From a5504fd4869a54a9224e86daa935c22ce8ff943d Mon Sep 17 00:00:00 2001 From: JDobrzanski Date: Fri, 1 Aug 2025 16:52:49 +0200 Subject: [PATCH] Updated notebooks --- data/__pycache__/data_loader.cpython-312.pyc | Bin 8626 -> 8630 bytes layers/__pycache__/conv2d.cpython-312.pyc | Bin 4253 -> 4240 bytes notebooks/main.ipynb | 315 +++++++++++++++---- notebooks/plots.ipynb | 65 ++-- 4 files changed, 300 insertions(+), 80 deletions(-) diff --git a/data/__pycache__/data_loader.cpython-312.pyc b/data/__pycache__/data_loader.cpython-312.pyc index 64ccbe003ad5300ac1b3e22d7eff2abfaf2892e1..807a58b35ae64e168e7e92ca3c3b96f8a29b42a8 100644 GIT binary patch delta 103 zcmdnwyv>>SG%qg~0}xazHDtWn$a__Y@zmtULRq{wMC`sWGf4=2U}F%Kog60Y#4XGq zXZ(SaK}!FF%;v?y@@$MTn-5FYurk(dc94J0$STMx@=0y7j$%1~2os~qCk7B%Bm^`W E09q9s#sB~S delta 99 zcmdnyyvdpOG%qg~0}#BDZ^$^bk@u<)kG&xxGdW7wiJPB6&iDf- zgOvUUiOtJ}<=GgcHXoO)VP&k@>>~f1k(HlSu08D@# AIRF3v diff --git a/layers/__pycache__/conv2d.cpython-312.pyc b/layers/__pycache__/conv2d.cpython-312.pyc index 6b1166e8d1f9f46a37a9ab9b7047366a8337a4f3..c67441d2539201cba65b81cb721a88b1e03b785b 100644 GIT binary patch delta 292 zcmbQMI6;y3G%qg~0}#wrX~?*{k@p)DBj;uo<{lPCnavZ~of(;#YMCZq=Wu6anJmwl z&B!{rkV~GKB}-&-AeS&d>uM&DRtAPzwi>o9*2xFCL?=JtG+<_{VVNw>rO3!W`5~wH zzxDL(|>B*7YCX?+sow-?|rf}7;O;+S~1nN`dHlI9;n~RZa^HT2f zjPl$?B0wd#xYLUgQ{wYWOA1O$ic~-%tj-|ryla*CAB*FIv6`lCn!z`+^oje$tb`EQso0AS{QD!sD0p@yr2J!5L+N4qfkfa MR|XJWBo34X00Y`Y{r~^~ delta 313 zcmbQBI9HMPG%qg~0}!m2YRGuFk@p)DBl~6+<{lPCsm&AFof(-~YFQ^==Wu6an=H?n z&B#8vkV~GKElXr_AeS&d`)VeTRtAPzjv9_E*2xFCL?=JtG+^eaVVf+@rO3!R`5~wH z7yxNCc?h7I%74VoH2|X-Pq8Ns$Ujgw+|uEz$zAi?o5nr?cqKm|VvH+aeN1gxx diff --git a/notebooks/main.ipynb b/notebooks/main.ipynb index 12e12ac..618d046 100644 --- a/notebooks/main.ipynb +++ b/notebooks/main.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "id": "884dfa13", "metadata": {}, "outputs": [], @@ -28,7 +28,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "id": "0e940e04", "metadata": {}, "outputs": [], @@ -43,7 +43,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "id": "17015b50", "metadata": {}, "outputs": [], @@ -53,7 +53,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "id": "3650aadd", "metadata": {}, "outputs": [ @@ -65,66 +65,272 @@ "Loading cached dataset from D:/studia/SieciNeuronowe/dataset/train\\cached_data_cupy.npz\n", "Loading cached dataset from D:/studia/SieciNeuronowe/dataset/test\\cached_data_cupy.npz\n", "Data loaded successfully.\n", - "[Batch size: 32] Epoch 1/5\n", - "Loss (train): 0.5296, Acc (train): 0.8466, Loss (val): 0.3521, Acc (val): 0.8971, Epoch completed in 10.11 seconds.\n", - "[Batch size: 32] Epoch 2/5\n", - "Loss (train): 0.3626, Acc (train): 0.8915, Loss (val): 0.3383, Acc (val): 0.8996, Epoch completed in 3.79 seconds.\n", - "[Batch size: 32] Epoch 3/5\n", - "Loss (train): 0.3546, Acc (train): 0.8946, Loss (val): 0.3284, Acc (val): 0.9013, Epoch completed in 3.77 seconds.\n", - "[Batch size: 32] Epoch 4/5\n", - "Loss (train): 0.3401, Acc (train): 0.8996, Loss (val): 0.3233, Acc (val): 0.9039, Epoch completed in 3.81 seconds.\n", - "[Batch size: 32] Epoch 5/5\n", - "Loss (train): 0.3368, Acc (train): 0.9000, Loss (val): 0.3309, Acc (val): 0.9029, Epoch completed in 3.80 seconds.\n", - "[Batch size: 32] Training completed in 25.29 seconds.\n", - "Wyniki zapisane do [32]custom_cnn_results.json\n", + "[Batch size: 32] Epoch 1/50\n", + "Loss (train): 0.3589, Acc (train): 0.8920, Loss (val): 0.2573, Acc (val): 0.9223, Epoch completed in 13.62 seconds.\n", + "[Batch size: 32] Epoch 2/50\n", + "Loss (train): 0.2157, Acc (train): 0.9347, Loss (val): 0.1823, Acc (val): 0.9451, Epoch completed in 11.96 seconds.\n", + "[Batch size: 32] Epoch 3/50\n", + "Loss (train): 0.1745, Acc (train): 0.9473, Loss (val): 0.1539, Acc (val): 0.9518, Epoch completed in 11.90 seconds.\n", + "[Batch size: 32] Epoch 4/50\n", + "Loss (train): 0.1513, Acc (train): 0.9539, Loss (val): 0.1371, Acc (val): 0.9565, Epoch completed in 11.96 seconds.\n", + "[Batch size: 32] Epoch 5/50\n", + "Loss (train): 0.1353, Acc (train): 0.9581, Loss (val): 0.1330, Acc (val): 0.9592, Epoch completed in 11.85 seconds.\n", + "[Batch size: 32] Epoch 6/50\n", + "Loss (train): 0.1221, Acc (train): 0.9617, Loss (val): 0.1123, Acc (val): 0.9651, Epoch completed in 12.03 seconds.\n", + "[Batch size: 32] Epoch 7/50\n", + "Loss (train): 0.1149, Acc (train): 0.9633, Loss (val): 0.1172, Acc (val): 0.9628, Epoch completed in 12.01 seconds.\n", + "[Batch size: 32] Epoch 8/50\n", + "Loss (train): 0.1113, Acc (train): 0.9650, Loss (val): 0.1238, Acc (val): 0.9590, Epoch completed in 12.05 seconds.\n", + "[Batch size: 32] Epoch 9/50\n", + "Loss (train): 0.1059, Acc (train): 0.9670, Loss (val): 0.1181, Acc (val): 0.9661, Epoch completed in 12.03 seconds.\n", + "[Batch size: 32] Epoch 10/50\n", + "Loss (train): 0.1048, Acc (train): 0.9675, Loss (val): 0.1110, Acc (val): 0.9653, Epoch completed in 12.00 seconds.\n", + "[Batch size: 32] Epoch 11/50\n", + "Loss (train): 0.1021, Acc (train): 0.9676, Loss (val): 0.1075, Acc (val): 0.9679, Epoch completed in 11.98 seconds.\n", + "[Batch size: 32] Epoch 12/50\n", + "Loss (train): 0.0993, Acc (train): 0.9683, Loss (val): 0.1123, Acc (val): 0.9650, Epoch completed in 11.91 seconds.\n", + "[Batch size: 32] Epoch 13/50\n", + "Loss (train): 0.0988, Acc (train): 0.9690, Loss (val): 0.1061, Acc (val): 0.9674, Epoch completed in 11.95 seconds.\n", + "[Batch size: 32] Epoch 14/50\n", + "Loss (train): 0.0960, Acc (train): 0.9691, Loss (val): 0.1143, Acc (val): 0.9648, Epoch completed in 11.94 seconds.\n", + "[Batch size: 32] Epoch 15/50\n", + "Loss (train): 0.0931, Acc (train): 0.9701, Loss (val): 0.1095, Acc (val): 0.9656, Epoch completed in 12.01 seconds.\n", + "[Batch size: 32] Epoch 16/50\n", + "Loss (train): 0.0930, Acc (train): 0.9711, Loss (val): 0.1115, Acc (val): 0.9651, Epoch completed in 12.03 seconds.\n", + "[Batch size: 32] Epoch 17/50\n", + "Loss (train): 0.0948, Acc (train): 0.9696, Loss (val): 0.1090, Acc (val): 0.9666, Epoch completed in 11.96 seconds.\n", + "[Batch size: 32] Epoch 18/50\n", + "Loss (train): 0.0924, Acc (train): 0.9708, Loss (val): 0.1044, Acc (val): 0.9694, Epoch completed in 11.91 seconds.\n", + "[Batch size: 32] Epoch 19/50\n", + "Loss (train): 0.0922, Acc (train): 0.9707, Loss (val): 0.1056, Acc (val): 0.9655, Epoch completed in 11.97 seconds.\n", + "[Batch size: 32] Epoch 20/50\n", + "Loss (train): 0.0912, Acc (train): 0.9710, Loss (val): 0.1073, Acc (val): 0.9674, Epoch completed in 11.97 seconds.\n", + "[Batch size: 32] Epoch 21/50\n", + "Loss (train): 0.0878, Acc (train): 0.9719, Loss (val): 0.1106, Acc (val): 0.9672, Epoch completed in 11.91 seconds.\n", + "[Batch size: 32] Epoch 22/50\n", + "Loss (train): 0.0889, Acc (train): 0.9717, Loss (val): 0.1054, Acc (val): 0.9664, Epoch completed in 12.03 seconds.\n", + "[Batch size: 32] Epoch 23/50\n", + "Early stopping at epoch 23.\n", + "[Batch size: 32] Training completed in 276.98 seconds.\n", + "Results saved: [32]custom_cnn_results.json\n", "[64] Loading data...\n", "Loading cached dataset from D:/studia/SieciNeuronowe/dataset/train\\cached_data_cupy.npz\n", "Loading cached dataset from D:/studia/SieciNeuronowe/dataset/test\\cached_data_cupy.npz\n", "Data loaded successfully.\n", - "[Batch size: 64] Epoch 1/5\n", - "Loss (train): 0.5102, Acc (train): 0.8540, Loss (val): 0.3282, Acc (val): 0.9028, Epoch completed in 3.82 seconds.\n", - "[Batch size: 64] Epoch 2/5\n", - "Loss (train): 0.3372, Acc (train): 0.8989, Loss (val): 0.3103, Acc (val): 0.9090, Epoch completed in 3.81 seconds.\n", - "[Batch size: 64] Epoch 3/5\n", - "Loss (train): 0.3020, Acc (train): 0.9107, Loss (val): 0.2622, Acc (val): 0.9249, Epoch completed in 3.95 seconds.\n", - "[Batch size: 64] Epoch 4/5\n", - "Loss (train): 0.2505, Acc (train): 0.9257, Loss (val): 0.2218, Acc (val): 0.9354, Epoch completed in 3.87 seconds.\n", - "[Batch size: 64] Epoch 5/5\n", - "Loss (train): 0.2185, Acc (train): 0.9342, Loss (val): 0.2073, Acc (val): 0.9356, Epoch completed in 3.85 seconds.\n", - "[Batch size: 64] Training completed in 19.30 seconds.\n", - "Wyniki zapisane do [64]custom_cnn_results.json\n", + "[Batch size: 64] Epoch 1/50\n", + "Loss (train): 0.4168, Acc (train): 0.8759, Loss (val): 0.3313, Acc (val): 0.9046, Epoch completed in 5.88 seconds.\n", + "[Batch size: 64] Epoch 2/50\n", + "Loss (train): 0.3211, Acc (train): 0.9048, Loss (val): 0.2501, Acc (val): 0.9293, Epoch completed in 5.90 seconds.\n", + "[Batch size: 64] Epoch 3/50\n", + "Loss (train): 0.2202, Acc (train): 0.9356, Loss (val): 0.1808, Acc (val): 0.9453, Epoch completed in 5.89 seconds.\n", + "[Batch size: 64] Epoch 4/50\n", + "Loss (train): 0.1694, Acc (train): 0.9503, Loss (val): 0.1498, Acc (val): 0.9523, Epoch completed in 5.85 seconds.