From ad61732cd7a8677c649785f0db79b58a258b8b69 Mon Sep 17 00:00:00 2001 From: gawlikowski1 Date: Sat, 1 Nov 2025 15:08:24 +0100 Subject: [PATCH 1/2] fixed references and rerun playground noteboook --- .../feasible_sets_dataloader.py | 2 +- .../kersize_compute_dataloader.py | 2 +- test/playground/testing.ipynb | 218 +++++++++--------- 3 files changed, 113 insertions(+), 109 deletions(-) diff --git a/src/accuracy_bounds/inverseproblems/feasible_sets_dataloader.py b/src/accuracy_bounds/inverseproblems/feasible_sets_dataloader.py index 93907a2..2c9c7c0 100644 --- a/src/accuracy_bounds/inverseproblems/feasible_sets_dataloader.py +++ b/src/accuracy_bounds/inverseproblems/feasible_sets_dataloader.py @@ -4,7 +4,7 @@ from tqdm import tqdm from torch.utils.data import DataLoader, SequentialSampler from scipy import sparse -from accuracy_bounds.inverseproblems.utils import insert_no_overlap_keep_A, sparse_block, offset_csr_block +from accuracy_bounds.inverseproblems.utils_torch import insert_no_overlap_keep_A, sparse_block, offset_csr_block def feasible_appartenance_additive_noise_batch_cuda(input_data, forwarded_target, p_Y, epsilon): """ diff --git a/src/accuracy_bounds/inverseproblems/kersize_compute_dataloader.py b/src/accuracy_bounds/inverseproblems/kersize_compute_dataloader.py index eeadaa9..61a9c79 100644 --- a/src/accuracy_bounds/inverseproblems/kersize_compute_dataloader.py +++ b/src/accuracy_bounds/inverseproblems/kersize_compute_dataloader.py @@ -3,7 +3,7 @@ import numpy as np from tqdm import tqdm from torch.utils.data import DataLoader, SequentialSampler -from accuracy_bounds.inverseproblems.utils import insert_no_overlap_keep_A, sparse_block, offset_csr_block +from accuracy_bounds.inverseproblems.utils_torch import insert_no_overlap_keep_A, sparse_block, offset_csr_block def target_distances_cuda_V2(target_data, feasible_appartenance, p_X, batchsize): """ diff --git a/test/playground/testing.ipynb b/test/playground/testing.ipynb index 4ad4abe..716618a 100644 --- a/test/playground/testing.ipynb +++ b/test/playground/testing.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -11,14 +11,18 @@ "from tqdm import tqdm\n", "from torch.utils.data import DataLoader\n", "import time\n", + "import warnings\n", + "warnings.filterwarnings('ignore')\n", + "\n", "from generator_functions import random_uni_points_in_ball\n", "from visualizations import plot_avkersize_conv, plot_times_comput, plot_wckersize_conv\n", + "\n", "from accuracy_bounds.inverseproblems.feasible_sets import compute_feasible_set_linear_forwardmodel\n", "from accuracy_bounds.inverseproblems.kersize_compute import worstcase_kernelsize, worstcase_kernelsize_sym, average_kernelsize, average_kernelsize_sym\n", "from accuracy_bounds.inverseproblems.utils import apply_forwardmodel\n", "from accuracy_bounds.inverseproblems.kersize_compute_dataloader import worstcase_kernelsize_appartenance, average_kernelsize_appartenance, target_distances_cuda_V2\n", "from accuracy_bounds.inverseproblems.feasible_sets_dataloader import feasible_appartenance_additive_noise_dataloader_cuda, feasible_appartenance_additive_noise_cuda \n", - "from accuracy_bounds.inverseproblems.utils import torch_sparse_to_scipy_csr, torch_csr_to_scipy\n" + "from accuracy_bounds.inverseproblems.utils_torch import torch_sparse_to_scipy_csr, torch_csr_to_scipy\n" ] }, { @@ -37,7 +41,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -92,19 +96,19 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 100/100 [00:04<00:00, 20.63it/s]\n" + "100%|██████████| 100/100 [00:08<00:00, 11.25it/s]\n" ] }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -116,14 +120,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "Total Max Kernel Size: 4.053991276374004\n", + "Total Max Kernel Size: 4.0790088156002104\n", "Analytical Kernel Size: 4.2\n", - "Relative Error: -0.034763981815713475\n" + "Relative Error: -0.02880742485709279\n" ] }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -135,7 +139,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "The last kernel size computation took 0.095009 seconds\n" + "The last kernel size computation took 0.173955 seconds\n" ] } ], @@ -161,19 +165,19 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 11/11 [00:40<00:00, 3.66s/it]\n" + "100%|██████████| 11/11 [01:25<00:00, 7.74s/it]\n" ] }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -185,14 +189,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "Total Max Kernel Size: 4.1179260210632815\n", + "Total Max Kernel Size: 4.188871449013972\n", "Analytical Kernel Size: 4.2\n", - "Relative Error: -0.01954142355636158\n" + "Relative Error: -0.0026496549966734777\n" ] }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -204,7 +208,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "The last kernel size computation took 7.222062 seconds\n" + "The last kernel size computation took 15.451729 seconds\n" ] } ], @@ -235,7 +239,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -249,15 +253,15 @@ "name": "stdout", "output_type": "stream", "text": [ - "Target Batch: [2 / 2], Input Batch: [1 / 1] \r" + "Target Batch: [1 / 1], Input Batch: [1 / 1] \r" ] }, { "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 20/20 [00:00<00:00, 11935.98it/s]\n", - " 8%|▊ | 1/13 [00:02<00:29, 2.43s/it]" + "100%|██████████| 20/20 [00:00<00:00, 547.67it/s]\n", + " 8%|▊ | 1/13 [00:10<02:07, 10.63s/it]" ] }, { @@ -271,113 +275,113 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 268/268 [00:00<00:00, 3022.22it/s]\n", - " 15%|█▌ | 2/13 [00:07<00:44, 4.06s/it]" + "100%|██████████| 268/268 [00:00<00:00, 3814.61it/s]\n", + " 15%|█▌ | 2/13 [00:26<02:31, 13.81s/it]" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "Target Batch: [3 / 3], Input Batch: [6 / 6] \r" + "Target Batch: [4 / 4], Input Batch: [6 / 6] \r" ] }, { "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 516/516 [00:00<00:00, 5876.93it/s]\n", - " 23%|██▎ | 3/13 [00:16<01:03, 6.32s/it]" + "100%|██████████| 516/516 [00:00<00:00, 2214.55it/s]\n", + " 23%|██▎ | 3/13 [00:49<02:58, 17.90s/it]" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "Target Batch: [6 / 6], Input Batch: [8 / 8] \r" + "Target Batch: [5 / 5], Input Batch: [8 / 8] \r" ] }, { "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 764/764 [00:00<00:00, 5452.00it/s]\n", - " 31%|███ | 4/13 [00:28<01:18, 8.67s/it]" + "100%|██████████| 764/764 [00:00<00:00, 1722.61it/s]\n", + " 31%|███ | 4/13 [01:19<03:22, 22.53s/it]" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "Target Batch: [7 / 7], , Input Batch: [11 / 11] \r" + "Target Batch: [6 / 6], , Input Batch: [11 / 11] \r" ] }, { "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 1012/1012 [00:00<00:00, 5901.47it/s]\n", - " 38%|███▊ | 5/13 [00:45<01:31, 11.47s/it]" + "100%|██████████| 1012/1012 [00:00<00:00, 1622.63it/s]\n", + " 38%|███▊ | 5/13 [01:58<03:50, 28.78s/it]" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "Target Batch: [9 / 9], , Input Batch: [13 / 13] \r" + "Target Batch: [8 / 8], , Input Batch: [13 / 13] \r" ] }, { "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 1260/1260 [00:00<00:00, 5904.01it/s]\n", - " 46%|████▌ | 6/13 [01:04<01:37, 13.98s/it]" + "100%|██████████| 1260/1260 [00:00<00:00, 1426.92it/s]\n", + " 46%|████▌ | 6/13 [02:45<04:03, 34.72s/it]" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "Target Batch: [10 / 10], Input Batch: [16 / 16] \r" + "Target Batch: [9 / 9], , Input Batch: [16 / 16] \r" ] }, { "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 1508/1508 [00:00<00:00, 6071.15it/s]\n", - " 54%|█████▍ | 7/13 [01:27<01:42, 17.06s/it]" + "100%|██████████| 1508/1508 [00:00<00:00, 1824.87it/s]\n", + " 54%|█████▍ | 7/13 [03:45<04:17, 42.94s/it]" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "Target Batch: [13 / 13], Input Batch: [18 / 18] \r" + "Target Batch: [12 / 12], Input Batch: [18 / 18] \r" ] }, { "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 1756/1756 [00:00<00:00, 7553.38it/s]\n", - " 62%|██████▏ | 8/13 [01:53<01:39, 19.85s/it]" + "100%|██████████| 1756/1756 [00:01<00:00, 1604.40it/s]\n", + " 62%|██████▏ | 8/13 [04:48<04:07, 49.48s/it]" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "Target Batch: [14 / 14], Input Batch: [21 / 21] \r" + "Target Batch: [13 / 13], Input Batch: [21 / 21] \r" ] }, { "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 2004/2004 [00:00<00:00, 7798.87it/s]\n", - " 69%|██████▉ | 9/13 [02:21<01:29, 22.47s/it]" + "100%|██████████| 2004/2004 [00:01<00:00, 1795.15it/s]\n", + " 69%|██████▉ | 9/13 [06:04<03:51, 57.78s/it]" ] }, { @@ -391,8 +395,8 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 2252/2252 [00:00<00:00, 8474.92it/s]\n", - " 77%|███████▋ | 10/13 [02:52<01:14, 24.98s/it]" + "100%|██████████| 2252/2252 [00:01<00:00, 1488.50it/s]\n", + " 77%|███████▋ | 10/13 [07:29<03:18, 66.16s/it]" ] }, { @@ -406,8 +410,8 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 2500/2500 [00:00<00:00, 6558.15it/s]\n", - " 85%|████████▍ | 11/13 [03:28<00:56, 28.35s/it]" + "100%|██████████| 2500/2500 [00:01<00:00, 1313.92it/s]\n", + " 85%|████████▍ | 11/13 [09:06<02:31, 75.59s/it]" ] }, { @@ -421,8 +425,8 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 2748/2748 [00:00<00:00, 5630.58it/s]\n", - " 92%|█████████▏| 12/13 [04:10<00:32, 32.66s/it]" + "100%|██████████| 2748/2748 [00:02<00:00, 1224.48it/s]\n", + " 92%|█████████▏| 12/13 [10:54<01:25, 85.39s/it]" ] }, { @@ -436,13 +440,13 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 2996/2996 [00:00<00:00, 6103.92it/s]\n", - "100%|██████████| 13/13 [04:54<00:00, 22.64s/it]\n" + "100%|██████████| 2996/2996 [00:02<00:00, 1044.96it/s]\n", + "100%|██████████| 13/13 [12:53<00:00, 59.52s/it]\n" ] }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -454,9 +458,9 @@ "name": "stdout", "output_type": "stream", "text": [ - "Total Max Kernel Size: 4.126347813359756\n", + "Total Max Kernel Size: 4.135612995407109\n", "Analytical Kernel Size: 4.2\n", - "Relative Error: -0.01753623491434375\n" + "Relative Error: -0.01533023918878366\n" ] } ], @@ -508,19 +512,19 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 100/100 [00:04<00:00, 21.98it/s]\n" + "100%|██████████| 100/100 [00:08<00:00, 11.35it/s]\n" ] }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjcAAAHHCAYAAABDUnkqAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjYsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvq6yFwwAAAAlwSFlzAAAPYQAAD2EBqD+naQAAavZJREFUeJzt3Xdc1dX/B/DXvZfLZchyAIK4zRVOUnHkAnGPyoGmOMtyJdkgB5q/RC0Nv45MKy1zW5qlqeRIc4tiqbly4AAUUS5D4I7z+wPvzRugXL33frz4ej4ePOqez7jv+74X7tvzOed8ZEIIASIiIqISQi51AERERESWxOKGiIiIShQWN0RERFSisLghIiKiEoXFDREREZUoLG6IiIioRGFxQ0RERCUKixsiIiIqUVjcEBERUYnC4oaea3v27IFMJsOGDRukDqVYUlJS8Nprr6FMmTKQyWSIjY2VOiSrGDx4MCpXrix1GCSxNm3aoE2bNhY73/LlyyGTyXDlyhWLnZOeTSxuyOoMf1CcnJxw48aNAtvbtGmDF198UYLI7M/48eOxfft2REVFYcWKFejYsWOR+2ZmZiI6OhovvvgiXF1dUaZMGTRo0ADjxo3DzZs3bRg1PUyn08HPzw8ymQy//vqrVZ/L8Lt37Ngxk/b09HQ0adIETk5O2LZtm1VjsIW8vDzMmzcPDRs2hLu7Ozw9PVG3bl288cYbOHv2rNThkQQcpA6Anh+5ubmYOXMm5s+fL3UodmvXrl3o0aMHJkyY8Mj9NBoNXn75ZZw9exYREREYM2YMMjMzcfr0aaxatQq9evWCn5+fjaKmh+3atQtJSUmoXLkyVq5ciU6dOtn0+dVqNTp06IA///wTGzdufGSBbC9effVV/PrrrwgPD8eIESOg0Whw9uxZ/PLLL2jevDlq1aoFABg4cCD69esHlUolccRkbSxuyGYaNGiApUuXIioq6rn7Ys3KyoKrq+tTn+fWrVvw9PR87H6bNm3CiRMnsHLlSvTv399kW05ODvLy8p46Fnoy33//PRo1aoSIiAh89NFHFvtsFEdGRgbCwsKQkJCAH3/80SKFVU5ODhwdHSGXS3Mh4OjRo/jll1/wySef4KOPPjLZtmDBAty7d8/4WKFQQKFQ2DhCkgIvS5HNfPTRR9DpdJg5c+Yj97ty5QpkMhmWL19eYJtMJsPUqVONj6dOnQqZTIbz58/j9ddfh4eHB8qVK4fJkydDCIFr166hR48ecHd3h6+vL+bMmVPoc+p0Onz00Ufw9fWFq6srunfvjmvXrhXY7/Dhw+jYsSM8PDzg4uKC1q1bY//+/Sb7GGI6c+YM+vfvDy8vL7Rs2fKRr/nSpUvo3bs3SpcuDRcXFzRr1gxbtmwxbjdcXhBCYOHChZDJZJDJZEWe759//gEAtGjRosA2JycnuLu7Gx//+eefGDx4MKpWrQonJyf4+vpi6NChuHPnTqGv60lzbRjftHbt2mLl+r/0ej1iY2NRt25dODk5wcfHB2+++Sbu3r1rst+xY8cQFhaGsmXLwtnZGVWqVMHQoUMfee6uXbuiatWqhW4LDg5GUFCQ8XFcXBxatmwJT09PlCpVCjVr1izwpVqU+/fvY+PGjejXrx/69OmD+/fv46effjJu/+yzzyCTyXD16tUCx0ZFRcHR0bHA6y2uzMxMdOzYEcePH8cPP/yALl26mGy/ceMGhg4dCh8fH6hUKtStWxfffPONyT6G93DNmjWYNGkS/P394eLiArVajcGDB6NUqVK4ceMGevbsiVKlSqFcuXKYMGECdDqdyXmK+14Wx6M+6wqFAmXKlDE+/u+YG8NnurCfwYMHWyVesg0WN2QzVapUwaBBg7B06VKLj/no27cv9Ho9Zs6ciaZNm+L//u//EBsbi9DQUPj7+2PWrFmoXr06JkyYgL179xY4/pNPPsGWLVvwwQcfYOzYsYiLi0NISAju379v3GfXrl14+eWXoVarER0djRkzZuDevXto164djhw5UuCcvXv3RnZ2NmbMmIERI0YUGXtKSgqaN2+O7du34+2338Ynn3yCnJwcdO/eHRs3bgQAvPzyy1ixYgUAIDQ0FCtWrDA+LkylSpUAAN999x2EEI/MXVxcHC5duoQhQ4Zg/vz56NevH9asWYPOnTsXeqwtcl2YN998E++99x5atGiBefPmYciQIVi5ciXCwsKg0WgA5PdsdejQAVeuXMGHH36I+fPnY8CAATh06NAjz923b19cvnwZR48eNWm/evUqDh06hH79+gEATp8+ja5duyI3Nxcff/wx5syZg+7duxcocIuyefNmZGZmol+/fvD19UWbNm2wcuVK4/Y+ffpAJpNh3bp1BY5dt24dOnToAC8vr2I918OysrLQqVMnHD16FOvXr0fXrl1NtqekpKBZs2b47bffMHr0aMybNw/Vq1fHsGHDCh20Pn36dGzZsgUTJkzAjBkz4OjoCCD/HwlhYWEoU6YMPvvsM7Ru3Rpz5szBkiVLTI4vzntZXIbP+sqVK6HVas069pVXXjH+Lhl+3nnnHQCAt7e3VeIlGxFEVrZs2TIBQBw9elT8888/wsHBQYwdO9a4vXXr1qJu3brGx5cvXxYAxLJlywqcC4CIjo42Po6OjhYAxBtvvGFs02q1okKFCkImk4mZM2ca2+/evSucnZ1FRESEsW337t0CgPD39xdqtdrYvm7dOgFAzJs3TwghhF6vFzVq1BBhYWFCr9cb98vOzhZVqlQRoaGhBWIKDw8vVn7eeecdAUDs27fP2JaRkSGqVKkiKleuLHQ6ncnrHzVq1GPPmZ2dLWrWrCkAiEqVKonBgweLr7/+WqSkpBS673+tXr1aABB79+4t8LqsnWshhIiIiBCVKlUyPt63b58AIFauXGkS57Zt20zaN27caPysmSM9PV2oVCrx7rvvmrTPnj1byGQycfXqVSGEEJ9//rkAIG7fvm3W+Q26du0qWrRoYXy8ZMkS4eDgIG7dumVsCw4OFo0bNzY57siRIwKA+O6778x6PsPvXqVKlYRSqRSbNm0qdL9hw4aJ8uXLi9TUVJP2fv36CQ8PD+NnxPAeVq1atcDnJiIiQgAQH3/8sUl7w4YNTV5Pcd9LIfL/NrRu3fqRr1Gv14vWrVsLAMLHx0eEh4eLhQsXGt+zwvJx+fLlQs91+/ZtUbFiRREYGCgyMzPNjpeeHey5IZuqWrUqBg4ciCVLliApKcli5x0