Request request; + int count; + MPI_Get_count(&status, MPI_MY_FLOAT, &count); + rcv_work_batches[status.MPI_SOURCE] = (float_t*)malloc(count * sizeof(float_t)); + //MPI_Recv(void *buf, int count, MPI_Datatype datatype, int source, int tag, MPI_Comm comm, MPI_Status *status) + + MPI_Recv(rcv_work_batches[status.MPI_SOURCE], count, MPI_MY_FLOAT, status.MPI_SOURCE, MPI_ANY_TAG, ctx -> mpi_communicator, &status); + count_rcv_work_batches[status.MPI_SOURCE] = count / (1 + ctx -> dims); + MPI_Iprobe(MPI_ANY_SOURCE, MPI_ANY_SOURCE, ctx -> mpi_communicator, &flag, &status); + + } + + MPI_DB_PRINT("\n"); + + MPI_Barrier(ctx -> mpi_communicator); + //if(ctx -> mpi_rank == 1) + { + DB_PRINT("Rank %d has rcvd:\t",ctx -> mpi_rank); + for(int i = 0; i < ctx -> world_size; ++i) + { + DB_PRINT("%d:%d\t", i,count_rcv_work_batches[i]); + } + DB_PRINT("\n"); + } + MPI_Barrier(ctx -> mpi_communicator); + + /* prepare heap batches */ + + int work_batch_stride = 1 + ctx -> dims; + + heap_node** heap_batches_per_node = (heap_node**)malloc(ctx -> world_size * sizeof(heap_node*)); + for(int p = 0; p < ctx -> world_size; ++p) heap_batches_per_node[p] = NULL; + + for(int p = 0; p < ctx -> world_size; ++p) + { + if(count_rcv_work_batches[p] > 0) + { + heap_batches_per_node[p] = (heap_node*)malloc(k * count_rcv_work_batches[p] * sizeof(heap_node)); + for(int batch = 0; batch < count_rcv_work_batches[p]; ++batch) + { + heap H; + H.count = 0; + H.N = k; + H.data = heap_batches_per_node[p] + k * batch; + float_t* point = rcv_work_batches[p] + batch * work_batch_stride + 1; + knn_sub_tree_search_kdtree_v2(point, local_tree -> root, &H); + convert_heap_idx_to_global(ctx, &H); + } + } + } + + /* + * send out heaps + * and rcv counterparts + */ + MPI_Barrier(ctx -> mpi_communicator); + + heap_node** rcv_heap_batches = (heap_node**)malloc(ctx -> world_size * sizeof(heap_node*)); + for(int i = 0; i < ctx -> world_size; ++i) rcv_heap_batches[i] = NULL; + for(int i = 0; i < ctx -> world_size; ++i) { - free(data_to_send_per_proc[i]); - free(local_idx_of_the_point[i]); + if(count_rcv_work_batches[i] > 0) + { + MPI_Request request; + //MPI_Isend(const void *buf, int count, MPI_Datatype datatype, int dest, int tag, MPI_Comm comm, MPI_Request *request) + MPI_Isend( heap_batches_per_node[i], + sizeof(heap_node) * k * count_rcv_work_batches[i], /* 1 per max_dist + point*/ + MPI_CHAR, i, 0, ctx -> mpi_communicator, &request); + } } + + MPI_Barrier(ctx -> mpi_communicator); + MPI_Iprobe(MPI_ANY_SOURCE, MPI_ANY_TAG, ctx -> mpi_communicator, &flag, &status); + //DB_PRINT("%d %p %p\n",ctx -> mpi_rank, &flag, &status); + while(flag) + { + MPI_Request request; + int count; + MPI_Get_count(&status, MPI_CHAR, &count); + rcv_heap_batches[status.MPI_SOURCE] = (heap_node*)malloc(count); + + MPI_Recv(rcv_heap_batches[status.MPI_SOURCE], count, MPI_CHAR, status.MPI_SOURCE, MPI_ANY_TAG, ctx -> mpi_communicator, &status); + MPI_Iprobe(MPI_ANY_SOURCE, MPI_ANY_TAG, ctx -> mpi_communicator, &flag, &status); + } + + MPI_Barrier(ctx -> mpi_communicator); + /* merge old with new heaps */ + + for(int i = 0; i < ctx -> world_size; ++i) + { + for(int b = 0; b < point_to_send_count[i]; ++b) + { + int idx = local_idx_of_the_point[i][b]; + //MPI_DB_PRINT("%d %d %d\n",i,b,idx); + /* retrieve the heap */ + heap H; + H.count = k; + H.N = k; + H.data = rcv_heap_batches[i] + k*b; + /* insert the points into the heap */ + for(int j = 0; j < k; ++j) + { + // MPI_DB_PRINT(" -- inserting %u %lf max_dist %lf \n", H.data[j].value, H.data[j].array_idx, dp_info[idx].ngbh.data[0].value); + insert_max_heap(&(dp_info[idx].ngbh), H.data[j].value, H.data[j].array_idx); + } + } + } + + /* heapsort them */ + + for(int i = 0; i < ctx -> local_n_points; ++i) + { + heap_sort(&(dp_info[i].ngbh)); + } + + char