\n", + "[Batch size: 64] Epoch 5/50\n", + "Loss (train): 0.1479, Acc (train): 0.9552, Loss (val): 0.1363, Acc (val): 0.9568, Epoch completed in 5.89 seconds.\n", + "[Batch size: 64] Epoch 6/50\n", + "Loss (train): 0.1341, Acc (train): 0.9589, Loss (val): 0.1321, Acc (val): 0.9627, Epoch completed in 5.86 seconds.\n", + "[Batch size: 64] Epoch 7/50\n", + "Loss (train): 0.1243, Acc (train): 0.9612, Loss (val): 0.1186, Acc (val): 0.9629, Epoch completed in 5.84 seconds.\n", + "[Batch size: 64] Epoch 8/50\n", + "Loss (train): 0.1178, Acc (train): 0.9638, Loss (val): 0.1145, Acc (val): 0.9652, Epoch completed in 5.88 seconds.\n", + "[Batch size: 64] Epoch 9/50\n", + "Loss (train): 0.1101, Acc (train): 0.9654, Loss (val): 0.1075, Acc (val): 0.9674, Epoch completed in 5.86 seconds.\n", + "[Batch size: 64] Epoch 10/50\n", + "Loss (train): 0.1060, Acc (train): 0.9678, Loss (val): 0.1077, Acc (val): 0.9661, Epoch completed in 5.86 seconds.\n", + "[Batch size: 64] Epoch 11/50\n", + "Loss (train): 0.1027, Acc (train): 0.9678, Loss (val): 0.1088, Acc (val): 0.9662, Epoch completed in 5.88 seconds.\n", + "[Batch size: 64] Epoch 12/50\n", + "Loss (train): 0.0982, Acc (train): 0.9690, Loss (val): 0.1064, Acc (val): 0.9681, Epoch completed in 5.90 seconds.\n", + "[Batch size: 64] Epoch 13/50\n", + "Loss (train): 0.0952, Acc (train): 0.9700, Loss (val): 0.1085, Acc (val): 0.9665, Epoch completed in 5.89 seconds.\n", + "[Batch size: 64] Epoch 14/50\n", + "Loss (train): 0.0930, Acc (train): 0.9700, Loss (val): 0.1052, Acc (val): 0.9662, Epoch completed in 5.87 seconds.\n", + "[Batch size: 64] Epoch 15/50\n", + "Loss (train): 0.0934, Acc (train): 0.9707, Loss (val): 0.1058, Acc (val): 0.9663, Epoch completed in 5.88 seconds.\n", + "[Batch size: 64] Epoch 16/50\n", + "Loss (train): 0.0899, Acc (train): 0.9714, Loss (val): 0.1099, Acc (val): 0.9681, Epoch completed in 5.87 seconds.\n", + "[Batch size: 64] Epoch 17/50\n", + "Loss (train): 0.0882, Acc (train): 0.9716, Loss (val): 0.1004, Acc (val): 0.9686, Epoch completed in 5.85 seconds.\n", + "[Batch size: 64] Epoch 18/50\n", + "Loss (train): 0.0885, Acc (train): 0.9719, Loss (val): 0.1080, Acc (val): 0.9670, Epoch completed in 5.86 seconds.\n", + "[Batch size: 64] Epoch 19/50\n", + "Loss (train): 0.0834, Acc (train): 0.9733, Loss (val): 0.1103, Acc (val): 0.9652, Epoch completed in 5.85 seconds.\n", + "[Batch size: 64] Epoch 20/50\n", + "Loss (train): 0.0827, Acc (train): 0.9735, Loss (val): 0.1046, Acc (val): 0.9685, Epoch completed in 5.85 seconds.\n", + "[Batch size: 64] Epoch 21/50\n", + "Loss (train): 0.0844, Acc (train): 0.9729, Loss (val): 0.0984, Acc (val): 0.9688, Epoch completed in 5.88 seconds.\n", + "[Batch size: 64] Epoch 22/50\n", + "Loss (train): 0.0841, Acc (train): 0.9728, Loss (val): 0.0980, Acc (val): 0.9718, Epoch completed in 5.85 seconds.\n", + "[Batch size: 64] Epoch 23/50\n", + "Loss (train): 0.0833, Acc (train): 0.9734, Loss (val): 0.1069, Acc (val): 0.9656, Epoch completed in 5.86 seconds.\n", + "[Batch size: 64] Epoch 24/50\n", + "Loss (train): 0.0836, Acc (train): 0.9723, Loss (val): 0.1071, Acc (val): 0.9660, Epoch completed in 5.86 seconds.\n", + "[Batch size: 64] Epoch 25/50\n", + "Loss (train): 0.0812, Acc (train): 0.9737, Loss (val): 0.0935, Acc (val): 0.9707, Epoch completed in 5.87 seconds.\n", + "[Batch size: 64] Epoch 26/50\n", + "Loss (train): 0.0805, Acc (train): 0.9734, Loss (val): 0.0981, Acc (val): 0.9708, Epoch completed in 5.84 seconds.\n", + "[Batch size: 64] Epoch 27/50\n", + "Loss (train): 0.0809, Acc (train): 0.9738, Loss (val): 0.1060, Acc (val): 0.9673, Epoch completed in 5.86 seconds.\n", + "[Batch size: 64] Epoch 28/50\n", + "Loss (train): 0.0800, Acc (train): 0.9746, Loss (val): 0.1066, Acc (val): 0.9670, Epoch completed in 5.87 seconds.\n", + "[Batch size: 64] Epoch 29/50\n", + "Loss (train): 0.0782, Acc (train): 0.9744, Loss (val): 0.1024, Acc (val): 0.9706, Epoch completed in 5.83 seconds.\n", + "[Batch size: 64] Epoch 30/50\n", + "Early stopping at epoch 30.\n", + "[Batch size: 64] Training completed in 175.97 seconds.\n", + "Results saved: [64]custom_cnn_results.json\n", "[128] Loading data...\n", "Loading cached dataset from D:/studia/SieciNeuronowe/dataset/train\\cached_data_cupy.npz\n", "Loading cached dataset from D:/studia/SieciNeuronowe/dataset/test\\cached_data_cupy.npz\n", "Data loaded successfully.\n", - "[Batch size: 128] Epoch 1/5\n", - "Loss (train): 0.5614, Acc (train): 0.8367, Loss (val): 0.3582, Acc (val): 0.8898, Epoch completed in 3.83 seconds.\n", - "[Batch size: 128] Epoch 2/5\n", - "Loss (train): 0.3621, Acc (train): 0.8907, Loss (val): 0.3387, Acc (val): 0.8993, Epoch completed in 3.84 seconds.\n", - "[Batch size: 128] Epoch 3/5\n", - "Loss (train): 0.3420, Acc (train): 0.8978, Loss (val): 0.3194, Acc (val): 0.9081, Epoch completed in 3.82 seconds.\n", - "[Batch size: 128] Epoch 4/5\n", - "Loss (train): 0.3283, Acc (train): 0.9021, Loss (val): 0.3177, Acc (val): 0.9073, Epoch completed in 3.80 seconds.\n", - "[Batch size: 128] Epoch 5/5\n", - "Loss (train): 0.3183, Acc (train): 0.9060, Loss (val): 0.3067, Acc (val): 0.9111, Epoch completed in 3.81 seconds.\n", - "[Batch size: 128] Training completed in 19.11 seconds.\n", - "Wyniki zapisane do [128]custom_cnn_results.json\n", + "[Batch size: 128] Epoch 1/50\n", + "Loss (train): 0.4664, Acc (train): 0.8608, Loss (val): 0.3536, Acc (val): 0.8957, Epoch completed in 4.05 seconds.\n", + "[Batch size: 128] Epoch 2/50\n", + "Loss (train): 0.3556, Acc (train): 0.8957, Loss (val): 0.3309, Acc (val): 0.9047, Epoch completed in 4.04 seconds.\n", + "[Batch size: 128] Epoch 3/50\n", + "Loss (train): 0.3408, Acc (train): 0.8990, Loss (val): 0.3182, Acc (val): 0.9101, Epoch completed in 4.04 seconds.\n", + "[Batch size: 128] Epoch 4/50\n", + "Loss (train): 0.2992, Acc (train): 0.9115, Loss (val): 0.2543, Acc (val): 0.9304, Epoch completed in 4.04 seconds.\n", + "[Batch size: 128] Epoch 5/50\n", + "Loss (train): 0.2280, Acc (train): 0.9336, Loss (val): 0.1931, Acc (val): 0.9452, Epoch completed in 4.04 seconds.\n", + "[Batch size: 128] Epoch 6/50\n", + "Loss (train): 0.1891, Acc (train): 0.9433, Loss (val): 0.1709, Acc (val): 0.9484, Epoch completed in 4.04 seconds.\n", + "[Batch size: 128] Epoch 7/50\n", + "Loss (train): 0.1737, Acc (train): 0.9480, Loss (val): 0.1637, Acc (val): 0.9508, Epoch completed in 4.04 seconds.\n", + "[Batch size: 128] Epoch 8/50\n", + "Loss (train): 0.1636, Acc (train): 0.9511, Loss (val): 0.1591, Acc (val): 0.9524, Epoch completed in 4.03 seconds.\n", + "[Batch size: 128] Epoch 9/50\n", + "Loss (train): 0.1575, Acc (train): 0.9516, Loss (val): 0.1533, Acc (val): 0.9518, Epoch completed in 4.03 seconds.\n", + "[Batch size: 128] Epoch 10/50\n", + "Loss (train): 0.1521, Acc (train): 0.9533, Loss (val): 0.1500, Acc (val): 0.9551, Epoch completed in 4.03 seconds.\n", + "[Batch size: 128] Epoch 11/50\n", + "Loss (train): 0.1495, Acc (train): 0.9537, Loss (val): 0.1516, Acc (val): 0.9534, Epoch completed in 4.03 seconds.\n", + "[Batch size: 128] Epoch 12/50\n", + "Loss (train): 0.1462, Acc (train): 0.9545, Loss (val): 0.1470, Acc (val): 0.9533, Epoch completed in 4.03 seconds.\n", + "[Batch size: 128] Epoch 13/50\n", + "Loss (train): 0.1417, Acc (train): 0.9560, Loss (val): 0.1404, Acc (val): 0.9552, Epoch completed in 4.03 seconds.\n", + "[Batch size: 128] Epoch 14/50\n", + "Loss (train): 0.1399, Acc (train): 0.9570, Loss (val): 0.1468, Acc (val): 0.9543, Epoch completed in 4.04 seconds.\n", + "[Batch size: 128] Epoch 15/50\n", + "Loss (train): 0.1391, Acc (train): 0.9574, Loss (val): 0.1433, Acc (val): 0.9579, Epoch completed in 4.04 seconds.\n", + "[Batch size: 128] Epoch 16/50\n", + "Loss (train): 0.1331, Acc (train): 0.9589, Loss (val): 0.1378, Acc (val): 0.9565, Epoch completed in 4.03 seconds.\n", + "[Batch size: 128] Epoch 17/50\n", + "Loss (train): 0.1322, Acc (train): 0.9587, Loss (val): 0.1355, Acc (val): 0.9578, Epoch completed in 4.04 seconds.\n", + "[Batch size: 128] Epoch 18/50\n", + "Loss (train): 0.1292, Acc (train): 0.9595, Loss (val): 0.1295, Acc (val): 0.9616, Epoch completed in 4.03 seconds.\n", + "[Batch size: 128] Epoch 19/50\n", + "Loss (train): 0.1285, Acc (train): 0.9600, Loss (val): 0.1311, Acc (val): 0.9600, Epoch completed in 4.04 seconds.\n", + "[Batch size: 128] Epoch 20/50\n", + "Loss (train): 0.1236, Acc (train): 0.9618, Loss (val): 0.1321, Acc (val): 0.9597, Epoch completed in 4.04 seconds.\n", + "[Batch size: 128] Epoch 21/50\n", + "Loss (train): 0.1204, Acc (train): 0.9618, Loss (val): 0.1331, Acc (val): 0.9588, Epoch completed in 4.04 seconds.\n", + "[Batch size: 128] Epoch 22/50\n", + "Loss (train): 0.1165, Acc (train): 0.9636, Loss (val): 0.1248, Acc (val): 0.9615, Epoch completed in 4.05 seconds.\n", + "[Batch size: 128] Epoch 23/50\n", + "Loss (train): 0.1186, Acc (train): 0.9634, Loss (val): 0.1276, Acc (val): 0.9612, Epoch completed in 4.03 seconds.