+fLjx/xUKBYKCgiCEwLBhw4ztnp6eqFmzJi5dulTg+EGDBsHNzc34+LXXXkP58uWxdetWAEBCQgIuXLiA/v37486dO0hNTUVqaiqysrLQvn177N27F3q93uScI0eOLFbsW7duRZMmTUwuXZUqVQpvvPEGrly5gjNnzhQvCQ9xdnbG4cOH8d577wHI744fNmwYypcvjzFjxiA3N9dkX4OcnBykpqaiWbNmAIDjx48XOLe1c12Y9evXw8PDA6Ghocbcp6amonHjxihVqhR2795tfF4A+OWXX8z6F7W7uzs6deqEdevWmfRWrV27Fs2aNUPFihVNzv/TTz8VeL8f586dO9i+fTvCw8ONba+++mqBnpq+ffsiPj7eeLnFEIdKpUKPHj3Mek6DlJQUODk5ISAgoMA2IQR++OEHdOvWDUIIk/yGhYUhPT29wOcgIiLC5HPzsP9+7lu1amXyOSjue1lcMpkM27dvx//93//By8sLq1evxqhRo1CpUiX07dvXZMzNo+h0OoSHhyMjIwMbN240joOydLxkGyxuyOYmTZoErVb72LE35jB8+Rh4eHjAyckJZcuWLdBe2HXyGjVqmDyWyWSoXr268dr8hQsXAOT/US9XrpzJz1dffYXc3Fykp6ebnKNKlSrFiv3q1auoWbNmgfbatWsbtz8JDw8PzJ49G1euXMGVK1fw9ddfo2bNmliwYAGmT59u3C8tLQ3jxo2Dj48PnJ2dUa5cOWPs/31NgPVzXZgLFy4gPT0d3t7eBfKfmZmJW7duAQBat26NV199FdOmTUPZsmXRo0cPLFu2zKSYK0rfvn1x7do1HDx4EED+WI74+Hj07dvXZJ8WLVpg+PDh8PHxQb9+/bBu3bpiFTpr166FRqNBw4YNcfHiRVy8eBFpaWlo2rSpyaWp3r17Qy6XY+3atQDyi4/169ejU6dOJmOlzPHll1/C0dERHTt2xLlz50y23b59G/fu3cOSJUsK5HbIkCEAYMyvQVGfbScnJ5QrV86kzcvLy+RzUNz30hwqlQoTJ07E33//jZs3b2L16tVo1qwZ1q1bh9GjRxfrHJMmTcKuXbuwatUqVKtWzarxkvVxthTZXNWqVfH6669jyZIl+PDDDwtsL2qg7H8HJT6ssBkQRc2KEI8Zg1IYw5fXp59+igYNGhS6T6lSpUweF/UvWylUqlQJQ4cORa9evVC1alWsXLkS//d//wcgf5zHgQMH8N5776FBgwYoVaoU9Ho9OnbsWOiXtrVzXRi9Xg9vb2+TIuBhhi9Uw4KMhw4dws8//4zt27dj6NChmDNnDg4dOlTgPXpYt27d4OLignXr1qF58+ZYt24d5HI5evfubdzH2dkZe/fuxe7du7FlyxZs27YNa9euRbt27bBjx45HzsQxxF7YwFcgf1B51apV4efnh1atWmHdunX46KOPcOjQISQmJmLWrFmPzVNR6tSpg61bt6J9+/YIDQ3F/v37jb04hvf49ddfR0RERKHH16tXz+RxUZ/t4sxEKu57+aTKly+Pfv364dVXX0XdunWxbt06LF++HA4ORX/dbdq0CbNmzcL06dMLTI23drxkHSxuSBKTJk3C999/X+gfbMOAyf92Jz9pD0ZxGHpmDIQQuHjxovGPuuFfcu7u7ggJCbHoc1eqVKnAv6YBGBcfMwyYtAQvLy9Uq1YNp06dAgDcvXsXO3fuxLRp0zBlyhTjfv/NhyU9LteFqVatGn777Te0aNGiWEVjs2bN0KxZM3zyySdYtWoVBgwYgDVr1phcUvsvV1dXdO3aFevXr8fcuXOxdu1atGrVqsCyBXK5HO3bt0f79u0xd+5czJgxAxMnTsTu3buL/GxcvnwZBw4cwOjRo9G6dWuTbXq9HgMHDsSqVaswadIkAPk9RG+//TbOnTuHtWvXwsXFBd26dXvs636UJk2aYNOmTejSpQtCQ0Oxb98+Yw+Em5sbdDqdxT/bhTH3vXxSSqUS9erVw4ULF5CamgpfX99C9zt//jwiIiLQs2fPQme92SpesixeliJJVKtWDa+//jq+/PJLJCcnm2xzd3dH2bJlC8y0WbRokdXi+e6775CRkWF8vGHDBiQlJRnXAWncuDGqVauGzz77DJmZmQWOv3379hM/d+fOnXHkyBHj5RAgf3bLkiVLULlyZdSpU8fsc548eRKpqakF2q9evYozZ84YL4MZ/qX93x4Wa97W4XG5LkyfPn2g0+lMLqcZaLVaYyF89+7dAq/F0NNW3EtTN2/exFdffYWTJ0+aXJIC8i/h/Vdxzm/4V//777+P1157zeSnT58+aN26tUnPwKuvvgqFQoHVq1cbZzc9vBZOYmLiE6282759e6xevRoXL15Ex44doVaroVAo8Oqrr+KHH34wFr0Pe5rPdmGK+14W14ULF5CYmFig/d69ezh48CC8vLyK7F3JzMxEr1694O/vj2+//bbQXmNLx0u2wZ4bkszEiROxYsUKnDt3DnXr1jXZNnz4cMycORPDhw9HUFAQ9u7di/Pnz1stltKlS6Nly5YYMmQIUlJSEBsbi+rVqxuncMvlcnz11Vfo1KkT6tatiyFDhsDf3x83btzA7t274e7ujp9//vmJnvvDDz/E6tWr0alTJ4wdOxalS5fGt99+i8uXL+OHH354osXR4uLiEB0dje7du6NZs2YoVaoULl26hG+++Qa5ubnGtYLc3d3x8ssvY/bs2dBoNPD398eOHTtw+fLlJ3otxfG4XBemdevWePPNNxETE4OEhAR06NABSqUSFy5cwPr16zFv3jy89tpr+Pbbb7Fo0SL06tUL1apVQ0ZGBpYuXQp3d3d07tz5sbF17twZbm5umDBhgvFL/2Eff/wx9u7diy5duqBSpUq4desWFi1ahAoVKjxyLaOVK1eiQYMGhQ7oBYDu3btjzJgxOH78OBo1agRvb2+0bdsWc+fORUZGRoEia9CgQfj999+f6LJfr169sHTpUgwdOhTdu3fHtm3bMHPmTOzevRtNmzbFiBEjUKdOHaSlpeH48eP47bffCi3qnlRx38viOnnyJPr3749OnTqhVatWKF26NG7cuIFvv/0WN2/eRGxsbJGXy6ZNm4YzZ85g0qRJJusNAfn/AAsODrZ4vGQjkszRoufKw1PB/8swffThqeBC5E9PHjZsmPDw8BBubm6iT58+4tatW0VOBf/v1NyIiAjh6upa4Pn+O+3cMLV19erVIioqSnh7ewtnZ2fRpUuXQqeSnjhxQrzyyiuiTJkyQqVSiUqVKok+ffqInTt3PjamR/nnn3/Ea6+9Jjw9PYWTk5No0qSJ+OWXXwrsh2JOBb906ZKYMmWKaNasmfD29hYODg6iXLlyokuXLmLXrl0m+16/fl306tVLeHp6Cg8PD9G7d29x8+ZNSXP936ngBkuWLBGNGzcWzs7Ows3NTQQGBor3339f3Lx5UwghxPHjx0V4eLioWLGiUKlUwtvbW3Tt2lUcO3bssTkzGDBggAAgQkJCCmzbuXOn6NGjh/Dz8xOOjo7Cz89PhIeHi/Pnzxd5vvj4eAFATJ48uch9rly5IgCI8ePHG9uWLl0qAAg3Nzdx//59k/0NU58f51G/e5999pkAILp27So0Go1ISUkRo0aNEgEBAUKpVApfX1/Rvn17sWTJEuMxhvdw/fr1Bc5X1OfA8Ln5r8e9l4bX+bip4CkpKWLmzJmidevWonz58sLBwUF4eXmJdu3aiQ0bNhSaD8NUcMPfn8J+Hl7GoLjx0rNDJoSFRvwRET3Cnj170LZtW6xfv57/0iUiq+KYGyIiIipRWNwQERFRicLihoiIiEoUjrkhIiKiEoU9N0RERFSisLghIiKiEuW5W8RPr9fj5s2bcHNzK/IeRkRERPRsEUIgIyMDfn5+j13c9Lkrbm7evFnkKqFERET0bLt27RoqVKjwyH2eu+LGzc0NQH5y3N3dLXpujUaDHTt2GJfnJuthrm2HubYd5tp2mGvbsVSu1Wo1AgICjN/jj/LcFTeGS1Hu7u5WKW5cXFzg7u7OXxYrY65th7m2Hebadphr27F0roszpIQDiomIiKhEYXFDREREJQqLGyIiIipRWNwQERFRicLihoiIiEoUFjdERERUorC4ISIiohKFxQ0RERGVKCxuiIiIqERhcUNEREQlCosbIiIiKlFY3BAREVGJwuKGiIiIShQWN0RERFSisLghIiKiEoXFDREREZUoLG6IiIioRGFxQ0RERCUKixsiIiIqUVjcEBERUYnC4oaIiIhKFBY3REREVKKwuCEiIqIShcUNERERlSgsboiIiKhEYXFDREREJQqLGyIiIipRWNwQERFRicLihoiIiEoUFjdERERUorC4ISIiohKFxQ0RERGVKCxuiIiIqERhcUNEREQliqTFzd69e9GtWzf4+flBJpNh06ZNxT52//79cHBwQIMGDawWHxEREdkfSYubrKws1K9fHwsXLjTruHv37mHQoEFo3769lSIjIiIie+Ug5ZN36tQJnTp1Mvu4kSNHon///lAoFGb19hAREVHJJ2lx8ySWLVuGS5cu4fvvv8f//d//PXb/3Nxc5ObmGh+r1WoAgEajgUajsWhshvNZ+rxUEHNtO8y17TDXtsNc246lcm3O8XZV3Fy4cAEffvgh9u3bBweH4oUeExODadOmFWjfsWMHXFxcLB0iACAuLs4q56WCmGvbYa5th7m2Hebadp4219nZ2cXe126KG51Oh/79+2PatGl44YUXin1cVFQUIiMjjY/VajUCAgLQoUMHuLu7WzRGjUaDuLg4hIaGQqlUWvTcZIq5th3m2naYa9thrm3HUrk2XHkpDrspbjIyMnDs2DGcOHECo0ePBgDo9XoIIeDg4IAdO3agXbt2BY5TqVRQqVQF2pVKpdU+0NY8N5lirm2HubYd5tp2mGvbedpcm3Os3RQ37u7u+Ouvv0zaFi1ahF27dmHDhg2oUqWKRJERERHRs0TS4iYzMxMXL140Pr58+TISEhJQunRpVKxYEVFRUbhx4wa+++47yOVyvPjiiybHe3t7w8nJqUA7ERERPb8kLW6OHTuGtm3bGh8bxsZERERg+fLlSEpKQmJiolThERERkR2StLhp06YNhBBFbl++fPkjj586dSqmTp1q2aCIiIjIrvHeUkRERFSisLghIiKiEoXFDREREZUoLG6IiIioRGFxQ0RERCUKixsiIiIqUVjcEBERUYnC4saK/rqejo82/oW7WXlSh0JERPTcYHFjRUv3XcKqw4n4/tBVqUMhIiJ6brC4saIcjQ4AcPhymsSREBERPT9Y3FiRTp9/a4n4q3eh0ekljoaIiOj5wOLGinQP7pt1X6PDXzfSJY6GiIjo+cDixooMPTcAcISXpoiIiGyCxY0VaXX/FjeHL92RMBIiIqLnB4sbK3q45+bYlbsmj4mIiMg6WNxYkWHMDQBk5Grxd5JawmiIiIieDyxurEj7oKfGUZGfZk4JJyIisj4WN1ak0+dP/25Y0RMAx90QERHZAosbKzIsbdOielkAwJEradBz3A0REZFVsbixIkPPTf0ATzgrFbiXrcGFW5kSR0VERFSysbixIsOYGycHORpX8gIAHL7MS1NERETWxOLGigxTvx0UMjStUhoABxUTERFZG4sbKzIUNwq5HE0Mxc2lNIiHpojvPncLw789iv0XUyWJkYiIqKRhcWNFxuJGJkP9AE84OsiRmpmLy6lZEELgiz3/YOjyo/jt71sY9M0RrDqcKHHERERE9u+Ji5uLFy9i+/btuH//PgCY9EZQPq2x50YGJ6UCDQI8AQB7z9/GO2sTMGvbWQgBvOBTCjq9wEcb/8InW85wJWMiIqKnYHZxc+fOHYSEhOCFF15A586dkZSUBAAYNmwY3n33XYsHaM/0D425AYBmDy5NffzLGfyUcBMKuQzTe9TF9ndeRmToCwCApfsuY+T38cjO00oTNBERkZ0zu7gZP348HBwckJiYCBcXF2N73759sW3bNosGZ+8MPTdyWX5x07RqGQCAXgCeLkqsGNoEA4MrQyaTYWz7GpjXrwEcHeSIO5OC9nN+x1vfx+PzuPP49a8kXE7Nkux1FEeeVo9bGTnswSMiIsk5mHvAjh07sH37dlSoUMGkvUaNGrh69arFAisJjLOl5PnFTeNKXqjuXQpOSjkW9m+ESmVcTfbv0cAfFbyc8cZ38UhKz0FSejJ+PZX80HY/zH6tHlQOCtu9iCJsP52MHadTcO1uNq6nZSNJnQMh8l/jtO518aK/x2PPkZGjwaXbWcjK1eLFCh5wd1LaIHIiIirpzC5usrKyTHpsDNLS0qBSqSwSVEmhfbCIn+JBceOkVCBu/MsAANmD3pz/alypNPa81wYJ1+7hXHIGziVn4HxKBk7dVOOnhJu4nZGLLwc2hpuEhcCmEzfwztqEQrfFX72Lbgv+QP8mFTGhQ014uToCAFIzc3Ho0h0cuZyG8ykZuHQ7C7cyco3HyWVALV93vFTZCy9VKY3yHk6Qy2RQyGWQy2TwcFYioHTBzx0REdF/mV3ctGrVCt999x2mT58OIP9LWq/XY/bs2Wjbtq3FA7RnD2ob45gboOii5mFuTkq0qlEOrWqUM7btu3AbI1fE48A/d9D3y0NYPvQleLs5WTzmxzlyOQ3vb/gTANCzgR/a1vJGQGkXBHi5QKvXI2brWWw+eRMrDydiy19J6FDHBwnX7uF8SuErM5dzU0HlIMf1u/dxJkmNM0lqfHuw8B7ANjXLYUKHmsXqFSIioueX2cXN7Nmz0b59exw7dgx5eXl4//33cfr0aaSlpWH//v3WiNFuGXtuilHQPE6rGuWw5o1gDFl+BGeS1Hj1iwP4bmhTVCnr+viDLeRKahbeXHEMeTo9wur6YG6fBpDLTV/b/8Ibon/Tipi6+TTOJmdg3bHrxm21fN0QXK0MAv09ULVcKVQt52q8FJWizsHRK2k4duUu4q/ehTpHA51eGH/uZOVhz7nb2HPuNroElsfYtlVt9rqJiMi+mF3cvPjiizh//jwWLFgANzc3ZGZm4pVXXsGoUaNQvnx5a8Rol/R6AcOMboX86YsbAAis4IEf3mqOQd8cwdU72ei1aD8+6FgLfYICivUcGp0e645dQy1fd+PtIIrrXnYehi4/irvZGtSv4IHYvg0LFDYGzaqWwS9jWmJ9/HVcup2JRhW90LRqGZR+cImqMD7uTuhazw9d6/kVuv1KahZifzuPn07exJa/kvDrqSQ0KC2HU7XbaFvLF44OXLKJiIjymV3cAICHhwcmTpxo6VhKFN1Ds4Yc5Jb74q1UxhUbRjbHsG+P4s/r6Yj68S98f+gqpnavi5cqly7yuFsZORi98gSOXEmDg1yGef0aoku94hWjuVod3lgRj0upWfD3dMbSiCA4Oz56ULODQo7wJhXNem2PUrmsK2L7NcTINtUwZ8d5xJ1JwfE7crz5/Ql4OCvR6UVfdKlXHgFeLnB3VsLdyQEOCjmycrX460Y6Tl67h4Rr93DpdhYaVfJCn6AKaBDgWazLhET2TgiBHI0ejg7yR/5DyDDbkb8XZO/MLm6qVq2K1q1bY/HixSYDiFNTU9GkSRNcunTJogHaq4cX4lMoLPuHopybCj+81RzfHriCeb9dwOmbavRefBDd6/thTLvqqOHjZrL/icS7GPl9PFLUuZDL8qeoj1l9HDma+ni1cYUiniXftbRsjF+bgGNX76KUygHfDJZmrI9BLV93LB0UhISrd/D5xgM4k+mE25l5WHP0GtYcvWaybymVA7LztPjvmojnUjKw+kgianiXQp+gAPRs6I9ybhwM/7zR6wVSM3OhztEgM1eHrFwtMnO1EAIo7+EEfy9nlHF1tNgXvRACGp2ARqeHRqdHnk4PnV7A3UkJF0eFyfOkZeXhdHIaTiTew6kb6RAAnBwUcFLKH/zDQgb1fQ3u3c9D+n0N1Pfz18VSKmRwdFDAUSEDZDJk3NdAnaNB+n0NNDoBpUKGAC8XVCzjgkqlXeDt7oQUdQ6u372P63ezcf3ufeRq9XBxVMDV0QEuKgVcHBVwkMvhIJdBLpfBQZ4/wP8FHzfU9HXDCz5uqFzGBQ4K9p6WFIalPVLUOcjTCni5KuHl4ghPF+UzMVu3OMwubq5cuQIHBwe0atUKmzdvhq+vLwBAp9NxKvhDTIobK/wrSKmQY3irqujZ0B+fbT+HtceuYfPJm9h88iaqlXNFxxd90bFueZy+mY4pP51Gnk6PauVc8eXAxli69zLWHruGd9efRI5WhwFNKxU4vxACPxy/gambTyMzV4tSKgd88Xoj1PR1KyQa26vr545XqujxZcfWOH5Njc0nb2LfhVTcy85DVp4OAJCZm/8H38/DCfUDPFE/wBMVS7sg7kwKtv6VhAu3MvHJ1r8x49e/0SDAE+1qeqNtLW/U9XNHjkaPE9fu4ujluzh2NQ03791HeQ9n+Hk6wc/TGX4eztALgfT7Gty7r8G9bA1yNTqUc1PBx90JPu5O8PVQwcPZESoHOVRKOVQOCjgrFbyEVgSdXiBZnYOsXC2qlStlkcu5eVo9bty7j2tp2bh2NxuJadm4kpqFq3eyceVOFnI0+kce7+ggh5+HExRyGXI0euRodMjR6CAA+Hs6o2JpFwSUdkHF0i5QKmRQ52ihfqiguJulwd3sPKRl5eFudh40usLXgXJSylHGVQUvFyWS0xRIPbjnqV97YTQ6gUupWbj0mHWzMnK0yMh59EKiDy9T4aiQw8tViVIqB5RyUsJN5QB3Zwd4ODvCw1kJTxclPJyVcJDLIAQgkH/ZXiGXoVwpFbzd839vSrs4QiYDsvJ0D4o2DbJytZDJ8osqxYMfB7kMSoUcSgd5fkGnkEMul0HxYIalTAYIAdzP0yFbo8P9vPz3zdFBDmdlfsGmlAno9Pn73NcB2geFp1YvoNMJaPX5xadCLoO/l/NTfanr9ALZeVqk39cYf9T3NcjV6iGXyR784N/Xqfj39aoc5HBSKuDi6ABnZf7fEHWOBrcycnA7Ixe3MnKhvq+BXC6DUp7fM+egkCH7QQ7vZec/V2auFg4Ptjko5HBUyKHTC9x/8Jm+n6dDZq4WtzNycScrr8jX4uqoeOhvXP6Pm5MD7ufpkJWrw32NFlm5OlQq44J3O9R84pw9LZkwc9U1hUKBCxcuYMKECTh8+DA2bdqEl156CSkpKfDz84NOp7NWrBahVqvh4eGB9Js34e7ubtFzazQabN++HWFhYcjWAs1m7AQAnIzuYPUvtNM307Fg10Xsv5ha6B/Q9rW9EfNKINyclNDrBWJ+/RvfH8q/l9WEDi8grK4vlA5yqBzkyNPqMWPr39h+OgUAEFTJCzGvBKLCMzQV++FcK5Wm0+K1Or3xS8ZFpSi0p0mdo8HWv5Kw8fgN/Hk93WRbaVcl1Pe1xkUYLc3b3REVS7siwMsFlcq4oLxn/h91L1dHlHVVwcNFiTydHtm5+X8ksvO00AmR/wdOqYCTUgFnRwVKqRxscvngUbk21/08Ha6mZSExNRtX0vKLjBt37+NGejaS7+Uac+7m5ICgyl5oWqUMmlYtDR83J9x/8AfY8Mc4T6tHnk4HjRbI0+txLysPSer7SLqXi6T0+0hKv48UdS4e9RdOLgPcnJVwdVTA1VEBF5UDhACS1fdxOyPvkcc+LZks/x8+RX3OqpZ1Qf0ALwT6u8NRqUCeRoccjR73NTrohYCnsxLuLkp4OCnh7pz/WcjTPugV0uqhF4C7kwPcnPP3cXNWQn1fg8Q7WUi8m1/wpWbkwcfDEX6eLvD3dIK/pwuclQpk52mRrdEhOzf/vzpdfiGg0wtohR6pGbm4cCsTF1IycPFWFu5rLPN330EugwCeuVvQyGWAn5cTKpV2ReUyLvBwdjQptPQCuJudi9SMPNzJykNqZi4ycjTI1uhxPy//s2pvHBVylHN3hKNCjnv3NUjP1hToBX+UehU8sPbNYACW+xuiVqvh4eeH9PT0x39/CzPJZDKRkpIihBDiww8/FM7OzmLFihUiOTlZyOVys871+++/i65du4ry5csLAGLjxo2P3P+HH34QISEhomzZssLNzU00a9ZMbNu2zaznTE9PFwBEen5hzx/+8Ic//OEPf+zgJx0QAER6evpjv+vN7k54+F+KMTExWLJkCUaMGIGoqChzT4WsrCzUr18fCxcuLNb+e/fuRWhoKLZu3Yr4+Hi0bdsW3bp1w4kTJ8x+biIiIiqZzL4sJZfLkZycDG9vb2PbwYMH0atXL9y+ffuJL0vJZDJs3LgRPXv2NOu4unXrom/fvpgyZUqx9rfVZam0bB3afLYHDnIZ/poWZtHnsSatTm8cUPgsz5iw5KWSZ4leL5CZp80fp1PENX4h8me+pGXlIjUzvyv8VmYu/k5SY+/520hR5xZ6nCUZxi4AAGSADICzUm4cj1Te0wm+Hs4o7eIINycHuDk5oJTKAV6ujvB0KXpJgMLo9AJCiOdiwGpJ/Vw/i5hr25HispTZA4r1+oLXDoODg3Hy5EmcPXvW3NM9Fb1ej4yMDJQuXfQU6NzcXOTm/vvHXq1WAwA0jo7QOJr3R/ZxNDIZdE5O0Dg64r5Gi/uOTlA5yC3+PNbmCOBZvyf5w7lGCfvD5OyUP3NL84h9HFSAdylnePuYtgshcCYpA7vO3ca+C6m4k5VnHKeRo9FBqxcopXLIH/Dp5IBSTvl/ArJydcjK0yL7wZgWw8BMxYNBmkp9DprX8keDAC/U83dHtXKuT1xsPOp1WeM4e1KSP9fPGubadiyVa3O+S83uubGWJ+m5mT17NmbOnImzZ8+a9CQ9bOrUqZg2bVqB9lWrVhV6jyxLSc0Bpp9wgEouMLvpsz3Imp4fQuQPZCUisjfZ2dno37+/5XpuGjVqhJ07d8LLywsNGzZ85OWK48ePmxftE1q1ahWmTZuGn376qcjCBgCioqIQGRlpfKxWqxEQEIAOHTpY5bJUXFwcQkNDcT09DzixH46OSnTubD+XpezFw7lml7J1Mde2w1zbDnNtO5bKteHKS3EUq7jp0aOHccE+c8fEWMOaNWswfPhwrF+/HiEhIY/cV6VSFXq3cqVSabUPtFKphEye31vjIJfxF8eKrPk+kinm2naYa9thrm3naXNtzrHFKm6io6ML/X8prF69GkOHDsWaNWvQpUsXSWN5FMPtFxQWvPUCERERPZ7ZA4qvXbsGmUyGChXyl+0/cuQIVq1ahTp16uCNN94w61yZmZm4ePGi8fHly5eRkJCA0qVLo2LFioiKisKNGzfw3XffAci/FBUREYF58+ahadOmSE7OXyHT2dkZHh4e5r4Uq9LqDMWNxIEQERE9Z8z+6u3fvz92794NAEhOTkZISAiOHDmCiRMn4uOPPzbrXMeOHUPDhg3RsGFDAEBkZCQaNmxonNadlJSExMRE4/5LliyBVqs13oHc8DNu3DhzX4bVGVbYtORNM4mIiOjxzO65OXXqFJo0aQIAWLduHQIDA7F//37s2LEDI0eOLPZ6MwDQpk0bPGqy1vLly00e79mzx9xwJWNYUt0S98chIiKi4jO7W0Gj0RgH6P7222/o3r07AKBWrVpISkqybHR2TC8MPTcsboiIiGzJ7OKmbt26WLx4Mfbt24e4uDh07NgRAHDz5k2UKVPG4gHaK8OYGzmLGyIiIpsyu7iZNWsWvvzyS7Rp0wbh4eGoX78+AGDz5s3Gy1X08JgbFjdERES2ZPaYmzZt2iA1NRVqtRpeXl7G9jfeeMOqK/7aG+2D21RwzA0REZFtmV3cAIBCoTApbACgcuXKloinxOCYGyIiImlwnrKVcMwNERGRNFjcWAnH3BAREUmDxY2V/Hv7BRY3REREtsTixkp0XMSPiIhIEsUaUPy///2v2CccO3bsEwdTkvx7bynWj0RERLZUrOLm888/L9bJZDIZi5sHOOaGiIhIGsUqbi5fvmztOEocjrkhIiKSxhNfM8nLy8O5c+eg1WotGU+JYbxxpozFDRERkS2ZXdxkZ2dj2LBhcHFxQd26dZGYmAgAGDNmDGbOnGnxAO2VTvdghWIFixsiIiJbMru4iYqKwsmTJ7Fnzx44OTkZ20NCQrB27VqLBmfPHown5pgbIiIiGzP79gubNm3C2rVr0axZM8geuuRSt25d/PPPPxYNzp7pDPeW4mUpIiIimzK75+b27dvw9vYu0J6VlWVS7DzvtFznhoiISBJmFzdBQUHYsmWL8bGhoPnqq68QHBxsucjsnO7BdSkHjrkhIiKyKbMvS82YMQOdOnXCmTNnoNVqMW/ePJw5cwYHDhzA77//bo0Y7RKnghMREUnD7J6bli1bIiEhAVqtFoGBgdixYwe8vb1x8OBBNG7c2Box2iUdp4ITERFJwuyeGwCoVq0ali5daulYSpR/x9zw9gtERES29ETFjV6vx8WLF3Hr1i3oH8wKMnj55ZctEpi90+s55oaIiEgKZhc3hw4dQv/+/XH16lWIB+NKDGQyGXQ6ncWCs2ecLUVERCQNs4ubkSNHGmdMlS9fntO/i8AxN0RERNIwu7i5cOECNmzYgOrVq1sjnhJDa1jEjz03RERENmX2aNemTZvi4sWL1oilRHlwaynefoGIiMjGzO65GTNmDN59910kJycjMDAQSqXSZHu9evUsFpw9M9x+Qc7ihoiIyKbMLm5effVVAMDQoUONbTKZDEIIDih+iGFAMXtuiIiIbMvs4uby5cvWiKPE0XG2FBERkSTMKm40Gg3atWuHX375BbVr17ZWTCWCjj03REREkjBrQLFSqUROTo61YilR2HNDREQkDbNnS40aNQqzZs2CVqu1RjwlBm+/QEREJA2zx9wcPXoUO3fuxI4dOxAYGAhXV1eT7T/++KPFgrNnel6WIiIikoTZxY2np6dxxhQVzdBzw6ngREREtmV2cbNs2TJrxFHicEAxERGRNJ5oQIhWq8Vvv/2GL7/8EhkZGQCAmzdvIjMz06LB2TPefoGIiEgaZhc3V69eRWBgIHr06IFRo0bh9u3bAIBZs2ZhwoQJZp1r79696NatG/z8/CCTybBp06bHHrNnzx40atQIKpUK1atXx/Lly819CTah5+0XiIiIJGF2cTNu3DgEBQXh7t27cHZ2Nrb36tULO3fuNOtcWVlZqF+/PhYuXFis/S9fvowuXbqgbdu2SEhIwDvvvIPhw4dj+/btZj2vLWh5+wUiIiJJmD3mZt++fThw4AAcHR1N2itXrowbN26Yda5OnTqhU6dOxd5/8eLFqFKlCubMmQMAqF27Nv744w98/vnnCAsLM+u5rY1jboiIiKRhdnGj1+sLvX/U9evX4ebmZpGginLw4EGEhISYtIWFheGdd94p8pjc3Fzk5uYaH6vVagD5qy1rNBqLxmc4n0ajMfbcQOgt/jxkmmuyLubadphr22GubcdSuTbneLOLmw4dOiA2NhZLliwBkH/TzMzMTERHR6Nz587mns4sycnJ8PHxMWnz8fGBWq3G/fv3TS6TGcTExGDatGkF2nfs2AEXFxerxBkXF4e79xQAZIg/ehSZF4RVnofyc022wVzbDnNtO8y17TxtrrOzs4u9r9nFzZw5cxAWFoY6deogJycH/fv3x4ULF1C2bFmsXr3a3NNZXVRUFCIjI42P1Wo1AgIC0KFDB7i7u1v0uTQaDeLi4hAaGor5F48A2VkIbtYUzaqWtujzkGmulUql1OGUaMy17TDXtsNc246lcm248lIcZhc3FSpUwMmTJ7F27VqcPHkSmZmZGDZsGAYMGFBoz4kl+fr6IiUlxaQtJSUF7u7uRT63SqWCSqUq0K5UKq32gVYqlXgw5AYqR+s9D1n3fSRTzLXtMNe2w1zbztPm2pxjzS5uVq9ejfDwcAwYMAADBgww2fbee+/h008/NfeUxRYcHIytW7eatMXFxSE4ONhqz/mkdII3ziQiIpKC2VPB33rrLfz6668F2sePH4/vv//erHNlZmYiISEBCQkJAPKneickJCAxMRFA/iWlQYMGGfcfOXIkLl26hPfffx9nz57FokWLsG7dOowfP97cl2F1Wh2LGyIiIimYXdysXLkS4eHh+OOPP4xtY8aMwbp167B7926zznXs2DE0bNgQDRs2BABERkaiYcOGmDJlCgAgKSnJWOgAQJUqVbBlyxbExcWhfv36mDNnDr766qtnbho4wKngREREUjH7slSXLl2waNEidO/eHXFxcfj666/x008/Yffu3XjhhRfMOlebNm0gRNEziQpbfbhNmzY4ceKEuWHbHC9LERERScPs4gYA+vfvj3v37qFFixYoV64cfv/9d1SvXt3Ssdk19twQERFJo1jFzcNTqR9Wrlw5NGrUCIsWLTK2zZ071zKR2TmtjrdfICIikkKxipuiLgNVr14darXauF0m4xe5AXtuiIiIpFGs4sbcgcLEMTdERERSMXu2FBWPoeeGxQ0REZFtsbixEi2LGyIiIkmwuLECvV7AMMPdQc4UExER2RK/ea1A99DaPey5ISIisi0WN1ZgGG8DsLghIiKytScqblasWIEWLVrAz88PV69eBQDExsbip59+smhw9kr7UHHDqeBERES2ZXZx88UXXyAyMhKdO3fGvXv3oNPpAACenp6IjY21dHx2Sc+eGyIiIsmYXdzMnz8fS5cuxcSJE6FQKIztQUFB+OuvvywanL16uOdGwYUNiYiIbMrs4uby5cvGu3g/TKVSISsryyJB2TvDmBuZjLdfICIisjWzi5sqVaogISGhQPu2bdtQu3ZtS8Rk97S89QIREZFkzL4reGRkJEaNGoWcnBwIIXDkyBGsXr0aMTEx+Oqrr6wRo93R89YLREREkjG7uBk+fDicnZ0xadIkZGdno3///vDz88O8efPQr18/a8Rod4yrE3O8DRERkc2ZXdwAwIABAzBgwABkZ2cjMzMT3t7elo7Lrul07LkhIiKSyhMVNwYuLi5wcXGxVCwlhmGFYgcF10gkIiKyNbOLm4YNG0JWyOUWmUwGJycnVK9eHYMHD0bbtm0tEqA94h3BiYiIpGN210LHjh1x6dIluLq6om3btmjbti1KlSqFf/75By+99BKSkpIQEhLyXK9WrOOYGyIiIsmY3XOTmpqKd999F5MnTzZp/7//+z9cvXoVO3bsQHR0NKZPn44ePXpYLFB7omXPDRERkWTM7rlZt24dwsPDC7T369cP69atAwCEh4fj3LlzTx+dnTLcfsFBweKGiIjI1swubpycnHDgwIEC7QcOHICTkxMAQK/XG///ecSp4ERERNIx+7LUmDFjMHLkSMTHx+Oll14CABw9ehRfffUVPvroIwDA9u3b0aBBA4sGak84oJiIiEg6Zhc3kyZNQpUqVbBgwQKsWLECAFCzZk0sXboU/fv3BwCMHDkSb731lmUjtSMcc0NERCSdp1rEryjOzs5PHFBJoBccc0NERCQVrjJnBRxzQ0REJB2ze250Oh0+//xzrFu3DomJicjLyzPZnpaWZrHg7BVvv0BERCQds3tupk2bhrlz56Jv375IT09HZGQkXnnlFcjlckydOtUKIdof4+0X5OwYIyIisjWzv31XrlyJpUuX4t1334WDgwPCw8Px1VdfYcqUKTh06JA1YrQ7nC1FREQkHbOLm+TkZAQGBgIASpUqhfT0dABA165dsWXLFstGZ6c4W4qIiEg6Zhc3FSpUQFJSEgCgWrVq2LFjB4D8tW5UKpVlo7NTOr0eAIsbIiIiKZhd3PTq1Qs7d+4EkL+g3+TJk1GjRg0MGjQIQ4cOtXiA9kiXX9vAgcUNERGRzZk9W2rmzJnG/+/bty8qVaqEAwcOoEaNGujWrZtFg7NXhjE3chY3RERENmdWcaPRaPDmm29i8uTJqFKlCgCgWbNmaNasmVWCs1eGy1LsuSEiIrI9sy5LKZVK/PDDD9aKpcR4sMwNx9wQERFJwOwxNz179sSmTZssFsDChQtRuXJlODk5oWnTpjhy5Mgj94+NjUXNmjXh7OyMgIAAjB8/Hjk5ORaLxxIMl6XYc0NERGR7Zo+5qVGjBj7++GPs378fjRs3hqurq8n2sWPHFvtca9euRWRkJBYvXoymTZsiNjYWYWFhOHfuHLy9vQvsv2rVKnz44Yf45ptv0Lx5c5w/fx6DBw+GTCbD3LlzzX0pVqN9cFmKY26IiIhsz+zi5uuvv4anpyfi4+MRHx9vsk0mk5lV3MydOxcjRozAkCFDAACLFy/Gli1b8M033+DDDz8ssP+BAwfQokUL493HK1eujPDwcBw+fNjcl2FVhtsvsOeGiIjI9swubi5fvmyRJ87Ly0N8fDyioqKMbXK5HCEhITh48GChxzRv3hzff/89jhw5giZNmuDSpUvYunUrBg4cWOTz5ObmIjc31/hYrVYDyB8crdFoLPJaDAzn02h1AADZQ21kWcZcM79Wx1zbDnNtO8y17Vgq1+Ycb3ZxY5CXl4fLly+jWrVqcHAw/zSpqanQ6XTw8fExaffx8cHZs2cLPaZ///5ITU1Fy5YtIYSAVqvFyJEj8dFHHxX5PDExMZg2bVqB9h07dsDFxcXsuIvj/MV/AMhx/Voitm69YpXnoHxxcXFSh/DcYK5th7m2Hebadp4219nZ2cXe1+yqJDs7G2PGjMG3334LADh//jyqVq2KMWPGwN/fv9DLSZayZ88ezJgxA4sWLULTpk1x8eJFjBs3DtOnT8fkyZMLPSYqKgqRkZHGx2q1GgEBAejQoQPc3d0tGp9Go0FcXBwqVa4CXL+KqlUqo3PnWhZ9DspnyHVoaCiUSqXU4ZRozLXtMNe2w1zbjqVybbjyUhxmFzdRUVE4efIk9uzZg44dOxrbQ0JCMHXq1GIXN2XLloVCoUBKSopJe0pKCnx9fQs9ZvLkyRg4cCCGDx8OAAgMDERWVhbeeOMNTJw4EfJC7sKtUqkKvS2EUqm03gdalh+Ho4OCvzRWZtX3kUww17bDXNsOc207T5trc441eyr4pk2bsGDBArRs2RIy2b8DZuvWrYt//vmn2OdxdHRE48aNjbdyAAC9Xo+dO3ciODi40GOys7MLFDAKhQIAIIQw52VYlZaL+BEREUnG7J6b27dvFzpNOysry6TYKY7IyEhEREQgKCgITZo0QWxsLLKysoyzpwYNGgR/f3/ExMQAALp164a5c+eiYcOGxstSkydPRrdu3YxFzrOAt18gIiKSjtnFTVBQELZs2YIxY8YAgLGg+eqrr4rscSlK3759cfv2bUyZMgXJyclo0KABtm3bZhxknJiYaNJTM2nSJMhkMkyaNAk3btxAuXLl0K1bN3zyySfmvgyr4iJ+RERE0jG7uJkxYwY6deqEM2fOQKvVYt68eThz5gwOHDiA33//3ewARo8ejdGjRxe6bc+ePabBOjggOjoa0dHRZj+PLekeXCLj7ReIiIhsz+wxNy1btkRCQgK0Wi0CAwOxY8cOeHt74+DBg2jcuLE1YrQ77LkhIiKSzhOtc1OtWjUsXbrU0rGUGFqOuSEiIpKM2T03ISEhWL58uVnzzZ83vP0CERGRdMwuburWrYuoqCj4+vqid+/e+Omnn7h89X/8O+bG7PQSERHRUzL723fevHm4ceMGNm3aBFdXVwwaNAg+Pj544403nmhAcUlkGHOjYMcNERGRzT1R14JcLkeHDh2wfPlypKSk4Msvv8SRI0fQrl07S8dnlwxjbhQK9twQERHZ2hPfOBMAkpOTsWbNGnz//ff4888/0aRJE0vFZdf0nC1FREQkGbO7FtRqNZYtW4bQ0FAEBATgiy++QPfu3XHhwgUcOnTIGjHaHWPPDYsbIiIimzO758bHxwdeXl7o27cvYmJiEBQUZI247Nq/Y25Y3BAREdma2cXN5s2b0b59+0LvwE35jIv4cUQxERGRzZld3ISGhlojjhKFt18gIiKSzhMNKN6wYQPWrVuHxMRE5OXlmWw7fvy4RQKzZ7wsRUREJB2zry3973//w5AhQ+Dj44MTJ06gSZMmKFOmDC5duoROnTpZI0a7wwHFRERE0jG7uFm0aBGWLFmC+fPnw9HREe+//z7i4uIwduxYpKenWyNGu6PnmBsiIiLJmF3cJCYmonnz5gAAZ2dnZGRkAAAGDhyI1atXWzY6O/Vvzw0HXRMREdma2d++vr6+SEtLAwBUrFjRuLbN5cuXIR4MpH3eccwNERGRdMwubtq1a4fNmzcDAIYMGYLx48cjNDQUffv2Ra9evSweoD3imBsiIiLpmD1basmSJdDr9QCAUaNGoUyZMjhw4AC6d++ON9980+IB2iOOuSEiIpKO2cWNXC43WcCvX79+6Nevn0WDsnfsuSEiIpIOR7xaAcfcEBERSYfFjRVwhWIiIiLpsLixAt5bioiISDosbqyAl6WIiIik80TFjVarxW+//YYvv/zSuIjfzZs3kZmZadHg7BUHFBMREUnH7NlSV69eRceOHZGYmIjc3FyEhobCzc0Ns2bNQm5uLhYvXmyNOO2KcSo4VygmIiKyObO/fceNG4egoCDcvXsXzs7OxvZevXph586dFg3OXhl7bjjmhoiIyObM7rnZt28fDhw4AEdHR5P2ypUr48aNGxYLzJ5xzA0REZF0zO650ev10Ol0BdqvX78ONzc3iwRl7zjmhoiISDpmFzcdOnRAbGys8bFMJkNmZiaio6PRuXNnS8Zml/QP3TvUgcUNERGRzZl9WWrOnDkICwtDnTp1kJOTg/79++PChQsoW7YsVq9ebY0Y7crDxY2cxQ0REZHNmV3cVKhQASdPnsTatWtx8uRJZGZmYtiwYRgwYIDJAOPnFXtuiIiIpGV2cbN37140b94cAwYMwIABA4ztWq0We/fuxcsvv2zRAO2N/qH/55gbIiIi2zN7zE3btm2RlpZWoD09PR1t27a1SFD2jD03RERE0jK7uBFCQFbIFOc7d+7A1dXVIkHZs4eLG/bcEBER2V6xL0u98sorAPJnRw0ePBgqlcq4TafT4c8//0Tz5s0tH6Gd0T0obuQyFFoEEhERkXUVu7jx8PAAkN9z4+bmZjJ42NHREc2aNcOIESMsH6GdEQ+KG956gYiISBrFLm6WLVsGIH8l4gkTJljsEtTChQvx6aefIjk5GfXr18f8+fPRpEmTIve/d+8eJk6ciB9//BFpaWmoVKkSYmNjn5k1dgw9N7wkRUREJA2zZ0tFR0db7MnXrl2LyMhILF68GE2bNkVsbCzCwsJw7tw5eHt7F9g/Ly8PoaGh8Pb2xoYNG+Dv74+rV6/C09PTYjE9LT2LGyIiIkmZXdwAwIYNG7Bu3TokJiYiLy/PZNvx48eLfZ65c+dixIgRGDJkCABg8eLF2LJlC7755ht8+OGHBfb/5ptvkJaWhgMHDkCpVALI70l6lhimgrO4ISIikobZxc3//vc/TJw4EYMHD8ZPP/2EIUOG4J9//sHRo0cxatSoYp8nLy8P8fHxiIqKMrbJ5XKEhITg4MGDhR6zefNmBAcHY9SoUfjpp59Qrlw59O/fHx988AEUCkWhx+Tm5iI3N9f4WK1WAwA0Gg00Gk2x4y0OjUbzUM8NLH5++pcht8yx9THXtsNc2w5zbTuWyrU5x5td3CxatAhLlixBeHg4li9fjvfffx9Vq1bFlClTCl3/piipqanQ6XTw8fExaffx8cHZs2cLPebSpUvYtWsXBgwYgK1bt+LixYt4++23odFoirxcFhMTg2nTphVo37FjB1xcXIodb3EZihttXh62bt1q8fOTqbi4OKlDeG4w17bDXNsOc207T5vr7OzsYu9rdnGTmJhonPLt7OyMjIwMAMDAgQPRrFkzLFiwwNxTFpter4e3tzeWLFkChUKBxo0b48aNG/j000+LLG6ioqIQGRlpfKxWqxEQEIAOHTrA3d3dovFpNBp8szH/zXNxdkLnzq0ten76l0ajQVxcHEJDQ42XKMk6mGvbYa5th7m2HUvl2nDlpTjMLm58fX2Ns5QqVqyIQ4cOoX79+rh8+TKEEI8/wQNly5aFQqFASkqKSXtKSgp8fX0LPaZ8+fJQKpUml6Bq166N5ORk5OXlwdHRscAxKpXKZE0eA6VSaZUPtKHnxkEh5y+MDVjrfaSCmGvbYa5th7m2nafNtTnHmr0YS7t27bB582YAwJAhQzB+/HiEhoaib9++6NWrV7HP4+joiMaNG2Pnzp3GNr1ej507dyI4OLjQY1q0aIGLFy9Cr//3Dk7nz59H+fLlCy1spGCIjLdeICIikobZPTdLliwxFhejRo1CmTJlcODAAXTv3h1vvvmmWeeKjIxEREQEgoKC0KRJE8TGxiIrK8s4e2rQoEHw9/dHTEwMAOCtt97CggULMG7cOIwZMwYXLlzAjBkzMHbsWHNfhtUYVyhmcUNERCQJs4sbuVwO+UOr7/br1w/9+vV7oifv27cvbt++jSlTpiA5ORkNGjTAtm3bjIOMExMTTZ4rICAA27dvx/jx41GvXj34+/tj3Lhx+OCDD57o+a1BL/KLGvbcEBERSeOJ1rnJycnBn3/+iVu3bplcIgKA7t27m3Wu0aNHY/To0YVu27NnT4G24OBgHDp0yKznsKV/p4Lz9gtERERSMLu42bZtGwYNGoTU1NQC22QyGXQ6nUUCs1cPr3NDREREtmf2V/CYMWPQu3dvJCUlQa/Xm/w874UNwJ4bIiIiqZn9DZySkoLIyMgCi+9RPs6WIiIikpbZxc1rr71W6FgYyscbZxIREUnL7DE3CxYsQO/evbFv3z4EBgYWWFTnWZqWLQVjcSNjcUNERCQFs4ub1atXY8eOHXBycsKePXsge+hLXCaTPffFjc64QjGLGyIiIimYXdxMnDgR06ZNw4cffmiyBg3lE7wsRUREJCmzq5O8vDz07duXhU0RjD03LG6IiIgkYXaFEhERgbVr11ojlhLBMFtKzjE3REREkjD7spROp8Ps2bOxfft21KtXr8CA4rlz51osOHuk55gbIiIiSZld3Pz1119o2LAhAODUqVMm22TsreAifkRERBIzu7jZvXu3NeIoMf6dCi5tHERERM8rdi9YGHtuiIiIpFWsnptXXnkFy5cvh7u7O1555ZVH7vvjjz9aJDB7xdsvEBERSatYxY2Hh4dxPI2Hh4dVA7J3xp4bXpciIiKSRLGKm2XLlhX6/1SQTuQXNbz9AhERkTTMHhhy9uzZIrdt3779qYIpCbhCMRERkbTMLm4aNWqEhQsXmrTl5uZi9OjR6NGjh8UCs1dcoZiIiEhaZhc3y5cvx5QpU9C5c2ekpKQgISEBDRs2xG+//YZ9+/ZZI0a7omfPDRERkaTMLm769OmDkydPQqPRoG7duggODkbr1q1x/PhxvPTSS9aI0a6wuCEiIpLWEy/GkpeXB51OB51Oh/Lly8PJycmScdktTgUnIiKSltnFzZo1axAYGAgPDw+cP38eW7ZswZIlS9CqVStcunTJGjHaFS7iR0REJC2zv4GHDRuGGTNmYPPmzShXrhxCQ0Px559/wt/fHw0aNLBCiPbl3+JG2jiIiIieV2bfW+r48eOoWbOmSVvp0qWxbt06rFixwmKB2Ssde26IiIgkZXZxYyhs4uPj8ffffwMA6tSpg0aNGmHgwIGWjc4OCU4FJyIikpTZxc2tW7fQr18/7NmzB56engCAe/fuoW3btlizZg3KlStn6Rjtio6zpYiIiCRl9rWTMWPGICMjA6dPn0ZaWhrS0tJw6tQpqNVqjB071hox2hXDbCkWN0RERNIwu+dm27Zt+O2331C7dm1jW506dbBw4UJ06NDBosHZI65zQ0REJC2ze270ej2USmWBdqVSCb1eX8gRzxc9x9wQERFJyuzipl27dhg3bhxu3rxpbLtx4wbGjx+P9u3bWzQ4e2QobuQsboiIiCRhdnGzYMECqNVqVK5cGdWqVUO1atVQpUoVqNVqzJ8/3xox2hX23BAREUnL7DE3AQEBOH78OH777TecPXsWAFC7dm2EhIRYPDh7xAHFRERE0jKruNFoNHB2dkZCQgJCQ0MRGhpqrbjsll7kFzUOXMSPiIhIEmZ9AyuVSlSsWBE6nc5a8dg9HW+/QEREJCmzv4InTpyIjz76CGlpadaIx+4J3n6BiIhIUmaPuVmwYAEuXrwIPz8/VKpUCa6uribbjx8/brHg7JGOA4qJiIgkZXZx07NnT4sHsXDhQnz66adITk5G/fr1MX/+fDRp0uSxx61Zswbh4eHo0aMHNm3aZPG4ngSnghMREUnL7OImOjraogGsXbsWkZGRWLx4MZo2bYrY2FiEhYXh3Llz8Pb2LvK4K1euYMKECWjVqpVF43lanApOREQkrSceGHLs2DGsWLECK1asQHx8/BMHMHfuXIwYMQJDhgxBnTp1sHjxYri4uOCbb74p8hidTocBAwZg2rRpqFq16hM/tzVwKjgREZG0zO65uX79OsLDw7F//36Tu4I3b94ca9asQYUKFYp9rry8PMTHxyMqKsrYJpfLERISgoMHDxZ53Mcffwxvb28MGzYM+/bte+Rz5ObmIjc31/hYrVYDyJ/WrtFoih1rcWg0GmPPDfQ6i5+f/mXILXNsfcy17TDXtsNc246lcm3O8WYXN8OHD4dGo8Hff/+NmjVrAgDOnTuHIUOGYPjw4di2bVuxz5WamgqdTgcfHx+Tdh8fH+MCgf/1xx9/4Ouvv0ZCQkKxniMmJgbTpk0r0L5jxw64uLgUO9bi0gsFAODwoYNIOW3x09N/xMXFSR3Cc4O5th3m2naYa9t52lxnZ2cXe1+zi5vff/8dBw4cMBY2AFCzZk3Mnz/f6uNfMjIyMHDgQCxduhRly5Yt1jFRUVGIjIw0Plar1QgICECHDh3g7u5u0fg0Gg2mxu8CALRq2QKB/h4WPT/9S6PRIC4uDqGhoYXeyJUsh7m2Hebadphr27FUrg1XXorjiW6/UFjXkE6ng5+fn1nnKlu2LBQKBVJSUkzaU1JS4OvrW2D/f/75B1euXEG3bt2MbYY7kTs4OODcuXOoVq2ayTEqlQoqlarAuZRKpVU+0IbLUipH65yfTFnrfaSCmGvbYa5th7m2nafNtTnHmj2g+NNPP8WYMWNw7NgxY9uxY8cwbtw4fPbZZ2ady9HREY0bN8bOnTuNbXq9Hjt37kRwcHCB/WvVqoW//voLCQkJxp/u3bujbdu2SEhIQEBAgLkvx+IMazfz9gtERETSMLvnZvDgwcjOzkbTpk3h4JB/uFarhYODA4YOHYqhQ4ca9y3OKsaRkZGIiIhAUFAQmjRpgtjYWGRlZWHIkCEAgEGDBsHf3x8xMTFwcnLCiy++aHK8YVDzf9ulouftF4iIiCRldnETGxtr0QD69u2L27dvY8qUKUhOTkaDBg2wbds24yDjxMREyO2oF4S3XyAiIpKW2cVNRESExYMYPXo0Ro8eXei2PXv2PPLY5cuXWzyep8HbLxAREUnL7OIGyB88vHHjRvz9998AgDp16qBHjx7Gy1TPM95+gYiISFpmVyOnT59G9+7dkZycbJwOPmvWLJQrVw4///zzMzP2RSq8/QIREZG0zB4YMnz4cNStWxfXr1/H8ePHcfz4cVy7dg316tXDG2+8YY0Y7YYQAnrkFzW8/QIREZE0zO65SUhIwLFjx+Dl5WVs8/LywieffIKXXnrJosHZG+OtF8CeGyIiIqmY3XPzwgsvFFh0DwBu3bqF6tWrWyQoe6V9qLrhmBsiIiJpmF3cxMTEYOzYsdiwYQOuX7+O69evY8OGDXjnnXcwa9YsqNVq48/zRv9QccOeGyIiImmYfVmqa9euAIA+ffpAJsv/AhcPFncx3BZBCAGZTAadTlf4SUqoh3tuOOaGiIhIGmYXN7t377ZGHCWC7uHiRsbihoiISApmFzetW7cuctupU6ee66ngugc38QTYc0NERCSVp75HQEZGBpYsWYImTZqgfv36lojJbumMt16QGS/ZERERkW09cXGzd+9eREREoHz58vjss8/Qrl07HDp0yJKx2R3DZSn22hAREUnHrMtSycnJWL58Ob7++muo1Wr06dMHubm52LRpE+rUqWOtGO2G9sFlKQVrGyIiIskUu+emW7duqFmzJv7880/Exsbi5s2bmD9/vjVjszuGITe8IzgREZF0it1z8+uvv2Ls2LF46623UKNGDWvGZLcMU8G5xg0REZF0it3F8McffyAjIwONGzdG06ZNsWDBAqSmplozNrtjmC3FMTdERETSKXZx06xZMyxduhRJSUl48803sWbNGvj5+UGv1yMuLg4ZGRnWjNMuaDmgmIiISHJmDw5xdXXF0KFD8ccff+Cvv/7Cu+++i5kzZ8Lb2xvdu3e3Rox2498xNyxuiIiIpPJUI19r1qyJ2bNn4/r161i9erWlYrJbWl6WIiIikpxFpvUoFAr07NkTmzdvtsTp7JZxnRsu4EdERCQZzlm2II65ISIikh6LGwvSC04FJyIikhqLGwtizw0REZH0WNxYEO8tRUREJD0WNxbE4oaIiEh6LG4sSMfbLxAREUmOxY0FGYobOYsbIiIiybC4sSDeOJOIiEh6LG4sSM8xN0RERJJjcWNBnApOREQkPRY3FsTbLxAREUmPxY0F6QR7boiIiKTG4saCOBWciIhIeixuLIhjboiIiKTH4saCuEIxERGR9FjcWBCLGyIiIumxuLEgjrkhIiKS3jNR3CxcuBCVK1eGk5MTmjZtiiNHjhS579KlS9GqVSt4eXnBy8sLISEhj9zflrS8/QIREZHkJC9u1q5di8jISERHR+P48eOoX78+wsLCcOvWrUL337NnD8LDw7F7924cPHgQAQEB6NChA27cuGHjyAvSs+eGiIhIcpIXN3PnzsWIESMwZMgQ1KlTB4sXL4aLiwu++eabQvdfuXIl3n77bTRo0AC1atXCV199Bb1ej507d9o48oI45oaIiEh6DlI+eV5eHuLj4xEVFWVsk8vlCAkJwcGDB4t1juzsbGg0GpQuXbrQ7bm5ucjNzTU+VqvVAACNRgONRvMU0ReUp9UBAGRCWPzcZMqQX+bZ+phr22GubYe5th1L5dqc4yUtblJTU6HT6eDj42PS7uPjg7NnzxbrHB988AH8/PwQEhJS6PaYmBhMmzatQPuOHTvg4uJiftCP8M8VOQA5riVexdatly16bipcXFyc1CE8N5hr22GubYe5tp2nzXV2dnax95W0uHlaM2fOxJo1a7Bnzx44OTkVuk9UVBQiIyONj9VqtXGcjru7u0XjOfbLGSDpOqpVrYLOYTUtem4ypdFoEBcXh9DQUCiVSqnDKdGYa9thrm2HubYdS+XacOWlOCQtbsqWLQuFQoGUlBST9pSUFPj6+j7y2M8++wwzZ87Eb7/9hnr16hW5n0qlgkqlKtCuVCot/oEWyB9r4+ig4C+LjVjjfaTCMde2w1zbDnNtO0+ba3OOlXRAsaOjIxo3bmwyGNgwODg4OLjI42bPno3p06dj27ZtCAoKskWoxcKp4ERERNKT/LJUZGQkIiIiEBQUhCZNmiA2NhZZWVkYMmQIAGDQoEHw9/dHTEwMAGDWrFmYMmUKVq1ahcqVKyM5ORkAUKpUKZQqVUqy1wFwET8iIqJngeTFTd++fXH79m1MmTIFycnJaNCgAbZt22YcZJyYmAi5/N8Opi+++AJ5eXl47bXXTM4THR2NqVOn2jL0AjgVnIiISHqSFzcAMHr0aIwePbrQbXv27DF5fOXKFesH9ITYc0NERCQ9yRfxK0k45oaIiEh6LG4siLdfICIikh6LGwvScswNERGR5FjcWBDH3BAREUmPxY0FGYobuYzFDRERkVRY3FiQTrDnhoiISGosbiyI69wQERFJj8WNBXFAMRERkfRY3FiQnsUNERGR5FjcWBB7boiIiKTH4saCOBWciIhIeixuLIi3XyAiIpIeixsL4u0XiIiIpMfixoI45oaIiEh6LG4syLjODVcoJiIikgyLGwsyrFDMnhsiIiLpsLixoH9nSzGtREREUuG3sAXx9gtERETSY3FjQVq9HgCgYFaJiIgkw69hC3pQ20DBy1JERESS4bewBWm5zg0REZHkWNxYkM54WYrFDRERkVRY3FgQF/EjIiKSHosbC3pQ27C4ISIikhCLGwsRQnAqOBER0TOAxY2FGAobgLdfICIikhKLGwsx3HoBYM8NERGRlFjcWMjDPTecCk5ERCQdFjcWotWz54aIiOhZwOLGQnQ6FjdERETPAhY3FvLwmBvWNkRERNJhcWMhhjE3cpmAjLOliIiIJMPixkIMY26YUCIiImnxu9hC9MaeG4kDISIies6xuLEQ432lWNwQERFJ6pkobhYuXIjKlSvDyckJTZs2xZEjRx65//r161GrVi04OTkhMDAQW7dutVGkRTPcEZw9N0RERNKSvLhZu3YtIiMjER0djePHj6N+/foICwvDrVu3Ct3/wIEDCA8Px7Bhw3DixAn07NkTPXv2xKlTp2wcuSlDzw3HEhMREUlL8uJm7ty5GDFiBIYMGYI6depg8eLFcHFxwTfffFPo/vPmzUPHjh3x3nvvoXbt2pg+fToaNWqEBQsW2DhyU8abZkoaBREREUla3OTl5SE+Ph4hISHGNrlcjpCQEBw8eLDQYw4ePGiyPwCEhYUVub+t6DigmIiI6JngIOWTp6amQqfTwcfHx6Tdx8cHZ8+eLfSY5OTkQvdPTk4udP/c3Fzk5uYaH6enpwMA0tLSoNFoniZ8E6l30qHPzYaAwJ07d6BUKi12bipIo9EgOzububYB5tp2mGvbYa5tx1K5zsjIAACIhxbNLYqkxY0txMTEYNq0aQXaq1SpYpXnuwag/CyrnJqIiOi5l5GRAQ8Pj0fuI2lxU7ZsWSgUCqSkpJi0p6SkwNfXt9BjfH19zdo/KioKkZGRxsd6vR5paWkoU6aMxVcSVqvVCAgIwLVr1+Du7m7Rc5Mp5tp2mGvbYa5th7m2HUvlWgiBjIwM+Pn5PXZfSYsbR0dHNG7cGDt37kTPnj0B5BcfO3fuxOjRows9Jjg4GDt37sQ777xjbIuLi0NwcHCh+6tUKqhUKpM2T09PS4RfJHd3d/6y2AhzbTvMte0w17bDXNuOJXL9uB4bA8kvS0VGRiIiIgJBQUFo0qQJYmNjkZWVhSFDhgAABg0aBH9/f8TExAAAxo0bh9atW2POnDno0qUL1qxZg2PHjmHJkiVSvgwiIiJ6Rkhe3PTt2xe3b9/GlClTkJycjAYNGmDbtm3GQcOJiYmQy/+d1NW8eXOsWrUKkyZNwkcffYQaNWpg06ZNePHFF6V6CURERPQMkby4AYDRo0cXeRlqz549Bdp69+6N3r17Wzkq86lUKkRHRxe4DEaWx1zbDnNtO8y17TDXtiNFrmWiOHOqiIiIiOyE5CsUExEREVkSixsiIiIqUVjcEBERUYnC4oaIiIhKFBY3FrJw4UJUrlwZTk5OaNq0KY4cOSJ1SHYnJiYGL730Etzc3ODt7Y2ePXvi3LlzJvvk5ORg1KhRKFOmDEqVKoVXX321wIrViYmJ6NKlC1xcXODt7Y333nsPWq3Wli/F7sycORMymcxkcUzm2nJu3LiB119/HWXKlIGzszMCAwNx7Ngx43YhBKZMmYLy5cvD2dkZISEhuHDhgsk50tLSMGDAALi7u8PT0xPDhg1DZmamrV/KM02n02Hy5MmoUqUKnJ2dUa1aNUyfPt3kXkTM9ZPZu3cvunXrBj8/P8hkMmzatMlku6Xy+ueff6JVq1ZwcnJCQEAAZs+e/WQBC3pqa9asEY6OjuKbb74Rp0+fFiNGjBCenp4iJSVF6tDsSlhYmFi2bJk4deqUSEhIEJ07dxYVK1YUmZmZxn1GjhwpAgICxM6dO8WxY8dEs2bNRPPmzY3btVqtePHFF0VISIg4ceKE2Lp1qyhbtqyIioqS4iXZhSNHjojKlSuLevXqiXHjxhnbmWvLSEtLE5UqVRKDBw8Whw8fFpcuXRLbt28XFy9eNO4zc+ZM4eHhITZt2iROnjwpunfvLqpUqSLu379v3Kdjx46ifv364tChQ2Lfvn2ievXqIjw8XIqX9Mz65JNPRJkyZcQvv/wiLl++LNavXy9KlSol5s2bZ9yHuX4yW7duFRMnThQ//vijACA2btxost0SeU1PTxc+Pj5iwIAB4tSpU2L16tXC2dlZfPnll2bHy+LGApo0aSJGjRplfKzT6YSfn5+IiYmRMCr7d+vWLQFA/P7770IIIe7duyeUSqVYv369cZ+///5bABAHDx4UQuT/AsrlcpGcnGzc54svvhDu7u4iNzfXti/ADmRkZIgaNWqIuLg40bp1a2Nxw1xbzgcffCBatmxZ5Ha9Xi98fX3Fp59+amy7d++eUKlUYvXq1UIIIc6cOSMAiKNHjxr3+fXXX4VMJhM3btywXvB2pkuXLmLo0KEmba+88ooYMGCAEIK5tpT/FjeWyuuiRYuEl5eXyd+PDz74QNSsWdPsGHlZ6inl5eUhPj4eISEhxja5XI6QkBAcPHhQwsjsX3p6OgCgdOnSAID4+HhoNBqTXNeqVQsVK1Y05vrgwYMIDAw0rnANAGFhYVCr1Th9+rQNo7cPo0aNQpcuXUxyCjDXlrR582YEBQWhd+/e8Pb2RsOGDbF06VLj9suXLyM5Odkk1x4eHmjatKlJrj09PREUFGTcJyQkBHK5HIcPH7bdi3nGNW/eHDt37sT58+cBACdPnsQff/yBTp06AWCurcVSeT148CBefvllODo6GvcJCwvDuXPncPfuXbNieiZWKLZnqamp0Ol0Jn/gAcDHxwdnz56VKCr7p9fr8c4776BFixbGW2skJyfD0dGxwI1PfXx8kJycbNynsPfCsI3+tWbNGhw/fhxHjx4tsI25tpxLly7hiy++QGRkJD766CMcPXoUY8eOhaOjIyIiIoy5KiyXD+fa29vbZLuDgwNKly7NXD/kww8/hFqtRq1ataBQKKDT6fDJJ59gwIABAMBcW4ml8pqcnIwqVaoUOIdhm5eXV7FjYnFDz6RRo0bh1KlT+OOPP6QOpUS6du0axo0bh7i4ODg5OUkdTomm1+sRFBSEGTNmAAAaNmyIU6dOYfHixYiIiJA4upJl3bp1WLlyJVatWoW6desiISEB77zzDvz8/Jjr5wwvSz2lsmXLQqFQFJhFkpKSAl9fX4mism+jR4/GL7/8gt27d6NChQrGdl9fX+Tl5eHevXsm+z+ca19f30LfC8M2yhcfH49bt26hUaNGcHBwgIODA37//Xf873//g4ODA3x8fJhrCylfvjzq1Klj0la7dm0kJiYC+DdXj/ob4uvri1u3bpls12q1SEtLY64f8t577+HDDz9Ev379EBgYiIEDB2L8+PGIiYkBwFxbi6Xyasm/KSxunpKjoyMaN26MnTt3Gtv0ej127tyJ4OBgCSOzP0IIjB49Ghs3bsSuXbsKdE82btwYSqXSJNfnzp1DYmKiMdfBwcH466+/TH6J4uLi4O7uXuAL5nnWvn17/PXXX0hISDD+BAUFYcCAAcb/Z64to0WLFgWWNDh//jwqVaoEAKhSpQp8fX1Ncq1Wq3H48GGTXN+7dw/x8fHGfXbt2gW9Xo+mTZva4FXYh+zsbMjlpl9rCoUCer0eAHNtLZbKa3BwMPbu3QuNRmPcJy4uDjVr1jTrkhQATgW3hDVr1giVSiWWL18uzpw5I9544w3h6elpMouEHu+tt94SHh4eYs+ePSIpKcn4k52dbdxn5MiRomLFimLXrl3i2LFjIjg4WAQHBxu3G6Ynd+jQQSQkJIht27aJcuXKcXpyMTw8W0oI5tpSjhw5IhwcHMQnn3wiLly4IFauXClcXFzE999/b9xn5syZwtPTU/z000/izz//FD169Ch0Gm3Dhg3F4cOHxR9//CFq1Kjx3E9P/q+IiAjh7+9vnAr+448/irJly4r333/fuA9z/WQyMjLEiRMnxIkTJwQAMXfuXHHixAlx9epVIYRl8nrv3j3h4+MjBg4cKE6dOiXWrFkjXFxcOBVcSvPnzxcVK1YUjo6OokmTJuLQoUNSh2R3ABT6s2zZMuM+9+/fF2+//bbw8vISLi4uolevXiIpKcnkPFeuXBGdOnUSzs7OomzZsuLdd98VGo3Gxq/G/vy3uGGuLefnn38WL774olCpVKJWrVpiyZIlJtv1er2YPHmy8PHxESqVSrRv316cO3fOZJ87d+6I8PBwUapUKeHu7i6GDBkiMjIybPkynnlqtVqMGzdOVKxYUTg5OYmqVauKiRMnmkwtZq6fzO7duwv9+xwRESGEsFxeT548KVq2bClUKpXw9/cXM2fOfKJ4ZUI8tHQjERERkZ3jmBsiIiIqUVjcEBERUYnC4oaIiIhKFBY3REREVKKwuCEiIqIShcUNERERlSgsboiIiKhEYXFDRE/typUrkMlkSEhIkDoUo7Nnz6JZs2ZwcnJCgwYNpA7HLIMHD0bPnj2lDoPIbrG4ISoBBg8eDJlMhpkzZ5q0b9q0CTKZTKKopBUdHQ1XV1ecO3fO5J43RFTysbghKiGcnJwwa9Ys3L17V+pQLCYvL++Jj/3nn3/QsmVLVKpUCWXKlLFgVET0rGNxQ1RChISEwNfXFzExMUXuM3Xq1AKXaGJjY1G5cmXjY8MlkRkzZsDHxweenp74+OOPodVq8d5776F06dKoUKECli1bVuD8Z8+eRfPmzeHk5IQXX3wRv//+u8n2U6dOoVOnTihVqhR8fHwwcOBApKamGre3adMGo0ePxjvvvIOyZcsiLCys0Neh1+vx8ccfo0KFClCpVGjQoAG2bdtm3C6TyRAfH4+PP/4YMpkMU6dOLfQ8GzZsQGBgIJydnVGmTBmEhIQgKysLAHD06FGEhoaibNmy8PDwQOvWrXH8+HGT42UyGb788kt07doVLi4uqF27Ng4ePIiLFy+iTZs2cHV1RfPmzfHPP/8UeA++/PJLBAQEwMXFBX369EF6enqhMRpeb0xMDKpUqQJnZ2fUr18fGzZsMG6/e/cuBgwYgHLlysHZ2Rk1atQo9P0hel6wuCEqIRQKBWbMmIH58+fj+vXrT3WuXbt24ebNm9i7dy/mzp2L6OhodO3aFV5eXjh8+DBGjhyJN998s8DzvPfee3j33Xdx4sQJBAcHo1u3brhz5w4A4N69e2jXrh0aNmyIY8eOYdu2bUhJSUGfPn1MzvHtt9/C0dER+/fvx+LFiwuNb968eZgzZw4+++wz/PnnnwgLC0P37t1x4cIFAEBSUhLq1q2Ld999F0lJSZgwYUKBcyQlJSE8PBxDhw7F33//jT179uCVV16B4XZ7GRkZiIiIwB9//IFDhw6hRo0a6Ny5MzIyMkzOM336dAwaNAgJCQmoVasW+vfvjzfffBNRUVE4duwYhBAYPXq0yTEXL17EunXr8PPPP2Pbtm04ceIE3n777SLfj5iYGHz33XdYvHgxTp8+jfHjx+P11183Fo+TJ0/GmTNn8Ouvv+Lvv//GF198gbJlyxZ5PqIS74lut0lEz5SIiAjRo0cPIYQQzZo1E0OHDhVCCLFx40bx8K95dHS0qF+/vsmxn3/+uahUqZLJuSpVqiR0Op2xrWbNmqJVq1bGx1qtVri6uorVq1cLIYS4fPmyAGByB1+NRiMqVKggZs2aJYQQYvr06aJDhw4mz33t2jUBwHj34NatW4uGDRs+9vX6+fmJTz75xKTtpZdeEm+//bbxcf369UV0dHSR54iPjxcAxJUrVx77fEIIodPphJubm/j555+NbQDEpEmTjI8PHjwoAIivv/7a2LZ69Wrh5ORkfBwdHS0UCoW4fv26se3XX38VcrnceNf1h9/PnJwc4eLiIg4cOGASz7Bhw0R4eLgQQohu3bqJIUOGFOt1ED0P2HNDVMLMmjUL3377Lf7+++8nPkfdunUhl//758HHxweBgYHGxwqFAmXKlMGtW7dMjgsODjb+v4ODA4KCgoxxnDx5Ert370apUqWMP7Vq1QIAk8s2jRs3fmRsarUaN2/eRIsWLUzaW7RoYdZrrl+/Ptq3b4/AwED07t0bS5cuNRmvlJKSghEjRqBGjRrw8PCAu7s7MjMzkZiYaHKeevXqGf/fx8cHAExy5ePjg5ycHKjVamNbxYoV4e/vb3wcHBwMvV6Pc+fOFYjz4sWLyM7ORmhoqEnuvvvuO2Pe3nrrLaxZswYNGjTA+++/jwMHDhQ7D0QlkYPUARCRZb388ssICwtDVFQUBg8ebLJNLpcbL7sYaDSaAudQKpUmj2UyWaFter2+2HFlZmaiW7dumDVrVoFt5cuXN/6/q6trsc/5NBQKBeLi4nDgwAHs2LED8+fPx8SJE3H48GFUqVIFERERuHPnDubNm4dKlSpBpVIhODi4wCDnh/NimJlWWJs5uXpYZmYmAGDLli0mBREAqFQqAECnTp1w9epVbN26FXFxcWjfvj1GjRqFzz777Imek8jeseeGqASaOXMmfv75Zxw8eNCkvVy5ckhOTjYpcCy5Ns2hQ4eM/6/VahEfH4/atWsDABo1aoTTp0+jcuXKqF69usmPOQWNu7s7/Pz8sH//fpP2/fv3o06dOmbFK5PJ0KJFC0ybNg0nTpyAo6MjNm7caDzf2LFj0blzZ9StWxcqlcpk8PPTSExMxM2bN42PDx06BLlcjpo1axbYt06dOlCpVEhMTCyQt4CAAON+5cqVQ0REBL7//nvExsZiyZIlFomVyB6x54aoBAoMDMSAAQPwv//9z6S9TZs2uH37NmbPno3XXnsN27Ztw6+//gp3d3eLPO/ChQtRo0YN1K5dG59//jnu3r2LoUOHAgBGjRqFpUuXIjw8HO+//z5Kly6NixcvYs2aNfjqq6+gUCiK/TzvvfceoqOjUa1aNTRo0ADLli1DQkICVq5cWexzHD58GDt37kSHDh3g7e2Nw4cP4/bt28ZirEaNGlixYgWCgoKgVqvx3nvvwdnZ2byEFMHJyQkRERH47LPPoFarMXbsWPTp0we+vr4F9nVzc8OECRMwfvx46PV6tGzZEunp6di/fz/c3d0RERGBKVOmoHHjxqhbty5yc3Pxyy+/GF8H0fOIPTdEJdTHH39c4FJI7dq1sWjRIixcuBD169fHkSNHCp1J9KRmzpyJmTNnon79+vjjjz+wefNm46wdQ2+LTqdDhw4dEBgYiHfeeQeenp4m43uKY+zYsYiMjMS7776LwMBAbNu2DZs3b0aNGjWKfQ53d3fs3bsXnTt3xgsvvIBJkyZhzpw56NSpEwDg66+/xt27d9GoUSMMHDgQY8eOhbe3t1lxFqV69ep45ZVX0LlzZ3To0AH16tXDokWLitx/+vTpmDx5MmJiYlC7dm107NgRW7ZsQZUqVQAAjo6OiIqKQr169fDyyy9DoVBgzZo1FomVyB7JxH8vwBMRkdVMnToVmzZteqZuVUFU0rDnhoiIiEoUFjdERERUovCyFBEREZUo7LkhIiKiEoXFDREREZUoLG6IiIioRGFxQ0RERCUKixsiIiIqUVjcEBERUYnC4oaIiIhKFBY3REREVKKwuCEiIqIS5f8BgagcAoK6m4wAAAAASUVORK5CYII=", + "image/png": "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", "text/plain": [ "