ngbh_out[80]; + sprintf(ngbh_out, "./bb/rank_%d.ngbh",ctx -> mpi_rank); + FILE* file = fopen(ngbh_out,"w"); + for(int i = 0; i < ctx -> local_n_points; ++i) + { + fwrite(dp_info[i].ngbh.data, sizeof(heap_node), k, file); + } + fclose(file); + + + + for(int i = 0; i < ctx -> world_size; ++i) + { + if(heap_batches_per_node[i]) free(heap_batches_per_node[i]); + if(data_to_send_per_proc[i]) free(data_to_send_per_proc[i]); + if(local_idx_of_the_point[i]) free(local_idx_of_the_point[i]); + if(rcv_work_batches[i]) free(rcv_work_batches[i]); + if(rcv_heap_batches[i]) free(rcv_heap_batches[i]); + } + + free(heap_batches_per_node); + free(rcv_heap_batches); + free(rcv_work_batches); + free(count_rcv_work_batches); + free(point_to_send_count); free(point_to_send_capacity); } @@ -1338,6 +1564,47 @@ void build_local_tree(global_context_t* ctx, kdtree_v2* local_tree) local_tree -> root = build_tree_kdtree_v2(local_tree -> _nodes, local_tree -> n_nodes, ctx -> dims); } +void ordered_data_to_file(global_context_t* ctx) +{ + //MPI_Barrier(ctx -> mpi_communicator); + float_t* tmp_data; + int* ppp; + int* displs; + + MPI_Barrier(ctx -> mpi_communicator); + if(I_AM_MASTER) + { + tmp_data = (float_t*)malloc(ctx -> dims * ctx -> n_points * sizeof(float_t)); + ppp = (int*)malloc(ctx -> world_size * sizeof(int)); + displs = (int*)malloc(ctx -> world_size * sizeof(int)); + + } + + MPI_Gather(&(ctx -> local_n_points), 1, MPI_INT, ppp, 1, MPI_INT, 0, ctx -> mpi_communicator); + + if(I_AM_MASTER) + { + displs[0] = 0; + for(int i = 0; i < ctx -> world_size; ++i) ppp[i] = ctx -> dims * ppp[i]; + for(int i = 1; i < ctx -> world_size; ++i) displs[i] = displs[i - 1] + ppp[i - 1]; + + } + MPI_Gatherv(ctx -> local_data, ctx -> dims * ctx -> local_n_points, + MPI_MY_FLOAT, tmp_data, ppp, displs, MPI_MY_FLOAT, 0, ctx -> mpi_communicator); + + if(I_AM_MASTER) + { + FILE* file = fopen("bb/ordered_data.npy","w"); + fwrite(tmp_data, sizeof(float_t), ctx -> dims * ctx -> n_points, file); + fclose(file); + free(tmp_data); + free(ppp); + free(displs); + + } + MPI_Barrier(ctx -> mpi_communicator); +} + void simulate_master_read_and_scatter(int dims, size_t n, global_context_t *ctx) { @@ -1363,14 +1630,15 @@ void simulate_master_read_and_scatter(int dims, size_t n, global_context_t *ctx) if (ctx->mpi_rank == 0) { - data = read_data_file(ctx, "../norm_data/50_blobs_more_var.npy", MY_TRUE); + //data = read_data_file(ctx, "../norm_data/50_blobs_more_var.npy", MY_TRUE); + data = read_data_file(ctx, "../norm_data/50_blobs.npy", MY_TRUE); ctx->dims = 2; // std_g0163178_Me14_091_0000 // data = // read_data_file(ctx,"../norm_data/std_g0163178_Me14_091_0000",MY_TRUE); // ctx -> n_points = 48*5*2000; ctx->n_points = ctx->n_points / ctx->dims; - //ctx -> n_points = 48 * 500; + //ctx -> n_points = 6 * 500; mpi_printf(ctx, "Read %lu points in %u dims\n", ctx->n_points, ctx->dims); } @@ -1399,9 +1667,10 @@ void simulate_master_read_and_scatter(int dims, size_t n, global_context_t *ctx) send_counts[p] = (ctx->n_points / ctx->world_size); send_counts[p] += (ctx->n_points % ctx->world_size) > p ? 1 : 0; send_counts[p] = send_counts[p] * ctx->dims; - displacements[p] = displacements[p - 1] + send_counts[p]; + displacements[p] = displacements[p - 1] + send_counts[p - 1]; } + ctx->local_n_points = send_counts[ctx->mpi_rank] / ctx->dims; /* @@ -1445,13 +1714,13 @@ void simulate_master_read_and_scatter(int dims, size_t n, global_context_t *ctx) build_local_tree(ctx, &local_tree); MPI_DB_PRINT("Mi pianto qua\n"); - mpi_ngbh_search(ctx, dp_info, &local_tree, ctx -> local_data, k); - + mpi_ngbh_search(ctx, dp_info, &tree, &local_tree, ctx -> local_data, k); top_tree_free(ctx, &tree); kdtree_v2_free(&local_tree); + ordered_data_to_file(ctx); free(send_counts); free(displacements); free(dp_info);