\n", + "[Batch size: 128] Epoch 24/50\n", + "Loss (train): 0.1131, Acc (train): 0.9636, Loss (val): 0.1263, Acc (val): 0.9594, Epoch completed in 4.03 seconds.\n", + "[Batch size: 128] Epoch 25/50\n", + "Loss (train): 0.1093, Acc (train): 0.9648, Loss (val): 0.1204, Acc (val): 0.9629, Epoch completed in 4.04 seconds.\n", + "[Batch size: 128] Epoch 26/50\n", + "Loss (train): 0.1121, Acc (train): 0.9645, Loss (val): 0.1275, Acc (val): 0.9595, Epoch completed in 4.03 seconds.\n", + "[Batch size: 128] Epoch 27/50\n", + "Loss (train): 0.1102, Acc (train): 0.9651, Loss (val): 0.1231, Acc (val): 0.9627, Epoch completed in 4.03 seconds.\n", + "[Batch size: 128] Epoch 28/50\n", + "Loss (train): 0.1084, Acc (train): 0.9657, Loss (val): 0.1232, Acc (val): 0.9615, Epoch completed in 4.04 seconds.\n", + "[Batch size: 128] Epoch 29/50\n", + "Loss (train): 0.1109, Acc (train): 0.9648, Loss (val): 0.1167, Acc (val): 0.9651, Epoch completed in 4.03 seconds.\n", + "[Batch size: 128] Epoch 30/50\n", + "Loss (train): 0.1072, Acc (train): 0.9649, Loss (val): 0.1234, Acc (val): 0.9627, Epoch completed in 4.03 seconds.\n", + "[Batch size: 128] Epoch 31/50\n", + "Loss (train): 0.1089, Acc (train): 0.9661, Loss (val): 0.1243, Acc (val): 0.9624, Epoch completed in 4.03 seconds.\n", + "[Batch size: 128] Epoch 32/50\n", + "Loss (train): 0.1056, Acc (train): 0.9661, Loss (val): 0.1194, Acc (val): 0.9627, Epoch completed in 4.03 seconds.\n", + "[Batch size: 128] Epoch 33/50\n", + "Loss (train): 0.1048, Acc (train): 0.9657, Loss (val): 0.1213, Acc (val): 0.9632, Epoch completed in 4.03 seconds.\n", + "[Batch size: 128] Epoch 34/50\n", + "Early stopping at epoch 34.\n", + "[Batch size: 128] Training completed in 137.23 seconds.\n", + "Results saved: [128]custom_cnn_results.json\n", "[256] Loading data...\n", "Loading cached dataset from D:/studia/SieciNeuronowe/dataset/train\\cached_data_cupy.npz\n", "Loading cached dataset from D:/studia/SieciNeuronowe/dataset/test\\cached_data_cupy.npz\n", "Data loaded successfully.\n", - "[Batch size: 256] Epoch 1/5\n", - "Loss (train): 0.5190, Acc (train): 0.8545, Loss (val): 0.2703, Acc (val): 0.9203, Epoch completed in 3.81 seconds.\n", - "[Batch size: 256] Epoch 2/5\n", - "Loss (train): 0.2602, Acc (train): 0.9224, Loss (val): 0.2328, Acc (val): 0.9329, Epoch completed in 3.82 seconds.\n", - "[Batch size: 256] Epoch 3/5\n", - "Loss (train): 0.2347, Acc (train): 0.9295, Loss (val): 0.2269, Acc (val): 0.9337, Epoch completed in 3.83 seconds.\n", - "[Batch size: 256] Epoch 4/5\n", - "Loss (train): 0.2252, Acc (train): 0.9319, Loss (val): 0.2118, Acc (val): 0.9360, Epoch completed in 3.81 seconds.\n", - "[Batch size: 256] Epoch 5/5\n", - "Loss (train): 0.2196, Acc (train): 0.9337, Loss (val): 0.2121, Acc (val): 0.9364, Epoch completed in 3.80 seconds.\n", - "[Batch size: 256] Training completed in 19.07 seconds.\n", - "Wyniki zapisane do [256]custom_cnn_results.json\n" + "[Batch size: 256] Epoch 1/50\n", + "Loss (train): 0.5172, Acc (train): 0.8526, Loss (val): 0.3345, Acc (val): 0.8979, Epoch completed in 6.43 seconds.\n", + "[Batch size: 256] Epoch 2/50\n", + "Loss (train): 0.3515, Acc (train): 0.8949, Loss (val): 0.3248, Acc (val): 0.9051, Epoch completed in 3.67 seconds.\n", + "[Batch size: 256] Epoch 3/50\n", + "Loss (train): 0.3403, Acc (train): 0.8992, Loss (val): 0.3264, Acc (val): 0.9053, Epoch completed in 3.67 seconds.\n", + "[Batch size: 256] Epoch 4/50\n", + "Loss (train): 0.3321, Acc (train): 0.9015, Loss (val): 0.3184, Acc (val): 0.9058, Epoch completed in 3.67 seconds.\n", + "[Batch size: 256] Epoch 5/50\n", + "Loss (train): 0.3204, Acc (train): 0.9045, Loss (val): 0.3024, Acc (val): 0.9120, Epoch completed in 3.67 seconds.\n", + "[Batch size: 256] Epoch 6/50\n", + "Loss (train): 0.2805, Acc (train): 0.9166, Loss (val): 0.2494, Acc (val): 0.9290, Epoch completed in 3.67 seconds.\n", + "[Batch size: 256] Epoch 7/50\n", + "Loss (train): 0.2257, Acc (train): 0.9332, Loss (val): 0.1992, Acc (val): 0.9447, Epoch completed in 3.66 seconds.\n", + "[Batch size: 256] Epoch 8/50\n", + "Loss (train): 0.1908, Acc (train): 0.9443, Loss (val): 0.1746, Acc (val): 0.9496, Epoch completed in 3.66 seconds.\n", + "[Batch size: 256] Epoch 9/50\n", + "Loss (train): 0.1715, Acc (train): 0.9483, Loss (val): 0.1629, Acc (val): 0.9516, Epoch completed in 3.66 seconds.\n", + "[Batch size: 256] Epoch 10/50\n", + "Loss (train): 0.1622, Acc (train): 0.9511, Loss (val): 0.1520, Acc (val): 0.9553, Epoch completed in 3.66 seconds.\n", + "[Batch size: 256] Epoch 11/50\n", + "Loss (train): 0.1530, Acc (train): 0.9541, Loss (val): 0.1504, Acc (val): 0.9550, Epoch completed in 3.66 seconds.\n", + "[Batch size: 256] Epoch 12/50\n", + "Loss (train): 0.1471, Acc (train): 0.9551, Loss (val): 0.1453, Acc (val): 0.9551, Epoch completed in 3.66 seconds.\n", + "[Batch size: 256] Epoch 13/50\n", + "Loss (train): 0.1407, Acc (train): 0.9573, Loss (val): 0.1391, Acc (val): 0.9588, Epoch completed in 3.66 seconds.\n", + "[Batch size: 256] Epoch 14/50\n", + "Loss (train): 0.1369, Acc (train): 0.9579, Loss (val): 0.1502, Acc (val): 0.9548, Epoch completed in 3.66 seconds.\n", + "[Batch size: 256] Epoch 15/50\n", + "Loss (train): 0.1336, Acc (train): 0.9586, Loss (val): 0.1367, Acc (val): 0.9580, Epoch completed in 3.66 seconds.\n", + "[Batch size: 256] Epoch 16/50\n", + "Loss (train): 0.1297, Acc (train): 0.9601, Loss (val): 0.1342, Acc (val): 0.9599, Epoch completed in 3.66 seconds.\n", + "[Batch size: 256] Epoch 17/50\n", + "Loss (train): 0.1266, Acc (train): 0.9613, Loss (val): 0.1280, Acc (val): 0.9592, Epoch completed in 3.67 seconds.\n", + "[Batch size: 256] Epoch 18/50\n", + "Loss (train): 0.1253, Acc (train): 0.9604, Loss (val): 0.1280, Acc (val): 0.9604, Epoch completed in 3.65 seconds.\n", + "[Batch size: 256] Epoch 19/50\n", + "Loss (train): 0.1207, Acc (train): 0.9623, Loss (val): 0.1348, Acc (val): 0.9578, Epoch completed in 3.66 seconds.\n", + "[Batch size: 256] Epoch 20/50\n", + "Loss (train): 0.1190, Acc (train): 0.9630, Loss (val): 0.1372, Acc (val): 0.9584, Epoch completed in 3.66 seconds.\n", + "[Batch size: 256] Epoch 21/50\n", + "Loss (train): 0.1186, Acc (train): 0.9621, Loss (val): 0.1252, Acc (val): 0.9596, Epoch completed in 3.66 seconds.\n", + "[Batch size: 256] Epoch 22/50\n", + "Loss (train): 0.1156, Acc (train): 0.9638, Loss (val): 0.1269, Acc (val): 0.9602, Epoch completed in 3.66 seconds.\n", + "[Batch size: 256] Epoch 23/50\n", + "Loss (train): 0.1146, Acc (train): 0.9643, Loss (val): 0.1212, Acc (val): 0.9624, Epoch completed in 3.66 seconds.\n", + "[Batch size: 256] Epoch 24/50\n", + "Loss (train): 0.1130, Acc (train): 0.9649, Loss (val): 0.1223, Acc (val): 0.9615, Epoch completed in 3.66 seconds.\n", + "[Batch size: 256] Epoch 25/50\n", + "Loss (train): 0.1120, Acc (train): 0.9649, Loss (val): 0.1204, Acc (val): 0.9610, Epoch completed in 3.66 seconds.\n", + "[Batch size: 256] Epoch 26/50\n", + "Loss (train): 0.1120, Acc (train): 0.9648, Loss (val): 0.1224, Acc (val): 0.9621, Epoch completed in 3.66 seconds.\n", + "[Batch size: 256] Epoch 27/50\n", + "Loss (train): 0.1094, Acc (train): 0.9654, Loss (val): 0.1211, Acc (val): 0.9651, Epoch completed in 3.66 seconds.\n", + "[Batch size: 256] Epoch 28/50\n", + "Loss (train): 0.1058, Acc (train): 0.9665, Loss (val): 0.1154, Acc (val): 0.9643, Epoch completed in 3.66 seconds.\n", + "[Batch size: 256] Epoch 29/50\n", + "Loss (train): 0.1066, Acc (train): 0.9666, Loss (val): 0.1156, Acc (val): 0.9612, Epoch completed in 3.66 seconds.\n", + "[Batch size: 256] Epoch 30/50\n", + "Loss (train): 0.1059, Acc (train): 0.9668, Loss (val): 0.1275, Acc (val): 0.9615, Epoch completed in 3.66 seconds.\n", + "[Batch size: 256] Epoch 31/50\n", + "Loss (train): 0.1050, Acc (train): 0.9670, Loss (val): 0.1147, Acc (val): 0.9639, Epoch completed in 3.66 seconds.\n", + "[Batch size: 256] Epoch 32/50\n", + "Loss (train): 0.1021, Acc (train): 0.9674, Loss (val): 0.1202, Acc (val): 0.9626, Epoch completed in 3.65 seconds.\n", + "[Batch size: 256] Epoch 33/50\n", + "Loss (train): 0.1022, Acc (train): 0.9675, Loss (val): 0.1187, Acc (val): 0.9645, Epoch completed in 3.65 seconds.\n", + "[Batch size: 256] Epoch 34/50\n", + "Loss (train): 0.1016, Acc (train): 0.9681, Loss (val): 0.1173, Acc (val): 0.9653, Epoch completed in 3.65 seconds.\n", + "[Batch size: 256] Epoch 35/50\n", + "Loss (train): 0.1018, Acc (train): 0.9671, Loss (val): 0.1224, Acc (val): 0.9611, Epoch completed in 3.66 seconds.\n", + "[Batch size: 256] Epoch 36/50\n", + "Early stopping at epoch 36.\n", + "[Batch size: 256] Training completed in 134.57 seconds.