" ] @@ -532,14 +536,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "Total Max Kernel Size: 1.2210869441812149\n", + "Total Max Kernel Size: 1.2398238939447486\n", "Analytical Kernel Size: 1.2124355652982142\n", - "Relative Error: 0.00713553703851701\n" + "Relative Error: 0.022589512738186532\n" ] }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -551,7 +555,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "The last kernel size computation took 0.088178 seconds\n" + "The last kernel size computation took 0.173946 seconds\n" ] } ], @@ -577,19 +581,19 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 34/34 [02:15<00:00, 3.98s/it]\n" + "100%|██████████| 34/34 [04:32<00:00, 8.01s/it]\n" ] }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -601,14 +605,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "Total Max Kernel Size: 1.2429966258001592\n", + "Total Max Kernel Size: 1.2443902058024936\n", "Analytical Kernel Size: 1.2124355652982142\n", - "Relative Error: 0.025206337867883465\n" + "Relative Error: 0.026355743281433495\n" ] }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -620,7 +624,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "The last kernel size computation took 7.953368 seconds\n" + "The last kernel size computation took 15.996231 seconds\n" ] } ], @@ -651,7 +655,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -665,15 +669,15 @@ "name": "stdout", "output_type": "stream", "text": [ - "Target Batch: [2 / 2], Input Batch: [2 / 2] \r" + "Target Batch: [1 / 1], Input Batch: [2 / 2] \r" ] }, { "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 20/20 [00:00<00:00, 1347.29it/s]\n", - " 7%|▋ | 1/15 [00:00<00:06, 2.17it/s]" + "100%|██████████| 20/20 [00:00<00:00, 10434.89it/s]\n", + " 7%|▋ | 1/15 [00:04<01:02, 4.47s/it]" ] }, { @@ -687,8 +691,8 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 220/220 [00:00<00:00, 3295.91it/s]\n", - " 13%|█▎ | 2/15 [00:05<00:37, 2.88s/it]" + "100%|██████████| 220/220 [00:00<00:00, 3291.48it/s]\n", + " 13%|█▎ | 2/15 [00:16<01:57, 9.07s/it]" ] }, { @@ -702,8 +706,8 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 420/420 [00:00<00:00, 4432.74it/s]\n", - " 20%|██ | 3/15 [00:14<01:10, 5.89s/it]" + "100%|██████████| 420/420 [00:00<00:00, 1938.50it/s]\n", + " 20%|██ | 3/15 [00:35<02:40, 13.40s/it]" ] }, { @@ -717,8 +721,8 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 620/620 [00:00<00:00, 6579.47it/s]\n", - " 27%|██▋ | 4/15 [00:28<01:40, 9.17s/it]" + "100%|██████████| 620/620 [00:00<00:00, 1315.17it/s]\n", + " 27%|██▋ | 4/15 [01:04<03:34, 19.51s/it]" ] }, { @@ -732,8 +736,8 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 820/820 [00:00<00:00, 5228.83it/s]\n", - " 33%|███▎ | 5/15 [00:49<02:14, 13.43s/it]" + "100%|██████████| 820/820 [00:00<00:00, 1561.37it/s]\n", + " 33%|███▎ | 5/15 [01:45<04:32, 27.20s/it]" ] }, { @@ -747,23 +751,23 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 1020/1020 [00:00<00:00, 7152.07it/s]\n", - " 40%|████ | 6/15 [01:20<02:55, 19.49s/it]" + "100%|██████████| 1020/1020 [00:00<00:00, 1654.96it/s]\n", + " 40%|████ | 6/15 [02:38<05:24, 36.08s/it]" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "Target Batch: [8 / 8], 2], Input Batch: [122 / 122] \r" + "Target Batch: [7 / 7], 2], Input Batch: [122 / 122] \r" ] }, { "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 1220/1220 [00:00<00:00, 4680.58it/s]\n", - " 47%|████▋ | 7/15 [02:00<03:29, 26.18s/it]" + "100%|██████████| 1220/1220 [00:00<00:00, 1570.18it/s]\n", + " 47%|████▋ | 7/15 [03:44<06:08, 46.02s/it]" ] }, { @@ -777,8 +781,8 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 1420/1420 [00:00<00:00, 5731.18it/s]\n", - " 53%|█████▎ | 8/15 [02:52<04:00, 34.42s/it]" + "100%|██████████| 1420/1420 [00:00<00:00, 1630.81it/s]\n", + " 53%|█████▎ | 8/15 [05:06<06:41, 57.35s/it]" ] }, { @@ -792,8 +796,8 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 1620/1620 [00:00<00:00, 4788.37it/s]\n", - " 60%|██████ | 9/15 [04:00<04:28, 44.76s/it]" + "100%|██████████| 1620/1620 [00:00<00:00, 1655.49it/s]\n", + " 60%|██████ | 9/15 [06:46<07:03, 70.64s/it]" ] }, { @@ -807,8 +811,8 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 1820/1820 [00:00<00:00, 6428.58it/s]\n", - " 67%|██████▋ | 10/15 [05:27<04:49, 57.90s/it]" + "100%|██████████| 1820/1820 [00:01<00:00, 1657.69it/s]\n", + " 67%|██████▋ | 10/15 [08:45<07:08, 85.69s/it]" ] }, { @@ -822,8 +826,8 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 2020/2020 [00:00<00:00, 7796.84it/s]\n", - " 73%|███████▎ | 11/15 [07:02<04:37, 69.26s/it]" + "100%|██████████| 2020/2020 [00:01<00:00, 1659.46it/s]\n", + " 73%|███████▎ | 11/15 [11:04<06:47, 101.92s/it]" ] }, { @@ -837,23 +841,23 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 2220/2220 [00:00<00:00, 8820.24it/s]\n", - " 80%|████████ | 12/15 [08:51<04:03, 81.24s/it]" + "100%|██████████| 2220/2220 [00:01<00:00, 1593.19it/s]\n", + " 80%|████████ | 12/15 [13:47<06:01, 120.66s/it]" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "Target Batch: [17 / 17], , Input Batch: [242 / 242] \r" + "Target Batch: [16 / 16], , Input Batch: [242 / 242] \r" ] }, { "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 2420/2420 [00:00<00:00, 6547.95it/s]\n", - " 87%|████████▋ | 13/15 [11:05<03:14, 97.34s/it]" + "100%|██████████| 2420/2420 [00:01<00:00, 1365.95it/s]\n", + " 87%|████████▋ | 13/15 [17:04<04:47, 143.57s/it]" ] }, { @@ -867,8 +871,8 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 2620/2620 [00:00<00:00, 6725.26it/s]\n", - " 93%|█████████▎| 14/15 [13:48<01:57, 117.09s/it]" + "100%|██████████| 2620/2620 [00:01<00:00, 1337.92it/s]\n", + " 93%|█████████▎| 14/15 [21:40<03:03, 183.77s/it]" ] }, { @@ -882,13 +886,13 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 2820/2820 [00:00<00:00, 6216.54it/s]\n", - "100%|██████████| 15/15 [17:13<00:00, 68.87s/it] \n" + "100%|██████████| 2820/2820 [00:05<00:00, 533.69it/s] \n", + "100%|██████████| 15/15 [27:48<00:00, 111.24s/it]\n" ] }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -900,9 +904,9 @@ "name": "stdout", "output_type": "stream", "text": [ - "Total Max Kernel Size: 1.2272547810599952\n", + "Total Max Kernel Size: 1.2426841561909385\n", "Analytical Kernel Size: 1.2124355652982142\n", - "Relative Error: 0.012222683156062026\n" + "Relative Error: 0.02494861727788753\n" ] } ], @@ -962,7 +966,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.12" + "version": "3.9.21" } }, "nbformat": 4, From f1da7922cbd1cf44e168e0ce8bece0278c32d71d Mon Sep 17 00:00:00 2001 From: gawlikowski1 Date: Sat, 1 Nov 2025 15:09:20 +0100 Subject: [PATCH 2/2] add __init__.py to playground --- test/playground/__init__.py | 0 1 file changed, 0 insertions(+), 0 deletions(-) create mode 100644 test/playground/__init__.py diff --git a/test/playground/__init__.py b/test/playground/__init__.py new file mode 100644 index 0000000..e69de29