\n", + "Results saved: [256]custom_cnn_results.json\n" ] } ], @@ -170,7 +376,7 @@ " best_val_loss = float(\"inf\")\n", " patience = 5\n", " epochs_done = 0\n", - " num_epochs = 5\n", + " num_epochs = 50\n", " start_time = time.time()\n", " for epoch in range(num_epochs):\n", " epoch_start_time = time.time()\n", @@ -215,10 +421,11 @@ " val_losses.append(float(val_loss))\n", " train_accuracies.append(train_acc)\n", " val_accuracies.append(float(val_acc))\n", + " end_time = time.time()\n", " print(\n", " f\"[Batch size: {batch_size}] Training completed in {time.time() - start_time:.2f} seconds.\"\n", " )\n", - " end_time = time.time()\n", + " \n", " training_time = end_time - start_time\n", " epochs_done_all[batch_size] = epochs_done\n", " training_times[batch_size] = training_time\n", diff --git a/notebooks/plots.ipynb b/notebooks/plots.ipynb index 2f82e9d..18d5f43 100644 --- a/notebooks/plots.ipynb +++ b/notebooks/plots.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "id": "f8c8d28c", "metadata": {}, "outputs": [], @@ -14,7 +14,7 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 14, "id": "19d90418", "metadata": {}, "outputs": [ @@ -28,43 +28,52 @@ ], "source": [ "with open(\"../DOCS/[32]custom_cnn_results.json\", \"r\") as f:\n", - " S32 = json.load(f)\n", + " CU32 = json.load(f)\n", "with open(\"../DOCS/[64]custom_cnn_results.json\", \"r\") as f:\n", - " S64 = json.load(f)\n", + " CU64 = json.load(f)\n", "with open(\"../DOCS/[128]custom_cnn_results.json\", \"r\") as f:\n", - " S128 = json.load(f)\n", + " CU128 = json.load(f)\n", "with open(\"../DOCS/[256]custom_cnn_results.json\", \"r\") as f:\n", - " S256 = json.load(f)\n", - "with open(\"../DOCS/TF_results.json\", \"r\") as f:\n", + " CU256 = json.load(f)\n", + "with open(\"../DOCS/[32]tf_cnn_results.json\", \"r\") as f:\n", + " TF32 = json.load(f)\n", + "with open(\"../DOCS/[64]tf_cnn_results.json\", \"r\") as f:\n", + " TF64 = json.load(f)\n", + "with open(\"../DOCS/[128]tf_cnn_results.json\", \"r\") as f:\n", " TF128 = json.load(f)\n", - "print(\"Data loaded successfully.\")" + "print(\"Data loaded successfully.\")\n", + "with open(\"../DOCS/[256]tf_cnn_results.json\", \"r\") as f:\n", + " TF256 = json.load(f)" ] }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 15, "id": "e884e59d", "metadata": {}, "outputs": [], "source": [ "comp = [\n", - " (\"CuPy 32\", S32),\n", - " (\"CuPy 64\", S64),\n", - " (\"CuPy 128\", S128),\n", - " (\"CuPy 256\", S256),\n", - " (\"TensorFlow128\", TF128),\n", + " (\"CuPy 32\", CU32),\n", + " (\"CuPy 64\", CU64),\n", + " (\"CuPy 128\", CU128),\n", + " (\"CuPy 256\", CU256),\n", + " (\"TensorFlow 32\", TF32),\n", + " (\"TensorFlow 64\", TF64),\n", + " (\"TensorFlow 128\", TF128),\n", + " (\"TensorFlow 256\", TF256),\n", "]" ] }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 16, "id": "7576fa52", "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -99,15 +108,15 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 17, "id": "f4c02e58", "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -115,10 +124,9 @@ } ], "source": [ - "fig, axes = plt.subplots(2, 2, figsize=(12, 10))\n", + "fig, axes = plt.subplots(2, 4, figsize=(22, 16))\n", "axes = axes.flatten()\n", - "comp2 = [(\"CuPy 32\", S32), (\"CuPy 64\", S64), (\"CuPy 128\", S128), (\"CuPy 256\", S256)]\n", - "for i, (label, data) in enumerate(comp2):\n", + "for i, (label, data) in enumerate(comp):\n", " cm = data[\"confusion_matrix\"]\n", " sns.heatmap(cm, annot=True, fmt=\"d\", cmap=\"Blues\", cbar=False, ax=axes[i])\n", " axes[i].set_title(f\"Confusion Matrix - {label}\")\n", @@ -132,15 +140,15 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 18, "id": "d41813a2", "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA+QAAAJrCAYAAABpzFmoAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjEsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvc2/+5QAAAAlwSFlzAAAPYQAAD2EBqD+naQAAdYtJREFUeJzt3Qm8jOX///HPsTsKIWWPLC1IlpSKUlEqlRa0IC2+LSJFJIUWoqTSNyolWqhoU0SSJW22qGTPUnYhO8f8H+/r+7vnP2fBmWPm3HNmXs/HY5hzz5yZ68w198z9ua/P9bmSAoFAwAAAAAAAQLbKlb1PBwAAAAAAhIAcAAAAAAAfEJADAAAAAOADAnIAAAAAAHxAQA4AAAAAgA8IyAEAAAAA8AEBOQAAAAAAPiAgBwAAAADABwTkAAAAAAD4gIAcABC3/vzzT0tKSrIRI0Zk6ff1u71797ZYpb9LbdTfiZz1nnzuueey9Pt6P+r3dTnuuOMsEWR1P65Vq1bwtbrqqqui1j4AOBYE5AAQZf/973/dAWH9+vX9bkrMCA0qjnS56KKLLNHob87MaxPLJwpiIXg73KV///4WD0aNGmXDhw/3uxkx7ZlnnnGvU4kSJfxuCgAcVp7D3wQAiIR3333XTjnlFPvpp59s2bJlVrlyZUt0LVq0SPU67Ny50+655x677rrr3G2ek0466Ziep0KFCrZnzx7Lmzdvln5fv5snT/Z+Vfbs2dPuvPPO4M8///yzvfTSS/boo4/a6aefHtxes2ZNO/PMM61Vq1aWP3/+bG1jTtC6dWtr1qxZuu1nn322xYNbb73V7ybEPK//H3vsMb+bAgCHRUAOAFG0cuVKmzVrlo0bN846dOjggvMnnngiW9tw6NAh279/vxUoUMBihYJJXTybN292Abm2HSnQ2Lt3r+XLl89y5cpcgpdGRI/l7/bjNbvsssvStUEBubZnlDGQO3duSzS7du2yQoUKHfE+tWvXJmgFAMQ8UtYBIIoUgJ9wwgl25ZVX2g033OB+9hw4cMCKFStmt99+e7rf27FjhwvEHn744eC2ffv2uWBeI8saES1Xrpx169bNbU8bhN5///3uuTSCqvtOnDjR3aZ5qw0aNLDixYtbwYIFrU6dOvbRRx9lODL8wAMPuFTP448/3po3b25//fVXhqnS2t6+fXs3mq3n0nO++eabx/zaffvtt+75Ro8e7Ua4ypQpY8nJye612bp1q3ttatSo4ebRFi5c2K644gr75Zdfjjr3tF27du531O5rr73WXT/xxBPd46WkpKR7LUP/Xi/VXpkOepyiRYtakSJFXB/u3r07y69hJOeQKxtD82X1+tWtW9f1s14n/Sw6OaSf9f5S/8+bNy/d4/7xxx/u/ar3p+6nx/nss8/Cmh/9wgsvuAwFPX+jRo3s119/zdLzeH/jtGnT7N5777WSJUta2bJlLRK812rSpEluvrHacMYZZ7jXKK0VK1bYjTfe6Nqq9+G5555rX3zxRYYnjdS/VatWdY9XqlQpl/WxfPnydPd97bXX7NRTT3X7Tb169Vw2xLGYPXu2NW3a1L3n9LpXrFjR7ZtpT9ANHjzY7adqn/ZbnSz8559/0j3ehAkTXN/p/at9TG187733Ut3nww8/dO8jPZ+eVydB9D4PFc4+t23bNnd/7Vfav9q2beu2pbV+/Xq33+m9oNdPr/M111xDPQUAOQ4j5AAQRQqKdTCuUV2l0L766qvuoFsHtkqjVoq2Dv6HDRvm7uP55JNPXKCtdGTvIFoB3cyZM+3uu+92qcsLFy50Qc+SJUvc/UN988039sEHH7jAXAfJCjzkxRdfdI9zyy23uFFzBbsKMsaPH+9OGnh0QKzfv+2221zgoWAo9HbPhg0b3O3eSQAdZOsg/o477nCBc+fOnY/5NXzyySfda6ODd70muv7777+7v1ltV9Chdug1VPCg20qXLn3Ex1QQoMBF8/oVPH799df2/PPPu+BII/VHc9NNN7nn7devn82dO9feeOMNFyg+++yzYb+G0aATBjfffLMLtBQg6W+8+uqrbejQoS71XYGtqP36WxYvXhzMOvjtt9/s/PPPdydAunfv7kai9XcokBo7dqx7zx7NyJEj7d9//7X77rvPBah63zVu3Ni9Z71pCOE+j9qs99fjjz/uRsiPRidIlHmRloK80GkIS5cutZYtW9p//vMfF/y99dZb7n2lk1hetoLeXzqRpcfUSRad0Hr77bfdvqQTWl5b9b5SgD9lyhS373bq1Mm9DpMnT3YnJPT+8iiw1W3qI+0/AwYMcJ8VCvyzMsVi48aN1qRJE/ca6fXU36ngNO3JBT2fTnIomNXfoiyeIUOGuBMz3333XfC5dR8F8wrce/To4R5P99HroveWdx89jj7P9F7S66S+1uPovvqdcPa5QCDggmp9zqk/9Dn38ccfu35J6/rrr3fvoY4dO7rPN/39ep1Xr14d/LwDgBwhAACIitmzZwf0MTt58mT386FDhwJly5YNdOrUKXifr776yt3n888/T/W7zZo1C1SqVCn486hRowK5cuUKzJgxI9X9hg4d6n7/u+++C27Tz7rvb7/9lq5Nu3fvTvXz/v37A9WrVw80btw4uG3OnDnuMTp37pzqvu3atXPbn3jiieC2O+64I1CqVKnA5s2bU923VatWgSJFiqR7vsPZtGlTuseeOnWq26bXIe3j7N27N5CSkpJq28qVKwP58+cP9O3bN9U2PcZbb70V3Na2bVu3LfR+cvbZZwfq1KmTalvaNum6trVv3z7V/a677rpA8eLFs/QaHs2HH37ofkevR1r6u3Sb/k5PhQoV3LZZs2ale58VLFgwsGrVquD2YcOGpXvsSy65JFCjRg33Gnv03m3QoEGgSpUqR2yr93rredauXRvc/uOPP7rtDz74YNjP4/2NF1xwQeDgwYNHfb28Nhzu8v3336d7rcaOHRvctn37dvee1vvBo37U/UL3v3///TdQsWLFwCmnnBJ8L7755pvufoMGDUrXLv1toe3T+2Xr1q3B2z/99NMMPwvS8t6DaX388cdu+88//3zY31X7dZ9333031faJEyem2r5t27bA8ccfH6hfv35gz549Gf4d+uwoWbKk+/wIvc/48ePdYz3++ONh73OffPKJu9+AAQOC29TnF154Yar9+J9//nE/Dxw4MJAZ6ucrr7wyU/cFgOxGyjoARHF0XKOBF198sftZo2AaidOotJemqVFDjWCPGTMm+HtKHdVIj+4bmhaq0aLTTjvNjfp5F/2+TJ06NdVza6RYqbdpKa009Hm2b99uF154oRvl9Xjp7d4oqkcjUaEUr2okUyOvuh7aLo2E6bFDHzerNDoW2m5Riqo3oqvXcsuWLS4Ntlq1apl+To3AhdLroNHJrP6u2qCsgHBew2hR35933nnBn70K/3q/lC9fPt127+/WVABlV2jUXKO3Xn/qb1OfajQ5bTpyRjTKrZFvzznnnOOe68svv8zy89x1111hzZdXJon2o7SXtPuFsilCR+OVmt2mTRs3wqu0aFG79TdccMEFwfvp/abn0Ci0sjJE+4P254z6Wft/KO3fms4S+h6SzL4H0/JGo5XtoukwGdHniFLBNfIfur8q5Vx/j/c5otdJ/aKR9rR1FLy/Q+nxGpXWezz0PsoC0edURun8R9vn9DoreyE0S0V9nvb11OeBMmU0DSOjVHsAyElIWQeAKFCQqMBbwbhSQj0KSpSmqZRWpZfq4FOpl0pfVTq2Ak2lmOqAOjQgV4CyaNEil46aER0Yh1I6dUZ0sP7UU0/Z/PnzU809Dw0WVq1a5YLdtI+Rtjr8pk2b3NxOzYPVJTPtyoqM/hal8Cs1VkvK6fUNnYeqdOKjUQCR9rVUcJTZg/vQoNb7XdHvK6DL7GsYLWnbpyBMVHcgo+3e361Ud51c6dWrl7scrk9Dg+2MVKlSJd02zalWSnpWn+dw7+kjteHSSy896v3UJ2mDZbVVFGyffPLJrj8zWrbQq3qv26tXr+7mieukUGYq8x/pPZQVOgmnz5I+ffq4qSwqAKgTI0ov96rw63NEJ8o0veJI+6s3311/0+Hobxb9vWkpIFfaebj7nB5Tc8HTrq+e9jn092h6yEMPPeROempKiKYK6ESK+gsAchICcgCIAo3+rVu3zgXlumQ0eq6AXDTXVPOfNfdaB9AKWnRAe9ZZZ6UKQFWIa9CgQRk+X9pAK+2IssyYMcPNeW3YsKELZHXgq/mimjObtlBTZqhNojnKGc3xlNBK6lmV0d+i9YUVyGmOq+aYq9CWAmDNWffadSTHWpn8cL//vyx3/x2ufUdrt/faab6+RqozEomTCll5nozeBzlZpN9DOqmg+ew//PCDff755/bVV1+5/UMnALVNQa5edwXjocUlQx3uhF8kRHo1AO3rys5RLQn9rfo80Dx2ffbGy9J2ABIDATkARIEOeHXg+8orr6S7TSPgKlSkAlsKMhQgKzhW2rpSYnVAqbWoQ6nwkSqIX3LJJelG8zJL6bQapdLBa+i61QrIQ6kytg7cNfIcOtKpUc20B++qvqzR6cyMREaSAg9lHwwfPjzVdo3YK2XYb5l9DWNNpUqV3P86UXMsfaqR2LRUfNArthWp54kEb7Q+dL9SW8Vrr/pThe8yqhLv3e7tpz/++KPLcMlKYbZI0GixLk8//bQ70aYCjjopqLXt1T4VU1MxvSOd4PCKz6kQ3eFOwHh/s14Xb+qMR9u828Oh31H20M6dO1ONkmf02nvt1Ci5LnrPqVK+TkC88847YT83APiFOeQAEGFa7kpBt1IotaRT2ouqkWt+pre8k0Z2tV2jWqNGjbKDBw+mSlcXzbXVnNrXX389w+fLTNVpjVAp6AhN71ZKbtoK7d6IpUbRQ7388svpHk8psgr0M1rSSint0aLnTjuSqPmxmZnfnB0y+xrGGp1EUqqzMjaU4ZHVPtV7KrQvfvrpJxeoamm6SD5PJPz999/uBJlHdQBUJV7BnZf+3KxZM/c3fP/998H7aZ/TVA0F7d68dO0PmpOtquXZnT2h1O+0z6G/QbzpKfoc0f6vrJK09LnjLS+m7B2dbNOIs6rkh/KeQ0vUqR91YjF0+osyfTS9JisrCuh1Vju0GoVH7U2736jafdp2KThXm9MuAwkAsY4RcgCIMAXaCriVHp4RjV5pdFmj6F7grf910Kl1xpWa7s1N9WjpLKWyqyiSCi9phEsHqhqh03aNeusA+Uh0gKyU98svv9zNK9V8UY3gawRswYIFwfupwJMCC61VrCJb3pJd3qhh6Ehi//79XXs0v1ZFtxSYqGCXCqtpJE7Xo0EnO/r27euWXNJyVFpOS6+nN/Lqt3Bew1ij94QyNfQ+VJ/qNdVyVgpG165dm26t94zoPaXHUHEuBUh6HTS3v1u3bhF9niPRezCjkVIFbqEF7zRfXMv0aTlCzUd+8803XTtCM0dU3Oz99993JxS0VJimSGjZM2VA6ISUV2BQc5gVzHfp0sUF8CpapsBd+4KKn2lJr2hRe3QCSAXq9DfqM0gn8FTTQIGuN89cy54p0FYdCQXeGsnX6LJOaKkug04O6nc0D12j6lrSTJ8Xmu+tPlEwrOfS72ket/ZBPa6WdfSWPdNJigcffDDsv0Ep6Pps0+utk4XemvCa9x5K+5GyhXSCQffRnH2dVNHze0tFAkBOQUAOABGmwFCp4d4axmnp4F3Bse6nYE2BioJKzQNfs2ZNutFx73c06qiDZB3w6+AzOTnZBTFa69grQnUkSitVireCaM2/VJEsHVDrwDc0IBc9h0YHFYTouZRWrJR6FVcKraisAEaBh4JjHTgrINDfo7WLQ9fkjjStpa1ARym5alft2rVdVWcdyMeKzL6GsUYBjipoqziY1pnWe1QjoZqXqzXAM0OBqd6zCsR14kcVyjVqrKkZkXyeI9HrrktaqncQGpBrSoFOhnXt2tWlRmu/UD+Fzm3X+3zWrFn2yCOPuPtqdFb1EZTVEjoSrMwNVQr30sUVrGt/8E48RJOCYu2LSk9XYKqCfXrd9TkTWhBPI9o6YaTsBO1HCmYVQKsWhIJhj05SqD/0eaERdQXgqm0RGmi3a9fOfQ7pPnpttJa8Tgho3w9dgzyz9J7RCU19Pulkik5c6cSm0tBD54Xrs1InAJTerqwi/Q1qm05O6kQYAOQkSVr7zO9GAABin0bUdFCsA2XNS0X44v011MkdBX8DBw50BdtinQJRVRLX6gM5Re/evd1JDKX1K2DNzKoCiUop+EqB1wk7nUDJSf0MIHEwhxwAkOG89LQ02qkRLBWhw9HxGiKaNO0lK4XTEonqFOh1UuYRAMQqUtYBAOkMGDDA5syZ4yqZKx1UhZp0ufvuu9MtsYaM8RoiGjQdQCnwkpn1zhOZ0vI1lz7aS7oBwLHgkxwAkI7mtE+ePNnNHdUSROXLl3epsmmXY8Ph8RoiGlQ3IlaKF8Y6FZsEgFjHHHIAAAAAAHzAHHIAAAAAAHxAQA4AAAAAgA/ifg75oUOH7O+//7bjjz/eLQ8CAAAAAEA0aWa4CkuWLl3arbCSsAG5gnGq2QIAAAAAspuWXixbtmziBuQaGfdeiMKFC/vdHAAAAABAnNuxY4cbGPbi0YQNyL00dQXjBOQAAAAAgOxytGnTFHUDAAAAAMAHBOQAAAAAAPiAgBwAAAAAAB8QkAMAAAAA4AMCcgAAAAAAfEBADgAAAACADwjIAQAAAADwAQE5AAAAAAA+ICAHAAAAAMAHBOQAAAAAAPiAgBwAAAAAAB8QkAMAAAAA4AMCcgAAAAAAfEBADgAAAACADwjIAQAAAADwAQE5AAAAAAA+ICAHAAAAAMAHBOQAAAAAAPiAgBwAAAAAAB/k8eNJY12driP9bkLCmTOwjd9NAAAAAIBsxQg5AAAAAAA+ICAHAAAAAMAHBOQAAAAAAPiAgBwAAAAAAB8QkAMAAAAA4AMCcgAAAAAAfEBADgAAAACADwjIAQAAAADwAQE5AAAAAAA+ICAHAAAAAMAHBOQAAAAAAPiAgBwAAAAAAB8QkAMAAAAA4AMCcgAAAAAAfEBADgAAAABAogXk06dPt6uvvtpKly5tSUlJ9sknnwRvO3DggD3yyCNWo0YNK1SokLtPmzZt7O+///azyQAAAAAA5PyAfNeuXXbWWWfZK6+8ku623bt329y5c61Xr17u/3HjxtnixYutefPmvrQVAAAAAIBIymM+uuKKK9wlI0WKFLHJkyen2jZkyBA755xzbPXq1Va+fPlsaiUAAAAAAAk+h3z79u0utb1o0aJ+NwUAAAAAgJw7Qh6OvXv3ujnlrVu3tsKFCx/2fvv27XMXz44dO4Jz0nXJjHy5I9BghCWzfQMAAAAA8RLf5Mkpf8xNN91kgUDAXn311SPet1+/ftanT5902ydNmmTJycmZer7u5xXJcluRNV9++aXfTQAAAACAiFBNtMxICijKjQFKRf/444/t2muvzTAYX7FihX3zzTdWvHjxIz5ORiPk5cqVs82bNx9xZD1Uw17vZ/GvQFZNf7K1300AAAAAgIhQHFqiRAk37fpIcWhMj5B7wfjSpUtt6tSpRw3GJX/+/O6SVt68ed0lM/anZKm5OAaZ7RsAAAAAiJf4xteAfOfOnbZs2bLgzytXrrT58+dbsWLFrFSpUnbDDTe4Jc/Gjx9vKSkptn79enc/3Z4vXz4fWw4AAAAAwLHxNSCfPXu2XXzxxcGfu3Tp4v5v27at9e7d2z777DP3c61atVL9nkbLL7roomxuLQAAAAAAcRKQK6g+0hT2GJneDgAAAABAYq9DDgAAAABAvCAgBwAAAADABwTkAAAAAAD4gIAcAAAAAAAfEJADAAAAAOADAnIAAAAAAHxAQA4AAAAAgA8IyAEAAAAA8AEBOQAAAAAAPiAgBwAAAADABwTkAAAAAAD4gIAcAAAAAAAfEJADAAAAAOADAnIAAAAAAHxAQA4AAAAAgA8IyAEAAAAA8AEBOQAAAAAAPiAgBwAAAADABwTkAAAAAAD4gIAcAAAAAAAfEJADAAAAAOADAnIAAAAAAHxAQA4AAAAAgA8IyAEAAAAA8AEBOQAAAAAAPiAgBwAAAADABwTkAAAAAAD4gIAcAAAAAAAfEJADAAAAAOADAnIAAAAAAHxAQA4AAAAAgA8IyAEAAAAA8AEBOQAAAAAAPsiTmTvt2LEj7AcuXLhwVtoDAAAAAEBCyFRAXrRoUUtKSsr0g+q+S5YssUqVKh1L2wAAAAAASOyAXD766CMrVqzYUe8XCASsWbNmx9ouAAAAAADiWqYC8goVKljDhg2tePHimXpQjYznzZv3WNsGAAAAAEBiB+QrV64M60F//fXXrLYHAAAAAICEEJEq69u2bYvEwwAAAAAAkDDCDsifffZZGzNmTPDnm266yaWylylTxn755ZdItw8AAAAAgLgUdkA+dOhQK1eunLs+efJkd5kwYYJdccUV1rVr12i0EQAAAACAxK2y7lm/fn0wIB8/frwbIW/SpImdcsopVr9+/Wi0EQAAAACAuBP2CPkJJ5xga9ascdcnTpxol156aXC5s5SUlMi3EAAAAACAOBT2CHmLFi3s5ptvtipVqtiWLVtcqrrMmzfPKleuHI02AgAAAAAQd8IOyF944QWXnq5R8gEDBthxxx3ntq9bt87uvffeaLQRAAAAAIC4E3ZAnjdvXnv44YfTbX/wwQcj1SYAAAAAAOJepgLyzz77LNMP2Lx582NpDwAAAAAACSFTAfm1116b6uekpCRXxC30Zw+F3QAAAAAAiFCV9UOHDgUvkyZNslq1arm1x7dt2+YuX375pdWuXdtVXQcAAAAAAFGYQ965c2cbOnSoXXDBBcFtTZs2teTkZLv77rtt0aJF4T4kAAAAAAAJJ+x1yJcvX25FixZNt71IkSL2559/RqpdAAAAAADEtbAD8nr16lmXLl1sw4YNwW263rVrVzvnnHMi3T4AAAAAAOJS2AH5m2++6dYcL1++vFWuXNlddP2vv/6y4cOHR6eVAAAAAAAk+hxyBeALFiywyZMn2x9//OG2nX766XbppZemqrYOAAAAAAAiGJCLAu8mTZq4CwAAAAAAyKaAfMqUKe6yceNGtxRa2pR2AAAAAAAQ4YC8T58+1rdvX6tbt66VKlWKNHUAAAAAALIjINca5CNGjLDbbrstK88HAAAAAACyUmV9//791qBBg+i0BgAAAACABBF2QH7nnXfae++9F5Ennz59ul199dVWunRpl/r+ySefpLo9EAjY448/7lLjCxYs6Cq5L126NCLPDQAAAABAjkpZ37t3r7322mv29ddfW82aNS1v3rypbh80aFCmH2vXrl121llnWfv27a1Fixbpbh8wYIC99NJL9vbbb1vFihWtV69e1rRpU/v999+tQIEC4TYdAAAAAICcG5BrDfJatWq567/++muq28It8HbFFVe4S0Y0Oj548GB77LHH7JprrnHbRo4caSeddJIbSW/VqlW4TQcAAAAAIOcG5FOnTrXssHLlSlu/fr1LU/cUKVLE6tevb99///1hA/J9+/a5i2fHjh3u/wMHDrhLZuTLfczNR5gy2zcAAAAAEC/xTZbWIfesXbvW/V+2bFmLNAXjohHxUPrZuy0j/fr1c0uzpTVp0iRLTk7O1HN3P69I2O3Fsfnyyy/9bgIAAAAARMTu3bujE5AfOnTInnrqKXv++edt586dbtvxxx9vDz30kPXs2dNy5Qq7TlxE9ejRw7p06ZJqhLxcuXLWpEkTK1y4cKYeo2Gv96PYQmRk+pOt/W4CAAAAAESEl6kd8YBcQffw4cOtf//+dv7557ttM2fOtN69e7uCb08//bRFwsknn+z+37Bhg6uy7tHP3hz2jOTPn99d0lLxubQF6A5nf0qWmoxjkNm+AQAAAIB4iW/CDshV8fyNN96w5s2bB7ep2nqZMmXs3nvvjVhArqrqCsqnTJkSDMB1luHHH3+0e+65JyLPAQAAAACAX8IOyLdu3WqnnXZauu3aptvCoZT3ZcuWpSrkNn/+fCtWrJiVL1/eOnfu7NLjq1SpElz2TGuWX3vtteE2GwAAAACAmBL2hG+tGz5kyJB027VNt4Vj9uzZdvbZZ7uLaO63rj/++OPu527dulnHjh3t7rvvtnr16rkAfuLEiaxBDgAAAADI8ZICWvA7DNOmTbMrr7zSjWCfd955bpuWIVuzZo2rlH3hhRdaLFGau5ZL2759e6aLutXpOjLq7UJqcwa28bsJAAAAAJCtcWjYI+SNGjWyxYsX23XXXWfbtm1zlxYtWrhtsRaMAwAAAAAQq7K0DrkKuEWqeBsAAAAAAIko7BHyt956yz788MN027VNFdgBAAAAAEAUAvJ+/fpZiRIl0m0vWbKkPfPMM+E+HAAAAAAACSnsgHz16tVuCbK0KlSo4G4DAAAAAABRCMg1Er5gwYJ023/55RcrXrx4uA8HAAAAAEBCCjsgb926tT3wwAM2depUS0lJcZdvvvnGOnXqZK1atYpOKwEAAAAASPQq608++aT9+eefdskll1iePP/79UOHDlmbNm2YQw4AAAAAQLQC8nz58tmYMWNcYK409YIFC1qNGjXcHHIAAAAAABDFdcjllFNOsUAgYKeeempwpBwAAAAAAERpDvnu3bvtjjvusOTkZDvzzDODldU7duxo/fv3D/fhAAAAAABISGEH5D169HCp6t9++60VKFAguP3SSy91qewAAAAAAODows41/+STT1zgfe6551pSUlJwu0bLly9fHu7DAQAAAACQkMIeId+0aZNbizytXbt2pQrQAQAAAABABAPyunXr2hdffBH82QvC33jjDTvvvPPCfTgAAAAAABJS2CnrWmv8iiuusN9//90OHjxoL774ors+a9YsmzZtWnRaCQAAAABAoo+QX3DBBTZ//nwXjGv98UmTJrkU9u+//97q1KkTnVYCAAAAABBnsrSAuNYef/311yPfGgAAAAAAEkTYI+Rz5861hQsXBn/+9NNP7dprr7VHH33U9u/fH+n2AQAAAAAQl8IOyDt06GBLlixx11esWGEtW7a05ORk+/DDD61bt27RaCMAAAAAAHEn7IBcwXitWrXcdQXhjRo1svfee89GjBhhY8eOjUYbAQAAAACIO2EH5IFAwA4dOuSuf/3119asWTN3vVy5crZ58+bItxAAAAAAgDiUpXXIn3rqKRs1apRb5uzKK69021euXGknnXRSNNoIAAAAAEDcCTsgHzx4sCvsdv/991vPnj2tcuXKbvtHH31kDRo0iEYbAQAAAACIO2Eve1azZs1UVdY9AwcOtNy5c0eqXQAAAAAAxLUsrUOekQIFCkTqoQAAAAAAiHuZSlkvVqxYWAXbypcvb6tWrTqWdgEAAAAAENcyNUK+bds2mzBhghUpUiRTD7plyxZLSUk51rYBAAAAABC3Mp2y3rZt2+i2BAAAAACABJKpgNxbdxwAAAAAAPi07BkAAAAAADh2BOQAAAAAAPiAgBwAAAAAAB8QkAMAAAAA4AMCcgAAAAAAYnnZs7RV15ctW2YbN25MV4G9YcOGkWobAAAAAABxK+yA/IcffrCbb77ZVq1aZYFAINVtSUlJlpKSEsn2AQAAAAAQl8IOyP/zn/9Y3bp17YsvvrBSpUq5IBwAAAAAAEQ5IF+6dKl99NFHVrly5XB/FQAAAAAAZLWoW/369d38cQAAAAAAEOUR8gULFgSvd+zY0R566CFbv3691ahRw/LmzZvqvjVr1jyG5gAAAAAAkBgyFZDXqlXLzRUPLeLWvn374HXvNoq6AQAAAAAQwYB85cqVmXw4AAAAAAAQsYC8QoUKmXowAAAAAAAQpaJu/fr1szfffDPddm179tlnw304AAAAAAASUtgB+bBhw+y0005Lt/3MM8+0oUOHRqpdAAAAAADEtbADclVXL1WqVLrtJ554oq1bty5S7QIAAAAAIK6FHZCXK1fOvvvuu3Tbta106dKRahcAAAAAAHEtU0XdQt11113WuXNnO3DggDVu3NhtmzJlinXr1s2tTw4AAAAAAKIQkHft2tW2bNli9957r+3fv99tK1CggD3yyCPWo0ePcB8OAAAAAICEFHZAnpSU5Kqp9+rVyxYtWmQFCxa0KlWqWP78+aPTQgAAAAAA4lDYAbnnuOOOCxZ3IxgHAAAAACDKRd0OHTpkffv2tSJFiliFChXcpWjRovbkk0+62wAAAAAAQBRGyHv27GnDhw+3/v372/nnn++2zZw503r37m179+61p59+OtyHBAAAAAAg4YQdkL/99tv2xhtvWPPmzYPbatasaWXKlHGF3gjIAQAAAACIQsr61q1b7bTTTku3Xdt0GwAAAAAAiEJAftZZZ9mQIUPSbdc23QYAAAAAAKKQsj5gwAC78sor7euvv7bzzjvPbfv+++9tzZo19uWXX4b7cAAAAAAAJKSwR8gbNWpkS5Ysseuuu862bdvmLi1atLDFixfbhRdeGJ1WAgAAAAAQZ7K0Dnnp0qWzpXhbSkqKq97+zjvv2Pr1693ztmvXzh577DFLSkqK+vMDAAAAABBTAfk///zjlj5btGiR+/mMM86w22+/3YoVKxbRxj377LP26quvusruZ555ps2ePds9j9ZAf+CBByL6XAAAAAAAxHTK+vTp0+2UU06xl156yQXmuuh6xYoV3W2RNGvWLLvmmmvcnHU95w033GBNmjSxn376KaLPAwAAAABAzI+Q33fffdayZUs3cp07d+5garnWINdtCxcujFjjGjRoYK+99pqbs161alX75ZdfbObMmTZo0KDD/s6+ffvcxbNjxw73/4EDB9wlM/L9789CNsps3wAAAABAvMQ3SYFAIBDOAxcsWNDmz59v1apVS7VdRd1q1aple/bssUg5dOiQPfroo66yu4J/Bf6au96jR4/D/o7mnPfp0yfd9vfee8+Sk5Mj1jYAAAAAADKye/duu/nmm2379u1WuHBhi9gIee3atd3c8bQBubZFeh3yDz74wN59910XTGsOuU4EdO7c2RV3a9u2bYa/o2C9S5cuqUbIy5Ur51Ldj/RChGrY6/2I/Q3InOlPtva7CQAAAAAQEV6m9tGEHZCrmFqnTp1s2bJldu6557ptP/zwg73yyivWv39/W7BgQfC+NWvWtGPRtWtX6969u7Vq1cr9XKNGDVu1apX169fvsAF5/vz53SWtvHnzuktm7E85pmYjCzLbNwAAAAAQL/FN2AF569b/G8ns1q1bhrdpOTJlwet/pZgf6zB/rlyp684pdV2p7AAAAAAA5GRhB+QrV6607HL11Ve7OePly5d3Kevz5s1zBd3at2+fbW0AAACZV6frSL+bkHDmDGzjdxMAANkVkFeoUMGyy8svv2y9evVyFdw3btzo5o536NDBHn/88WxrAwAAAAAAvq5DrqB4586dwZ/ff/9927VrV/Dnbdu2WbNmzSLauOOPP94GDx7s5o2revvy5cvtqaeesnz58kX0eQAAAAAAiNmAfNiwYW5Ot0cj1Rs2bAj+rLW/v/rqq8i3EAAAAACAOJTpgDztcuVhLl8OAAAAAACyEpADAAAAAIDIISAHAAAAACDWq6yrunlycrK7vn//frckWZEiRdzPofPLAQAAAABAhALyhg0b2uLFi4M/N2jQwFasWJHuPgAAAAAAIIIB+bfffpvZuwIAAAAAgKNgDjkAAAAAAD4gIAcAAAAAwAcE5AAAAAAA+ICAHAAAAACAWA/IDx48aH379rW1a9dGr0UAAAAAACSAsALyPHny2MCBA11gDgAAAAAAsjFlvXHjxjZt2rRjeEoAAAAAAJDpdcg9V1xxhXXv3t0WLlxoderUsUKFCqW6vXnz5pFsHwAAAAAAcSnsgPzee+91/w8aNCjdbUlJSZaSkhKZlgEAAAAAEMfCDsgPHToUnZYAAAAAAJBAjmnZs71790auJQAAAAAAJJCwA3KlpD/55JNWpkwZO+6442zFihVue69evWz48OHRaCMAAAAAAHEn7ID86aefthEjRtiAAQMsX758we3Vq1e3N954I9LtAwAAAAAgLoUdkI8cOdJee+01u+WWWyx37tzB7WeddZb98ccfkW4fAAAAAABxKeyA/K+//rLKlStnWOztwIEDkWoXAAAAAABxLeyA/IwzzrAZM2ak2/7RRx/Z2WefHal2AQAAAAAQ18Je9uzxxx+3tm3bupFyjYqPGzfOFi9e7FLZx48fH51WAgAAAACQ6CPk11xzjX3++ef29ddfW6FChVyAvmjRIrftsssui04rAQAAAABI9BFyufDCC23y5MmRbw0AAAAAAAkiSwG5zJ49242Me/PK69SpE8l2AQAAAAAQ18IOyNeuXWutW7e27777zooWLeq2bdu2zRo0aGCjR4+2smXLRqOdAAAAAAAk9hzyO++80y1vptHxrVu3uouuq8CbbgMAAAAAAFEYIZ82bZrNmjXLqlWrFtym6y+//LKbWw4AAAAAAKIwQl6uXDk3Qp5WSkqKlS5dOtyHAwAAAAAgIYUdkA8cONA6duzoirp5dL1Tp0723HPPRbp9AAAAAADEpbBT1tu1a2e7d++2+vXrW548//v1gwcPuuvt27d3F4/mlwMAAAAAgAgE5IMHDw73VwAAAAAAwLEG5G3btg33VwAAAAAAwLHOIQcAAAAAAMeOgBwAAAAAAB8QkAMAAAAA4AMCcgAAAAAAclJAvmzZMvvqq69sz5497udAIBDJdgEAAAAAENfCDsi3bNlil156qVWtWtWaNWtm69atc9vvuOMOe+ihh6LRRgAAAAAA4k7YAfmDDz5oefLksdWrV1tycnJwe8uWLW3ixImRbh8AAAAAAHEp7HXIJ02a5FLVy5Ytm2p7lSpVbNWqVZFsGwAAAAAAcSvsEfJdu3alGhn3bN261fLnzx+pdgEAAAAAENfCDsgvvPBCGzlyZPDnpKQkO3TokA0YMMAuvvjiSLcPAAAAAIC4FHbKugLvSy65xGbPnm379++3bt262W+//eZGyL/77rvotBIAAAAAgEQfIa9evbotWbLELrjgArvmmmtcCnuLFi1s3rx5duqpp0anlQAAAAAAJPoIuRQpUsR69uwZ+dYAAAAAAJAgshSQ79271xYsWGAbN25088dDNW/ePFJtAwAAAAAgboUdkGut8TZt2tjmzZvT3aYCbykpKZFqGwAAAAAAcSvsOeQdO3a0G2+80datW+dGx0MvBOMAAAAAAEQpIN+wYYN16dLFTjrppHB/FQAAAAAAZDUgv+GGG+zbb78N99cAAAAAAMCxzCEfMmSIS1mfMWOG1ahRw/LmzZvq9gceeCDchwQAAAAAIOGEHZC///77NmnSJCtQoIAbKVchN4+uE5ADAAAAABCFgFzrj/fp08e6d+9uuXKFnfEOAAAAAACyMod8//791rJlS4JxAAAAAACOQdhRddu2bW3MmDHH8pwAAAAAACS8sFPWtdb4gAED7KuvvrKaNWumK+o2aNCgSLYPAAAAAIC4FHZAvnDhQjv77LPd9V9//TXVbaEF3iLlr7/+skceecQmTJhgu3fvtsqVK9tbb71ldevWjfhzAQAAAAAQswH51KlTLbv8888/dv7559vFF1/sAvITTzzRli5daieccEK2tQEAAAAAgJgIyLPTs88+a+XKlXMj4p6KFSv62ibkPHW6jvS7CQlnzsA2fjcBAAAAiI+AvEWLFjZixAgrXLiwu34k48aNi1Tb7LPPPrOmTZvajTfeaNOmTbMyZcrYvffea3fddddhf2ffvn3u4tmxY4f7/8CBA+6SGflyR6DxCEtm+yYr6M/46k8AsY3P3OzHZy4A5NzP5kwF5EWKFAnOD9f17LJixQp79dVXrUuXLvboo4/azz//bA888IDly5fPVXvPSL9+/dw66WlNmjTJkpOTM/W83c/Lvr8R//Pll19G7bHpz/jqTwCxjc/c7MdnLgDEHtU/y4ykQCAQyMwd+/btaw8//HCmg9pIUOCt4m2zZs0KblNArsD8+++/z/QIudLeN2/e7Eb4M6Nhr/cj0HqEY/qTraP22PRnfPUngNjGZ2724zMXAGKP4tASJUrY9u3bjxiHZnoOuUad//Of/2RrQF6qVCk744wzUm07/fTTbezYsYf9nfz587tLWlqeLe0SbYezPyULjcUxyWzfZAX9GV/9CSC28Zmb/fjMBYCc+9mcK7MPmMmB9IhShfXFixen2rZkyRKrUKFCtrcFAAAAAIBIynRAHq11xo/kwQcftB9++MGeeeYZW7Zsmb333nv22muv2X333Zet7QAAAAAAwNdlz6pWrXrUoHzr1q0WKfXq1bOPP/7YevTo4eawa8mzwYMH2y233BKx5wAAAAAAIOYDcs0jz84q63LVVVe5CwAAAAAACRuQt2rVykqWLBm91gAAAAAAkCByxer8cQAAAAAA4llMV1kHAAAAAMASPWX90KFD0W0JAAAAAAAJJKxlzwAAAAAAQGQQkAMAAAAA4AMCcgAAAAAAfEBADgAAAABArK9DLp999tlhl0UrUKCAVa5c2SpWrBiJtgEAAAAAELfCDsivvfZaF3ynXQbN26b/L7jgAvvkk0/shBNOiGRbAQAAAABI3JT1yZMnW7169dz/27dvdxddr1+/vo0fP96mT59uW7ZssYcffjg6LQYAAAAAIBFHyDt16mSvvfaaNWjQILjtkksucenqd999t/322282ePBga9++faTbCgAAAABA4o6QL1++3AoXLpxuu7atWLHCXa9SpYpt3rw5Mi0EAAAAACAOhR2Q16lTx7p27WqbNm0KbtP1bt26uVR2Wbp0qZUrVy6yLQUAAAAAIJFT1ocPH27XXHONlS1bNhh0r1mzxipVqmSffvqp+3nnzp322GOPRb61AAAAAAAkakBerVo1+/33323SpEm2ZMmS4LbLLrvMcuXKFazEDgAAAAAAIhiQiwLvyy+/3F0AAAAAAEA2BeRTpkxxl40bN9qhQ4dS3fbmm29m5SEBAAAAAEgoYQfkffr0sb59+1rdunWtVKlSlpSUFJ2WAQAAAAAQx8IOyIcOHWojRoyw2267LTotAgAAAAAgAYS97Nn+/futQYMG0WkNAAAAAAAJIuyA/M4777T33nsvOq0BAAAAACBBhJ2yvnfvXnvttdfs66+/tpo1a1revHlT3T5o0KBItg8AAAAAgLgUdkC+YMECq1Wrlrv+66+/prqNAm8AAAAAAEQpIJ86dWq4vwIAAAAAAI51DjkAAAAAAMimEfIWLVq4pc4KFy7srh/JuHHjItAsAAAAAADiW6YC8iJFigTnh+s6AAAAAADIhoD8rbfeyvA6AAAAAADIGuaQAwAAAACQEwLyDRs22G233WalS5e2PHnyWO7cuVNdAAAAAABAFJY9a9euna1evdp69eplpUqVYu1xAAAAAACyIyCfOXOmzZgxw2rVqpWV5wMAAAAAAFlJWS9XrpwFAoHotAYAAAAAgAQRdkA+ePBg6969u/3555/RaREAAAAAAAkg7JT1li1b2u7du+3UU0+15ORky5s3b6rbt27dGsn2AQAAAAAQl/JkZYQcAAAAAABkc0Detm3bY3xKAAAAAACQqYB8x44dVrhw4eD1I/HuBwAAAAAAjjEgP+GEE2zdunVWsmRJK1q0aIZrj6vyuranpKRk5iEBAAAAAEhomQrIv/nmGytWrJi7PnXq1Gi3CQAAAACAuJepgLxRo0YZXgcAAAAAANlU1M2jpc9Wr15t+/fvT7W9Zs2aWX1IAAAAAAASRtgB+aZNm+z222+3CRMmZHg7c8gBAAAAADi6XBamzp0727Zt2+zHH3+0ggUL2sSJE+3tt9+2KlWq2GeffRbuwwEAAAAAkJDCHiFXgbdPP/3U6tata7ly5bIKFSrYZZdd5pY769evn1155ZXRaSkAAAAAAIkckO/atcstf+Yth6YU9qpVq1qNGjVs7ty50WgjAAAAfFCn60i/m5Bw5gxs43cTAMRyynq1atVs8eLF7vpZZ51lw4YNs7/++suGDh1qpUqVikYbAQAAAACIO2GPkHfq1MnWrVvnrj/xxBN2+eWX27vvvmv58uWzESNGRKONAAAAAADEnbAD8ltvvTV4vU6dOrZq1Sr7448/rHz58laiRIlItw8AAAAAgLgUVsr6gQMH7NRTT7VFixYFtyUnJ1vt2rUJxgEAAAAAiFZAnjdvXtu7d284vwIAAAAAACJR1O2+++6zZ5991g4ePBjurwIAAAAAgHDnkK9evdrKli1rP//8s02ZMsUmTZrkljorVKhQqvuNGzcusw8JAAAAAEDCynRAXrFiRVddvWjRonb99ddHt1UAAAAAAMS5TAfkgUDA/f/WW29Fsz0AAAAAACSEsOaQJyUlRa8lAAAAAAAkkLDWIe/Vq5db5uxIBg0adKxtAgAAAAAg7oUVkC9cuNDy5ct32NsZQQcQbXW6jvS7CQlnzsA2fjcBAAAgLoUVkH/88cdWsmRJ80v//v2tR48e1qlTJxs8eLBv7QAAAAAAINvmkPs9+q3l1oYNG2Y1a9b0tR0AAAAAAGRrQO5VWffDzp077ZZbbrHXX3/dTjjhBN/aAQAAAABAtqesa7mzIkWKmB/uu+8+u/LKK+3SSy+1p5566oj33bdvn7t4duzY4f4/cOCAu2RGvtzH2GCELbN9kxX0Z/ajP+NLNPsT8Yd9NPvxmRtf+MwFEmtfTgr4OfSdCaNHj7ann37apawXKFDALrroIqtVq9Zh55D37t3b+vTpk277e++9d9QK8QAAAAAAHKvdu3fbzTffbNu3b7fChQvnzIB8zZo1VrduXZs8eXJw7vjRAvKMRsjLlStnmzdvPuILEaphr/cj9Bcgs6Y/2Tpqj01/Zj/6M75Esz8Rf9hHsx+fufGFz1wgPigOLVGixFED8rCqrGe3OXPm2MaNG6127drBbSkpKTZ9+nQbMmSIC7xz506dS5U/f353SStv3rzukhn7UyLQeIQls32TFfRn9qM/40s0+xPxh300+/GZG1/4zAUSa1+O6YD8kksucWufh7r99tvttNNOs0ceeSRdMA4AAAAAQE6RpYB827Zt9tFHH9ny5cuta9euVqxYMZs7d66ddNJJVqZMmYg17vjjj7fq1aun2laoUCErXrx4uu0AAAAAAMR1QL5gwQJX7VwV1//880+76667XEA+btw4W716tY0cOTI6LQUAAAAAIJED8i5duli7du1swIABbgTb06xZM1dFLtq+/fbbqD8HACB71OnKSdzsNmdgG7+bAAAA/k8uC5OWH+vQoUO67UpVX79+fbgPBwAAAABAQgo7IFcFc5VwT2vJkiV24oknRqpdAAAAAADEtbAD8ubNm1vfvn3twIED7uekpCQ3d1xVz6+//vpotBEAAAAAgLgTdkD+/PPP286dO61kyZK2Z88ea9SokVWuXNnNJ3/66aej00oAAAAAABK9qJuqq0+ePNlmzpzpKq4rOK9du7arvA4AAAAgNlFIM/tRSBNRWYdcLrjgAncBAAAAAADZEJC/9NJLGW7XXPICBQq49PWGDRta7ty5s9AcAAAAAAASQ9gB+QsvvGCbNm2y3bt32wknnOC2/fPPP5acnGzHHXecbdy40SpVqmRTp061cuXKRaPNAAAAAAAkXlG3Z555xurVq2dLly61LVu2uIuWPKtfv769+OKLruL6ySefbA8++GB0WgwAAAAAQBwIe4T8scces7Fjx9qpp54a3KY09eeee84te7ZixQobMGAAS6ABAAAAABDJEfJ169bZwYMH023XtvXr17vrpUuXtn///TfchwYAAAAAIGGEHZBffPHF1qFDB5s3b15wm67fc8891rhxY/fzwoULrWLFipFtKQAAAAAAiRyQDx8+3IoVK2Z16tSx/Pnzu0vdunXdNt0mKu72/PPPR6O9AAAAAAAk5hxyFWybPHmy/fHHH66Ym1SrVs1dQkfRAQAAAABABANyz2mnneYuAAAAAAAgmwLytWvX2meffeaWONu/f3+q2wYNGpSVhwQAAAAAIKGEHZBPmTLFmjdvbpUqVXJp69WrV7c///zTAoGA1a5dOzqtBAAAAAAg0Yu69ejRwx5++GFXSb1AgQJuTfI1a9ZYo0aN7MYbb4xOKwEAAAAASPSAfNGiRdamTRt3PU+ePLZnzx5XVb1v37727LPPRqONAAAAAADEnbAD8kKFCgXnjZcqVcqWL18evG3z5s2RbR0AAAAAAHEq7Dnk5557rs2cOdNOP/10a9asmT300EMufX3cuHHuNgAAAABAdNXpOtLvJiScOQP/lynua0CuKuo7d+501/v06eOujxkzxqpUqUKFdQAAAAAAohGQp6SkuCXPatasGUxfHzp0aDgPAQAAAAAAwp1Dnjt3bmvSpIn9888/0WsRAAAAAAAJIOyiblp3fMWKFdFpDQAAAAAACSLsgPypp55y65CPHz/e1q1bZzt27Eh1AQAAAAAAUSjqpsrq0rx5c0tKSgpuDwQC7mfNMwcAAAAAABEOyKdOnRrurwAAAAAAgGMNyBs1ahTurwAAAAAAgGOdQy4zZsywW2+91Ro0aGB//fWX2zZq1CibOXNmVh4OAAAAAICEE3ZAPnbsWGvatKkVLFjQ5s6da/v27XPbt2/fbs8880w02ggAAAAAQNzJUpX1oUOH2uuvv2558+YNbj///PNdgA4AAAAAAKIQkC9evNgaNmyYbnuRIkVs27Zt4T4cAAAAAAAJKeyA/OSTT7Zly5al267545UqVYpUuwAAAAAAiGthB+R33XWXderUyX788Ue37vjff/9t7777rj388MN2zz33RKeVAAAAAAAk+rJn3bt3t0OHDtkll1xiu3fvdunr+fPndwF5x44do9NKAAAAAAASPSDXqHjPnj2ta9euLnV9586ddsYZZ9hxxx0XnRYCAAAAABCHwk5Zf+edd9zIeL58+Vwgfs455xCMAwAAAAAQ7YD8wQcftJIlS9rNN99sX375paWkpIT7EAAAAAAAJLywA/J169bZ6NGjXer6TTfdZKVKlbL77rvPZs2aFZ0WAgAAAAAQh8IOyPPkyWNXXXWVq6y+ceNGe+GFF+zPP/+0iy++2E499dTotBIAAAAAgEQv6hYqOTnZmjZtav/884+tWrXKFi1aFLmWAQAAAAAQx8IeIRcVddMIebNmzaxMmTI2ePBgu+666+y3336LfAsBAAAAAIhDYY+Qt2rVysaPH+9GxzWHvFevXnbeeedFp3UAAAAAAMSpsAPy3Llz2wcffOBS1XU91K+//mrVq1ePZPsAAAAAAIhLYQfkSlUP9e+//9r7779vb7zxhs2ZM4dl0AAAAAAAiNYccpk+fbq1bdvWLXv23HPPWePGje2HH37I6sMBAAAAAJBQwhohX79+vY0YMcKGDx9uO3bscHPI9+3bZ5988omdccYZ0WslAAAAAACJOkJ+9dVXW7Vq1WzBggWuqvrff/9tL7/8cnRbBwAAAABAoo+QT5gwwR544AG75557rEqVKtFtFQAAAAAAcS7TI+QzZ850Bdzq1Klj9evXtyFDhtjmzZuj2zoAAAAAABI9ID/33HPt9ddft3Xr1lmHDh1s9OjRVrp0aTt06JBNnjzZBesAAAAAACBKVdYLFSpk7du3dyPmCxcutIceesj69+9vJUuWtObNm4f7cAAAAAAAJKQsL3smKvI2YMAAW7t2rVuLHAAAAAAAZENA7smdO7dde+219tlnn0Xi4QAAAAAAiHsRCcgBAAAAAEB4CMgBAAAAAPABATkAAAAAAD4gIAcAAAAAwAcxHZD369fP6tWrZ8cff7xbVk2F4xYvXux3swAAAAAAiO+AfNq0aXbffffZDz/8YJMnT7YDBw5YkyZNbNeuXX43DQAAAACAY5LHYtjEiRNT/TxixAg3Uj5nzhxr2LChb+0CAAAAACCuA/K0tm/f7v4vVqzYYe+zb98+d/Hs2LHD/a/RdV0yI1/uY24qwpTZvskK+jP70Z/xhf6ML9HsT6FPsx/7aHyhP+ML/Zm4/Xkgk/dNCgQCAcsBDh06ZM2bN7dt27bZzJkzD3u/3r17W58+fdJtf++99yw5OTnKrQQAAAAAJLrdu3fbzTff7AaVCxcunPMD8nvuuccmTJjggvGyZcuGNUJerlw527x58xFfiFANe70fkTYj86Y/2Tpqj01/Zj/6M77Qn/Elmv0p9Gn2Yx+NL/RnfKE/E7c/d+zYYSVKlDhqQJ4jUtbvv/9+Gz9+vE2fPv2Iwbjkz5/fXdLKmzevu2TG/pQsNxVZlNm+yQr6M/vRn/GF/owv0exPoU+zH/tofKE/4wv9mbj9mTeT943pgFyD9x07drSPP/7Yvv32W6tYsaLfTQIAAAAAICJiOiDXkmea+/3pp5+6tcjXr1/vthcpUsQKFizod/MAAAAAAIjPdchfffVVl3N/0UUXWalSpYKXMWPG+N00AAAAAADid4Q8h9SbAwAAAAAgvkbIAQAAAACIVwTkAAAAAAD4gIAcAAAAAAAfEJADAAAAAOADAnIAAAAAAHxAQA4AAAAAgA8IyAEAAAAA8AEBOQAAAAAAPiAgBwAAAADABwTkAAAAAAD4gIAcAAAAAAAfEJADAAAAAOADAnIAAAAAAHxAQA4AAAAAgA8IyAEAAAAA8AEBOQAAAAAAPiAgBwAAAADABwTkAAAAAAD4gIAcAAAAAAAfEJADAAAAAOADAnIAAAAAAHxAQA4AAAAAgA8IyAEAAAAA8AEBOQAAAAAAPiAgBwAAAADABwTkAAAAAAD4gIAcAAAAAAAfEJADAAAAAOADAnIAAAAAAHxAQA4AAAAAgA8IyAEAAAAA8AEBOQAAAAAAPiAgBwAAAADABwTkAAAAAAD4gIAcAAAAAAAfEJADAAAAAOADAnIAAAAAAHxAQA4AAAAAgA8IyAEAAAAA8AEBOQAAAAAAPiAgBwAAAADABwTkAAAAAAD4gIAcAAAAAAAfEJADAAAAAOADAnIAAAAAAHxAQA4AAAAAgA8IyAEAAAAA8AEBOQAAAAAAPiAgBwAAAADABwTkAAAAAAD4gIAcAAAAAAAfEJADAAAAAOADAnIAAAAAAHxAQA4AAAAAgA8IyAEAAAAA8AEBOQAAAAAAPiAgBwAAAADABwTkAAAAAAD4gIAcAAAAAAAf5IiA/JVXXrFTTjnFChQoYPXr17effvrJ7yYBAAAAABDfAfmYMWOsS5cu9sQTT9jcuXPtrLPOsqZNm9rGjRv9bhoAAAAAAPEbkA8aNMjuuusuu/322+2MM86woUOHWnJysr355pt+Nw0AAAAAgCzLYzFs//79NmfOHOvRo0dwW65cuezSSy+177//PsPf2bdvn7t4tm/f7v7funWrHThwIFPPm+vgnmNuO8KzZcuWqD02/Zn96M/4Qn/Gl2j2p9Cn2Y99NL7Qn/GF/kzc/vz333/d/4FA4Ij3Swoc7R4++vvvv61MmTI2a9YsO++884Lbu3XrZtOmTbMff/wx3e/07t3b+vTpk80tBQAAAAAgtTVr1ljZsmUtR46QZ4VG0zXn3HPo0CE3Ol68eHFLSkqyeLVjxw4rV66c6/DChQv73RwcI/oz/tCn8YX+jC/0Z3yhP+MPfRpfEqU/A4GAGyUvXbr0Ee8X0wF5iRIlLHfu3LZhw4ZU2/XzySefnOHv5M+f311CFS1a1BKF3tTx/MZONPRn/KFP4wv9GV/oz/hCf8Yf+jS+JEJ/FilSJGcXdcuXL5/VqVPHpkyZkmrEWz+HprADAAAAAJDTxPQIuSj9vG3btla3bl0755xzbPDgwbZr1y5XdR0AAAAAgJwq5gPyli1b2qZNm+zxxx+39evXW61atWzixIl20kkn+d20mKI0fa3VnjZdHzkT/Rl/6NP4Qn/GF/ozvtCf8Yc+jS/0Zw6qsg4AAAAAQLyK6TnkAAAAAADEKwJyAAAAAAB8QEAOAAAAAIAPCMgBAAAAAPABATkQh1SrkXqNABB7Mvps5vM65zp06JD7PyUlxe+mAMiEWPy8JSBPcFrTfevWrX43AxEyduxY++KLLywpKcldYvFDB8D/rFu3zvbu3et3M5DNwZs+m7dv3+76f/ny5W67tnmBHXKWXLly2eLFi6137962cuVKv5uDCPL2SR1LsX/G12fwhg0bbMmSJRYrCMgT2JgxY6xVq1Zubfc2bdrYhAkT/G4SjsFvv/1mN954o1199dU2btw4t42gPH5MnjzZHnvsMXv00Udt/PjxfjcHx2jEiBHu83fBggW2f/9+v5uDbDoQVPD266+/2nXXXWcXXXSRXXXVVXbvvfe623Ubcl6f7t6921q3bm1PP/20DR482P7+++/g7Xz/5vz9VUHb/fffb9dcc4316dPH72YhAn2q792mTZvap59+alu2bLFYwKd/gho1apTdfffd1qBBA+vSpYstXbrUhg0bZnv27PG7aciiE0880erWrWsdOnSw9u3b20cffeS2E5TnfMOHD3cHfDqQ/+abb9xIzC+//OJ3s3AMn78KwhSQn3baaZYvXz6/m4Qo02ewDgQXLVpkjRo1cp/VAwcOtPvuu8+mTp3q9nHkPOrT5ORku/TSS+3WW2+1V1991Xr27GmrV68Ofv8i5+6v+s49//zz3WjqSSedZP3793cX5Ey5/u8Ey8UXX+wu+h4uXry4xYI8fjcA2W/27NnuTO6LL75o7dq1c9v0ZVKnTh374Ycf3JsUOU/hwoXdl/9ll11mefPmdUG5tjVp0sS++uorNxpToEABv5uJMM2YMcN69OjhDvSUATFv3jxr2bJlutE0HUBw8Bfb1Efr16+3l19+2Z577jm75557bOPGjTZnzhw3Sl62bFk788wz/W4mosBLU+/atavdcsstNmDAgOC0sYkTJ7rv5TvuuMPvZiKLI24aJdeJlgcffNDOOeccy5Mnj9vP9bl90003WZkyZfxuKsLcX//55x+7/fbb7c4777R+/fq57Qredu7c6XfzcAy1lV577TWX7fDCCy+4/Xf06NFu6m6JEiXcvuoXAvIEozejRsP1haEg3CtEolGamjVrBuczcnCfsxw8eNAdAOhLv1y5ctarVy8XfCuAU3B+ww03uICcfs155s+fb2eddZbrSzn77LNdNoQO9NSf+lnZLvRr7FMf6fNWwffNN9/sRktbtGhhxx13nK1YscJKly7tgnQvhRnxRcF30aJFrWHDhu5n7b+FChVy38XelLEDBw64z2zvdvbr2OadGFX6q6YS6aSKMh4aN27sspm0r2t6AnKef//91/WfpgF6NFKuug8aNdfJUwXrOp5G7Ev6v9pKf/75p8tQ0uerTqIpM1j9rJFzZZZqsLJUqVLZ3j5S1hOEl7KsN6MO4BWgaTRGcufO7YI5XXRG0LsfYltoRVev/8qXL+8OBhSw3XXXXZY/f37bsWOH1atXzwXo9GvOo377448/bNKkSe7na6+9Nlg4SAfv//nPf2zQoEE+txKZpT7TKPnPP/9sjzzyiF1xxRXuQF79q7P2yl767LPP/G4mIiDtVKEiRYpYx44d3fdvKI3S7Nu3z13X57iHz+vY4hX1yqjmg6adzJw50912wQUXuIBcB/61a9d2J12QM0+26LtX9Vs0BeHJJ590tZd0Qk1TyKZMmeIGP5jqmXMGrg4ePOgGHpXloOBb+6YylGbNmmU//fST+x5WP/uBEfIEOtOnLwx9oWg0XJe0wZ3O3iulzqMDh0suucQFAIgtOmBXUYqHH344VRq65rKpcq9oRLVSpUpudFVpkur/2267zcdWIyt0Ak1n4K+//nr3/8KFC10ae7Vq1dztmtemOclt27a1YsWKcRAfw/T5q5Nl6kftwzowUEFN9aEuJ598stuvdXDQvHlzRkjjIJVZ3736blWgrZTI+vXrp7rdOynunWBVfyvtedu2bfbWW2/5+jfg//P6S8VTn3nmGReIVa1aNdiH1atXt1NPPdV9zyrNWfcbOnSode7c2WW8vPTSS76MuiFzMvqs1aDVf//7X5eB9uOPP9q3337rvmu9E2pXXnml63NlQug6YnOf3bVrlwu8vZOdmjLUrVs3O+WUU1ymgz6X9fmrLOGRI0e6wSzV1lLfZuf3LyPkCeDDDz90c06VmqHUqU2bNqW7jw4ITjjhBHewKJp3rLNGqgCL2KLiPwqslebq9aU3EqOD+LVr17oDBc0f19xxHTgo5UpfJIh9msukKr3KbBClVj3//PPugED7pWoEeMG4KAVW7wV94RC8xR5NLXjzzTfddR0cqK8uv/xyd6D39ddfpzoJqikn+gxes2aN+5n+zPnBmw7U1d+VK1e29957L1XBKI8+qz1aRUEFVlWcE7FX4OvCCy+0ggULuoP70D7UfqtqzZoypukHH3/8sTuwVxXnadOm+dp+ZG4ZLH33akqnspc8moKg72PVA6hRo4YL4ESZEAridCJGx86Izc/g+fPnu2kFq1atCt523nnnuf1Y/exluygGEu3bOjGubKbs/v4lII9zOsOuwm0q1KaRbp2tf+KJJ4K3h66rqJFWpd7ofnrz/v777+5LJzQ1Gv76/vvvXQXXV155xZ151weHNyfVO7DTAYDO/OlEjD5UdJb32WefdSdYENveffddd/ZdWQ2qwK0RFlF/nnHGGW4EXNNKNm/e7LZrf9XBng72NT0BseX11193VbS1H4aeONOImVckSNMNvIr5OpP/119/WZUqVXxsNSIRvCkYV2qrTqipeJC+hzXSphMwaVe+ULr68ccf71IldfJNqc/nnnuur38H0hfkU4Ct2g9vvPGG+8xVQUadPPMyENXf+qz+8ssvXb/r+Er1AZS6zuh47C9F2KxZMzd4oYEoTR/yKHtJ/at+VIAnqvPw/vvvu2OvihUr+vgX4HB9qu9V7YeaylmhQoXg7dpHVfRYn7FaptDLRFI6u46xQ0fTs1UAcWv8+PGBMmXKBD788MPgtgceeCDw5JNPBnbv3h3YuXNncPuBAwcC55xzTiApKSlw+umnB/bv3x/cjtgxfPjwQPPmzd3133//PXDVVVe5fqtYsWLgjTfecNtXrFgR2LhxY4a/n5KSkq3tReaNGjUqcNxxxwWGDBnirt96662Bxo0bB/78889U+7T6unXr1oGHHnoo0KRJk0DNmjWD++mhQ4d8/AsQatiwYYE8efIEPvjgA/fzwYMH3SVU//79XX9Wq1Yt0KxZs8B5550XqFGjBp+7Odzff/8dqFevnttHPatXrw5ceeWVgWXLlgX++uuvwL///hu8bfDgwe67t0iRIoHZs2f71GocyaZNmwLnn3++60ftx/oePvfccwOFChUK3HTTTYFvv/02sG/fPte3afG5HNv++OOPQPHixQPdu3cPzJgxw33PlitXLvDEE08Ej5v27t0b6NChQ+DEE090+/E111wTOOmkkwLz5s3zu/nIYF9buHBhIDk5OdCzZ8/gbYp7tB97Zs2aFWjbtm0gV65cgerVq7v9uUSJEr71KXPI45jO3CpVPXRui84CKqVZhSlUXEgjOErd0HWlS2oOsgpY6OyQV7kbsUMpcRoJ1Sip0peVzaAzucpm0HxynbHXElmHW3c87VJZiA2aN6xlkHS21lv6qEGDBlarVi23FKF3dlf7sqYpKB1SZ+pPP/10++KLL9hfY4xS0VVsb+zYsW6akKqpa6mVuXPnupE1FVnU7SrqpvnkGk3VPqxpRZq75mUmeWl0yHnfvRotVR0Wj0ZV9b7QtCKlxur/hx56yE0v0n6ui+YvKgUWsUefu9qP9R382GOPuawGZbmo4rYKQWm/VVqzPrfTYupJ7FJ2g/pTGWle1pJGWDVKrnot3nGTjru0vyptXf2t715lHoZOH4P/kpKSXNFU7YcqrvjUU0+57fos1oi5Ml1UQ0vTyJS6rsxDZS6pPoAyIbQakeaO+4GjtzimA3u9MTUnQlQ8SF8eKumvFEqlaSg9Vh86JUuWdB8uKgKmg0AO7mOTik+ogIgO7JQKpwDOO2jXkkmPP/64q/6plBzkHFpKRQfkOjkmCsa0L+pLxVvz1FsOSamvKtink2fegZ7uz/4aO7RPal/9/PPP3YGbgi8FWrqu6UCaP67/dQCo6US6hCIYz9l0kkXfqd6JtBEjRrh09LffftsF6t99950rKqQDRgXkmqKiz3RNSUFsUsq5ij5p6peCOK2GUKdOHXcA7xVOVbprRgE5Ype39KCKp3oUgGuu+HPPPee+dxWgKyDXVCJdtDSlt4QWYs/JJ5/s9kPV4dE0wCFDhgRrt2hqrqZ86uS36vIoFtJ9Y2K/9WVcHtlOaRo9evRIlf66YMEClyI3adKkVPdNm1aJ2NKwYcNAwYIFXXqNphZ4/aX/y5cvH/joo4/8biLCtGbNmsCUKVPSbb/88ssDAwcOPGLqI+mQsSG0H7QvTp8+3aU0KhVZn73eFKEtW7YEHnnkkUCdOnXc9BLEl7T7o6YfTJ06NfDDDz+k2q7+b9++fTa3DsdC+7H259y5cwe+++67VLcpbf3qq6/2rW3IutDPYW//fffddwO1atVKdT+lPCO2HQiZ7qVpBZo2pv83bNgQ3L58+XL33exNSYgV5K8myBlAjdYodUNn7L1CbjrLq7PzKngQipGZ2KZibmeeeaYrMKKMB6+/lFKnituMsuQc2he1f6rwntatldDpBrt37w6OkMutt97qppmE4ix9bPA+V/W/9kkVjNHUIKXKaZkVjcKob7V/agk7pa9r+hDiS9r9UZkrGo0JXe5MaZMaQddIOmKf95ms5c5UpFF9qOko3hKjoqJ8+l5G7AotYhzKK8rmVVv3RslD7690dX3/UuQ4thz6vz7SFJK0/fvJJ5/YAw884L5/9Xnr0UoI6nNN/Ywl5DgmAO8DJvSDRpUhlS6pNGcq+uYsmtuk/uvdu7dLddWJFk1LGD16tEvLUUokYpumHSgFUinMoQcBEnq9ePHiwSVVmjZtaitXrnRpr4gtSk1XZWUF2Epj1UGAAm8F5ZpjqBS6UEqDVPVX1e1AfDjSmvGh2/X9q8r6Wl5JdUAQ+/2p/73KzZompu9fTTvRcljav3UyXAG6piIgNnn9p/1Oc4l1UjTt/hpaY0dTwvQ57S1FqP6eOnUqA1Yx2Kd//PGHm66p/XHv3r1uqVHVaRGtWqFgPe3v6fvZmyt+pM/u7MQIeRwIHVHzPkAyojec3pgqXqBCYJrDqKWx0p4JROz2p27TPGLN/R83bpw7oNOJFS2ro/5V3+oLg7O4seuDDz5w8/9VREZFFo+0/3lLEaowmIJxFf9iKcLYolocOgOvETLte1OmTHGFFXXQrnmHocG49lH1p+p1aN1iaj3ED9VdkSN9l2rEplOnTm5Ooz4HWC4p5/SnF6xpH9c68TrQ12fx+PHj3TKUWn5SBaIQm9R/S5YscbVabrrpJlfU60h07KWT4Qr01Nc62cJShLG5vOQFF1zgvk9V9FbfqTq+Uv0sT+iSsPo9DWKpkK6WuJNYCMYdv3PmETmvv/66uxxpeSstqdKlSxc3p8Kba8ESOzmrP9POUVy3bp1bQsfbTn/GLs0jrV27duCWW25x8w21ZJ2W58hon9XPmkOuOYtaCoulCGOP5garbsOYMWOC25577rnAWWedFdi6dWuq++7atSvw+eefBy655BK3VJ3XnyxFmPPpe/W6664LbN++/ahL4V122WWBX3/9Ndvahsj2Z+j+6i2HpeXOENvUl61atQrcfPPNbnkzLXWl/fFwNIdc370nnHACSxHGqA0bNrilCBXTePbs2eO+X7WUZNrj5W+++cbVetDSdXPnzg3EGkbI44hSlt9///0jLm+ls4M6Q69lk1gqKWf2p3c2zxtJ11INSlX30uroz9il5Y50BlfLrGg/1FldrYbgjZSHjnzrZ81JVKq65hsrM4L9NXaoL9QvmiKi6q1e32m0XMsPKgMp1LZt22zmzJlu/tqcOXOC/clShDmX9xmskbe//vormLJ8uGUntbzORx99xFzjHNyf2l+9n73lsPLly+dTi5FZqtugmknKLlRWoVY9uPfee91ylBnR1CPVfVDmg64j9ixbtszV2NHc/tCsQh0TK3099HhZ2cG6rqwHZZKGVtWPFUmKyv1uBI6Nt0SOUjC0LvXAgQPd/JijiZV5E4hMfyJn0Fq2mjsuX331lb300ksu5VHrFGuN09AlzlavXu0KvunAj2A89ihdVX2igFx0QkzBuAIuLY/kzWPzqJ9VF0Cfu/RnzuV9d+7atcsV69P+qgN9FQmaPn16qvmNaX8H8dGfyHlUCDd0mpCWrlNKuuYc62SZ18/6nFYRMAV7GuxA7Prggw/cFATRNDGdHNMSz+o/LVuXlnefWMSnSw6U9hyKV2TCKxI1Y8YM9/PR5oVzcBBf/Ymc0c9eMC4a/dZIuVZBuPPOO918KAVqLVu2dCdktAKCN8ec4C32NGvWLBiMe3PadAZeqx14+6u2d+/e3R3cq5/1uatt9GfOpT6cMGGCtWjRwp140ckzrTWuVS8eeeQRd5+0wRvft/HVn8h5vGDc+y7u2bOn9e3bNzhSrmBN/a0aH7pOMB67Av/Xh14wru9bL9DWd6sy0jwKzFW/Q2I1GBc+YXIg74tdHyBKfd2xY4c7o6v0V50ZGjp0qEul5AskZ6A/E0PaA3LvC0WF+RSU64xuu3bt3FJISpUMLRBE38emjKaS6GBe272AW4VmtPxZ4cKF090XOZcCuMmTJ7sspieeeMJNUdCImyo4T5o0ye/mIUz0Z+II/fxVUN6nTx/3HaxVa1TATcddsRy4wTKskO8dU4VmIykDolu3blapUiWLdZyiz0E0eqZUGr3ZlBKpqsvDhw93c1z0c69evdyIjVeBu2bNmu5NysF8bKI/E5s3Uqr/FZTrjK4qr2vempbP8qqps8xKzqH+VJ0AVVLXRWfvNcqmOane6gf0Z86UNuX84YcfdqNoOgEze/Zst8/qZKp+/uGHH9w+TZp67KI/419m+0tBuWo7aPms+fPnu2Mt5Lw+TUlJccdNuo9WN3nxxRfdlE/tzzmhTzmyzyGUPqWRFqWyNm7c2BWl6NKlizvYa968uStuoCIFSr/RwZ/SnFXEIPSsEWIH/RnfwlmKUHTgp3VOdSJGfe0V/CJ4y3n9qZEVFXrS0pILFy50Bfvoz5xPfauaD9pPNbdUxfl0Ec1B1RI6em988cUX1rt3b5flQvAWu+jP+JeZpQgVxHXu3NllQqjYV04I3BLZwSP0qZeVpjoQym7RoJaOp2rXrm05AQF5DvD666/bXXfd5YI2jZTqZ61j+sorr7i1b3Vm9+uvv3ZvQL1ZV6xY4d6EXkEDvkRiC/0Z/7w+UqG2t99++6gHBd9//70L5DQ1gdUPcnZ/KvjWpXLlyi4gpzp+/JyU0cnR+++/3xWA0pxE1QZQ5XxNK1Kqs7bp87tatWquXgBiF/0Z37SShQY8dLL7SFmFykzTcZfu7xVVRc7u0yJFirj/ldlSt25dyzH8XncNR6b1bbUW4scff5xqe4sWLQJ169Z160+HOnjwoFvjVGtoag1j1riNLfRnYtGa040bN87UfVlHPj76U/vsuHHj3P9Cf8aXOXPmBNq1axeoXr164N577w1Mnjw5cPbZZwcmTpwYvM/R1iNH7KA/44v3Pfree+8FzjnnnMCXX36ZantGWEc+vvp0z549gb/++iuQ0zBCHuP+/fdf9//69etd+pSXOpmcnGzFihVLN+qikRylvfbv39+mTJlCMZIYQ38mBm9N6kGDBrnaAGPHjj3sfb33gDcKy0hqzu1P9aXS0q+77rrgnHH6M2fy9st58+bZ6NGjbdSoUa7vlf6owk+DBw+2b775xu644w5XN+Djjz92IzcSWsAPsYH+TIz+3b17t/tftXc0j1iZiN736+GymijgFl99WqBAAStdurTlOH6fEcDRvfLKK25UtX///u5nja7mzp07MGHChAzv743MnH/++YH3338/W9uKo6M/48/hztRu3Lgx0KxZs0CnTp3cz2Q45Az0J+TDDz8MlChRInDGGWcEKlWqFEhOTg6MGjUq+JksPXv2DJQpUyZw8sknB/755x9f24sjoz/jm0ZOmzRpEjyW2rp1a6B06dKBbt26+d00ZNGXCdSnBOQxKKODvJdffjmQK1euQOvWrQPFihULvP7664e9r7zxxhsu6Fu2bFnU24sjoz8Tx7Bhw9wBnVIc9+/f77aNHj06kD9/fpcaiZyF/kxcv/zyS6B48eKBt956ywVmOhDUQWC+fPnceyDUTz/9FFi9erVvbcXR0Z/xr2PHju44SZ/Pjz/+eGDevHmuv5s2bRr46quv/G4esqBjAvUpuXQxyCtWoJQqLYFUtWpVV3hEqY/33nuvq/555513prpvWip8cN5559mpp56arW1HevRn/GLpuvhCfyam8ePH21lnnRWssi3r1q1zaY9XXXWVKxKk9Mhnn33WTUP4z3/+Yw0bNrRSpUq5+9arV8/H1iMt+jMxsHRd/Akkcp/6fUYAGVNxr+OPPz5w7rnnBpYvXx7cPnToUHe2aODAgYdNq6SIUOyhP+OPztJWqFAhcNJJJ7k+fPDBB11K844dOwIDBgxwBcBOPPHEwMMPPxyoV69eoGHDhoGdO3cetcAM/EF/Jh7129q1a11/33LLLe66R6OmefLkcSOpsnfvXve/Rk7Lly8f+Pzzz31rNzJGfyYeFd/TNEAdY6n/n3rqqcD9998fWLVqlZsOeM0117j3gy4zZ870u7nIhIkJ2qcE5DEiowM6fZlUrlw5cMEFF6RKVR4yZEggb968gV69emVzK5FZ9Gd8e+2119zBnap+fvfdd25KgfrwiSeeSNX/ul/nzp1dqqS+PHr37u1zy5ER+jPxhE4P+uabb9x84jZt2gTWrFnjtulgUCtfaFpR6FzidevWBapWrRqs9IvYQH8mHn0uv/TSS+6zWP3qrW5Rq1atQI8ePYL369q1a+C0004L/PHHH762F0d3KIH7lIA8xnjLL3gHgAriTjnllHRBnAqCaRsjM7GN/ow/LF0XX+jPxOP1mQ7mVq5c6a5rpEXziRXEeSOrOgGjz+Ubb7zRLaOzYsUKd+K0bNmywUAP/qM/ExtL18WfOQnYpwTkMeS5555zhQq8N5kXnOmLoly5cq7S4JIlS4L3924niItN9Gd88grsvfrqq67Ql9dft956q+tTrYGZ0cHi4sWL3ajr4arpwx/0Z2Lx+m/+/Pmu31Vg0+tzL4hTuvOWLVvcyZfhw4cH6tev7+6r6txKb6agX+ygPxOH169z5851K86MHDnSnVQR9e/XX3/tRk3Vp5p+1KFDh7gL2uINffr/EZD7SF8gn3zySXAOhP7XPONWrVoF33Del42qcOsLRCM2ofOiCN5iB/2ZOFi6Lr7Qn4kXvBUsWDDw6KOPpvvsnTZtWqogzutvvRd+/PFHN7KK2EB/Jh6Wros/9On/EJD75J133nFzIpo3b55qXoS+ILQMllKqtm3bFtz+7rvvBu655x63PfRNithAf8Y3lq6LL/Rn4tJ0g0KFCgXrA4Qui6UCfjJjxgwXxClLIvSEKWIP/Zk4WLou/tCn/x8BuQ/efvttdzZXIysZnen54Ycf3BtUcxiVxrF+/XpXVVAHjB6CuNhBfyYOpVMpVdmjNGcFZToRczSai/zbb79FuYUIB/2ZWJSppOlCNWvWdBX0PX369AlceOGFbrTUOwGjIE6BnmoFMIoam+jP+KWq92mDL80frlGjRmDTpk2psgkfeuihQNGiRQN///23Dy1FZtGnR0ZA7sPZ3DPPPDM4+nK4VOUFCxa4QiNagkf/a/RV8xsRW+jPxMHSdfGF/kzc2h6ai6j0ZhXdfP75511GxBdffBG8jxfEqVp3yZIlCeBiGP0ZX1i6Lv7Qp5lDQJ7Nvvrqq0DFihXdqExGB3uh2zZv3hwYO3ZssOy/cCAYW+jP+MXSdfGF/kxsoZ+1mmKk+YiNGjUKnHDCCW6ecVreZ/Tu3buztZ3IHPoz/rB0XfyhTzOPgDybPfPMM654wZEOEn///Xf3xk2LtObYQ3/GP5auiy/0Z+LSaMxVV10VnJ5w3HHHuaKbmkZ0OPR/7KI/4wdL18Uf+jQ8BOTZ7IMPPnDzjTWyejjdu3cP3HXXXXxx5AD0Z3xj6br4Qn8mrqVLlwZq167tpiSEZkJoZFXpzqtWrfK1fQgP/Rk/WLou/tCn4SMgz2aaq1ikSJHA9ddfn+oLw3uj6kBRt7300ks+thKZRX/GF5auiy/0J0TFNFW59+abb3Ypy948RXnxxRddEKcRGW8UB7GN/owfLF0Xf+jTrCEg94GqcefPn999meiLxaM34BVXXOHWtmVucc5Bf8YHlq6LL/QnRH2p+Yk6EVO9evXg9tCimhpZLVCgQODJJ5/kszrG0Z/xh6Xr4g99Gj4Ccp++UDQao6JBmiNx+eWXu1RJpWvUq1cv+MXCQWHOQH/mfCxdF1/oT4RmNigbokOHDq7Ctup+eCOqoUHcsGHDUk1XQGyhP+MTS9fFH/o0awjIfTRv3rxAx44dXfB2xx13uLO6VN/OuejPnIml6+IL/ZnYvH7WiRj1p7ecjg4SVUhIJ0p14sXra/o8ttGf8Y+l6+IPfRq+JP1jiCkpKSmWO3duv5uBCKE/Y9ukSZPsP//5j02cONGqVKliSUlJqW7XR6S3bcuWLTZt2jT3c/PmzV2/Hjx40PLkyeNT65EW/Zm4vL79/PPP7cUXX7TNmzdbsWLFrEOHDtayZUvbsWOH3XfffbZs2TK77bbb7K677rK8efP63WwcBv0Z30I/a99991175JFHrHLlyrZgwQL75JNPrGHDhhkeS+3Zs8cKFizoU6txJPRp1nHU4bPQg0MPwVvORX/mPHPmzLF///3XqlatmmEf6vqiRYts/fr1dvHFF1uLFi1SfZkQvMUW+jNxqW+//PJLu+GGG+zxxx93P69du9Zat25tq1evtq5du9rLL79snTt3dv8reFMQh9hEf8Y3fdaOGTPG3nnnHXfSRZ/b6tOrrrrKqlWrlu7+3rFUgQIFfGgtMoM+zTqOPHyWNnhDzkZ/5jw6e7tr1y43stqkSZMM+3DkyJFuNPWiiy5KdTsnW2IP/Zm4Dhw4YCNGjHAZEj179gxur169ut1///126qmnuhMwGm3t3r27XXbZZb62F0dGf8Y3ZTYMGDDA7r77bvez+lknRfv162cvvfSSy4QoX758ut/jOCt20adZR0AOIKHVqVPH8uXLZ6+99pqddtppwS8Lb2RVaZFLly61Ro0a8aWRA9CfiWv//v22ePFid1JG/q9Ojjso/Pnnn23UqFEuaCtSpIj997//pf9jHP0Zv+bNm2ejR492n9Ft2rSxffv2Wf78+d0UBAVwCup0grR9+/Z2yimn+N1cZAJ9emwIyAEktEqVKtnQoUOtXbt27svj4YcftrPPPtsd3P3999925513uiDunnvu8bupyAT6M3F4J1l27txpycnJVqhQIWvcuLF98803LqXZOxmj+5x44om2fPlyO/7444PbEFvoz8Sg4GzgwIE2fvx4q1ChQnDusDIiNO3ggQcecIGbPrt1clXZD0wlim306bHLFYHHAIAc7cYbb7QhQ4bYhx9+6Ip7XXHFFda0aVOXDqlCQlOnTnVfHvrSQeyjPxMneJswYYI7uPvxxx/ddmU+6MDvhRdesDVr1gQDNU1jKFmypO3du9fnliMj9Gf882pIqz910vTmm2+2jRs3unRmjaYqcFMAJxpV1VQEFe8jcItd9GnkUGUdAP7P/Pnz7c0333RpkuXKlXMjq0qPpPp2zkR/xrdx48a51EiNutxyyy2uqr5orqIq/CpYa9CggW3dutUFet99953VqFHD72bjMOjP+D7Zsm3bNpf1oAyIE044wWUqdezY0X0+33rrrW5+sRfAUS0/ttGnkUdADgBHwdJ18YX+zPm0jI4yH55++mk3PUF0OKPRmZNOOsl++uknF+DNnj3bTWPo1KmTnXnmmX43G4dBf8Ynlq6LP/RpdDA8AAAhWLouvtCf8UmjpKVLl7ZmzZq5kVMts/Pee++5OgEaNVV17nPOOcdlQuTKlctdELvoz/jE0nXxhz6NDgJyAAhBcaD4Qn/GJwVt69atsyeffNLVBNASWGeddZa1atXK+vfv75a9u+6665iWkEPQn/GJpeviD30aHaSsAwCAHDFfUdMNihcv7rar0NfcuXOtVKlSdvvtt9vpp5/uCgldcMEF1rdvX5cCjdhDfyYOFd/TvP8rr7zSnnnmmeDSdXLHHXe498DIkSNdtfyMspkQe+jT6OBUIwAAiFk6oPvkk0/siSeecAFc1apVbfjw4fbggw+6taq1jI5Hc5C3bNnC/OIYRn/GL5auiz/0afZgEg4AAIhZKuSl9eOvueYaNxdx4cKFdskll9iiRYuCwZuXQqmld8aOHRs8SETsoT/jE0vXxR/6NPswQg4AAGKSgrW//vrLHnjgAVdASNq2bWsXXnihWxpLy2EptVkHhzoYnDZtmvsZsYn+jF8KykKXritRooTbfu2117qRVPWtRlXTLl1XoEABv5uOw6BPsw9zyAEAQMxRQFa5cmXbsGGDW1Ln1VdfDd6meYqaW1ywYEEbNWqUnXbaabZnzx73M2IT/RnfWLou/tCn2YeAHAAAxKRff/3VLaeTP39+t+6tCn6FFgXTwZ8OBDVKw1q3sY/+jF/ffvutW/Lqiy++sMKFC2e4dJ3mH7N0Xc5Bn2YfXjkAAOArBWWHDh1y1zUyqmJfqrCtpXTef/99dwDYvn1727x5swvedP+iRYva77//bm+//TbBW4yhPxN76bq6deu6Ey5auq5Lly42Z84ct3SdaOk6ArecgT7NPoyQAwCAbKeATQdxWtfWC8A0B1Epy0uXLrVzzjnHmjVr5pbX0chq06ZNrWbNmm6URktlsaRObKE/EwdL18Uf+tRfnM4AAAC+BG+//fab9evXz2379NNPrUWLFi5tWevZarmr5s2bu+rbGlnVaIxGUK+++mpXQIjgLXbQn4m5dJ2qbeuifv7nn3/c0nVawm7AgAHBYnwsXZcz0Kf+IiAHAADZHrz98ssvbh6iRlN3795tQ4YMccFcz5497frrr7cZM2bYPffcEzwI1MHfZ5995kZwtCYuYgP9mXhYui7+0Kf+IiAHAADZGrxpZPS8885zS1/16NHDzTNeuXKlNWzY0M0vPvvss11qs4I60cGf0p41f3H+/PkcCMYI+jOxl65TyrIqa//8889uqoKWrlMAJ6FL16n/EbvoU/8RkAMAgGwL3jR/WCmRp5xyivXu3Tt4u0ZONVfx/PPPd3ONvWWx1q5d66r8KujTPEdvtAb+oj8Tj4KxJk2a2HXXXeeKfXlUkE8ZEPv373drVv/xxx9222232WuvvcY68jGOPo0NBOQAACDb0prr16/v5hBv377djcSICgiVLVvW7r77bjfyMmzYMDcaI6+88or9+OOPVrt2beYZxwj6MzFpiavJkye76QYaQfUCOK9K/syZM11GhFKeNbrKOvKxjz6NDVRZBwAA2TJHsUGDBm5O8WOPPeYKBel6y5Ytg6nMN9xwg0uH1LI6Wkpn2bJlbpksjdQovRmxg/6MbwoPdNGJF01BUCaD1pvWGvLKitCoqvpQVfRLlCgRrNKtEzMq+KX15BFb6NPYRUAOAACibvr06W7u8Isvvuh+1kHemDFj0gVx999/v0tnVrEvjbx269bN/Y/YQn/GH5auiz/0ac5AQA4AALKVd5C3Y8cOGz16tAviWrVqZS+//LK7XcFbgQIF3IEkc4xjH/0ZX0vX6USLCvRp6Tr1ozIgFJx9++239uGHH7rATfOIdV8Fc2XKlLHx48dbsWLF/P4zEII+zTmYQw4AALKVN+JSuHBhd3CodW0VyHlzkDV3UQEcwVvOQH/mbCxdF3/o05wlj98NAAAAicsL4nTwqCJgycnJ7oARORP9GR9L12nOcOjSdUptTrt0nVKbvaXrONkSO+jTnIeAHAAA+B7E3XjjjW4URweQyNnoz5y3dN3FF1982KXrlPGQ0dJ1KtRXuXJlArcYQp/mTKSsAwAA3xUpUsStd1u1alW/m4IIoD9jG0vXxR/6NOdihBwAAMQEDgTjC/0ZuxS4HW7pupSUFJfGrNHTTZs2uaXr+vfvn27punLlyvn9ZyAEfZpzEZADAAAACUZFvlTQ64knnnA/a7k6UQAnCuA++ugjt3Td5MmTg0vXzZo1i6XrYhR9mjOx7BkAAACQwFi6Lv7QpzkHI+QAAABAAku7dJ0ogFOw9uKLL7ql65Cz0Kc5BwE5AAAAAIel6+IPfRrbCMgBAAAABLF0XfyhT2MXc8gBAAAAHHYeMuIHfRp7CMgBAAAAAPBBLj+eFAAAAACAREdADgAAAACADwjIAQAAAADwAQE5AAAAAAA+ICAHAAAAAMAHBOQAAAAAAPiAgBwAAAAAAB8QkAMAAGfEiBFWtGjRiD9u7969rVatWhF/XAAAcjoCcgAAYki7du0sKSkpeClevLhdfvnltmDBgpgNgj/++GM799xzrUiRInb88cfbmWeeaZ07dw7e/vDDD9uUKVOypS0AAOQkBOQAAMQYBeDr1q1zFwWyefLksauuuspikdrXsmVLu/766+2nn36yOXPm2NNPP20HDhwI3ue4445zJxYAAEBqBOQAAMSY/Pnz28knn+wuGuXu3r27rVmzxjZt2hS8zyOPPGJVq1a15ORkq1SpkvXq1SsYBCv1vE+fPvbLL78ER9q1TbZt22YdOnSwk046yQoUKGDVq1e38ePHp3r+r776yk4//XQXSHsnBw7n888/t/PPP9+6du1q1apVc2269tpr7ZVXXjnsaH1oBoB3OeWUU4K3//rrr3bFFVe451c7b7vtNtu8eXOEXl0AAGIHATkAADFs586d9s4771jlypVTjTIrNVxB9u+//24vvviivf766/bCCy+42zRi/dBDD7nUcW+kXdsOHTrkAt3vvvvOPaZ+t3///pY7d+7g4+7evduee+45GzVqlE2fPt1Wr17tUs4PRycNfvvtNxdEZ5bXJl2WLVvm/raGDRsGTxg0btzYzj77bJs9e7ZNnDjRNmzYYDfddFMWX0EAAGJXHr8bAAAAUtOItUaHZdeuXVaqVCm3LVeu/38e/bHHHgte1+iygubRo0dbt27drGDBgu73lequgNkzadIkl1a+aNEiN5ItGl0PpVH2oUOH2qmnnup+vv/++61v376HbWvHjh1txowZVqNGDatQoYKbS96kSRO75ZZb3Eh/Rrw2BQIBl+quuefDhg1z24YMGeKC8WeeeSZ4/zfffNPKlStnS5YsCbYbAIB4wAg5AAAx5uKLL7b58+e7iwLopk2bupHtVatWBe8zZswYlyqu4FbBtwJ0jWYfiR6vbNmyRwxqlQLvBeOikwEbN2487P0LFSpkX3zxhRvpVhvUFo3On3POOW60/UgeffRR+/777+3TTz91JxFEafZTp051j+NdTjvtNHfb8uXLj/h4AADkNATkAADEGAW5SuPWpV69evbGG2+4kXKlpYuCWI1AN2vWzI2cz5s3z3r27Gn79+8/4uN6Qe+R5M2bN9XPmt+tkeyjURB/5513urbOnTvXpcPrpMHhKGVeKfaq0F6mTJlUKfpXX3118ISEd1m6dGkwrR0AgHhByjoAADFOQbHS1ffs2eN+njVrlksPVxDuCR09l3z58llKSkqqbTVr1rS1a9dGPfVbKfQaaddJhIzohIKCd6WpK8U9VO3atW3s2LHuMZRyDwBAPGOEHACAGLNv3z5bv369u2i+t+ZpeyPHUqVKFZeerjnjSuN+6aWX3EhzKAW0K1eudKPLqlCux2zUqJEbZda87cmTJ7vbJ0yY4AqnZZUqqGve+rfffuseT6P17du3d3PRL7vssnT319903XXXWatWrVwqvvd3ehXk77vvPtu6dau1bt3afv75Z/f3qer77bffnu4EAwAAOR0BOQAAMUYBsuZu61K/fn0XmH744Yd20UUXudubN29uDz74oCu4puXENGKuZc9CKejWkmWaj37iiSfa+++/77Zr9Flp8Ap4zzjjDBdMH0ugqyB/xYoV1qZNGzfXW3PdFWCrgJyWQUvrjz/+cFXT33777eDfqIvaJKVLl3ZV4NUmFYdTsbjOnTtb0aJFUxW1AwAgHiQFMjMxDAAAAAAARBSnmgEAAAAA8AEBOQAAAAAAPiAgBwAAAADABwTkAAAAAAD4gIAcAAAAAAAfEJADAAAAAOADAnIAAAAAAHxAQA4AAAAAgA8IyAEAAAAA8AEBOQAAAAAAPiAgBwAAAADABwTkAAAAAABY9vt/XdUHs5Oq+BEAAAAASUVORK5CYII=", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -148,7 +156,12 @@ } ], "source": [ - "x = [\"CuPy32\", \"CuPy64\", \"CuPy128\", \"CuPy256\", \"TensorFlow128\"]\n", + "x = comp\n", + "x = [label for label, _ in x]\n", + "plt.figure(figsize=(12, 6))\n", + "plt.xticks(rotation=45)\n", + "plt.xlabel(\"Batch Size\")\n", + "plt.ylabel(\"Average Training Time per Epoch [seconds]\")\n", "Y = []\n", "\n", "for label, data in comp:\n",