{ "cells": [ { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "# [cknowledge.org/ai](http://cknowledge.org/ai): Crowdsourcing benchmarking and optimisation of AI" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "# [PUBLIC] Benchmarking Caffe on NVIDIA GTX 1080" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "**NB:** The benchmarking results are released with approval from General Motors." ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "## Table of Contents" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "1. [Overview](#overview)\n", "1. [See the code](#code) [for developers]\n", "1. [Get the data](#data) [for developers]\n", "1. [See the tables](#tables)\n", " 1. [All data](#df_all)\n", " 1. [All execution time data](#df_time)\n", " 1. [Mean execution time per batch](#df_mean_time_per_batch)\n", " 1. [Mean execution time per image](#df_mean_time_per_image)\n", " 1. [Best mean execution time per image](#df_best_mean_time_per_image)\n", "1. [See the graphs - grouped by models](#plot_models)\n", " 1. [All libs](#plot_models_all)\n", " 1. [GPU libs](#plot_models_gpu)\n", " 1. [CUDA-level performance libs](#plot_models_cuda)\n", " 1. [cuBLAS libs](#plot_models_cublas)\n", " 1. [cuDNN libs](#plot_models_cudnn)\n", "1. [See the graphs - grouped by libs](#plot_libs)\n", " 1. [All models](#plot_libs_all)\n", " 1. [All models, GPU libs](#plot_libs_gpu)\n", " 1. [Models with AlexNet-level accuracy](#plot_libs_alexnet)\n", " 1. [Models with AlexNet-level accuracy, CPU lib](#plot_libs_alexnet_cpu) \n", " 1. [Models with AlexNet-level accuracy, CUDA-level perfomance libs](#plot_libs_alexnet_cuda) \n", " 1. [Models with AlexNet-level accuracy, libDNN libs](#plot_libs_alexnet_libdnn)\n", " 1. [Models with AlexNet-level accuracy, OpenCL libs](#plot_libs_alexnet_opencl)\n", "1. [See the graphs - per layer execution time profiling](#plot_per_layer)\n", "1. [See the graphs - the ideal adaptive solution](#plot_ideal)\n", " 1. [Using all libs for adaptation](#plot_ideal_all)\n", " 1. [Using CUDA-level performance libs for adaptation](#plot_ideal_cuda)\n", " 1. [Using cuDNN and cuBLAS for adaptation](#plot_ideal_cudnn_cublas)\n", " 1. [Using cuDNN and libDNN for adaptation](#plot_ideal_cudnn_libdnn)\n", "1. [See the memory consumption graph](#plot_memory)\n", " 1. [Balance memory consumption and execution time per image](#balance_memory_time)\n", "1. [Compare AlexNet and SqueezeNet 1.1](#alexnet_vs_squeezenet)\n", " 1. [Compare memory consumption](#alexnet_vs_squeezenet_memory)\n", " 1. [Compare execution time](#alexnet_vs_squeezenet_time)\n", "1. [Conclusion](#conclusion)\n", " 1. [What are the improvements brought on by each approach?](#improvements_of_each_approach)\n", "1. [Crowdsourcing benchmarking and optimisation of AI](#cknowledge_ai)" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "\n", "## Overview" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "This Jupyter Notebook compares the performance (execution time, memory consumption):\n", "- on **[dividiti](http://dividiti.com)**'s **velociti** Hewlett-Packard Z640 Workstation ([G1X62EA](http://h20195.www2.hp.com/v2/default.aspx?cc=ie&lc=en&oid=7528701)):\n", " - [Intel(R) Xeon(R) CPU E5-2650 v3](http://ark.intel.com/products/81705/Intel-Xeon-Processor-E5-2650-v3-25M-Cache-2_30-GHz):\n", " - 10 cores, 20 threads;\n", " - Base clock 2300 MHz, turbo clock 3000 MHz;\n", " - Max power consumption 105 Watt;\n", " - Max memory bandwidth 68 GB/s;\n", " - RAM memory 32 GB DDR4;\n", "```\n", "$ uname -a\n", "Linux velociti 4.4.0-45-generic #66-Ubuntu SMP Wed Oct 19 14:12:37 UTC 2016 x86_64 x86_64 x86_64 GNU/Linux\n", "$ cat /etc/lsb-release\n", "DISTRIB_ID=Ubuntu\n", "DISTRIB_RELEASE=16.04\n", "DISTRIB_CODENAME=xenial\n", "DISTRIB_DESCRIPTION=\"Ubuntu 16.04.1 LTS\"\n", "```\n", " - [NVIDIA GeForce GTX 1080 \"Founders Edition\"](http://www.geforce.co.uk/hardware/10series/geforce-gtx-1080/):\n", " - Pascal architecture;\n", " - 2560 CUDA cores;\n", " - Base clock 1607 MHz, boost clock 1733 MHz;\n", " - Max power consumption 180 Watt;\n", " - RAM memory 8 GB GDDR5X;\n", " - Max memory bandwidth 320 GB/s;\n", " - GPU Driver 367.57 [10/Oct/2016];\n", " - CUDA Toolkit 8.0.44 [xx/Sep/2016].\n", "\n", "- using 14 Caffe **libraries**:\n", " - [`tag`] **Branch** (**revision hash, date**): **math libraries**.\n", " - [`cpu`] Master ([4ba654f](https://github.com/BVLC/caffe/commit/4ba654f5c88c36ee8ba53964b7faf25c6d7010b4), 5/Oct/2016): with [OpenBLAS 0.2.19](https://github.com/xianyi/OpenBLAS/releases/tag/v0.2.19);\n", " - [`cuda`] Master ([4ba654f](https://github.com/BVLC/caffe/commit/4ba654f5c88c36ee8ba53964b7faf25c6d7010b4), 5/Oct/2016): with [cuBLAS](https://developer.nvidia.com/cublas) (part of CUDA Toolkit 8.0.44);\n", " - [`cudnn`] Master ([4ba654f](https://github.com/BVLC/caffe/commit/4ba654f5c88c36ee8ba53964b7faf25c6d7010b4), 5/Oct/2016): with [cuDNN 5.1](https://developer.nvidia.com/cudnn);\n", " - [`nvidia-cuda`] NVIDIA v0.15 ([1024d34](https://github.com/NVIDIA/caffe/commit/1024d34d93cd34a9013d6fac4e56e45162073d38), 17/Nov/2016): with [cuBLAS](https://developer.nvidia.com/cublas) (part of CUDA Toolkit 8.0.44);\n", " - [`nvidia-cudnn`] NVIDIA v0.15 ([1024d34](https://github.com/NVIDIA/caffe/commit/1024d34d93cd34a9013d6fac4e56e45162073d38), 17/Nov/2016): with [cuDNN 5.1](https://developer.nvidia.com/cudnn);\n", " - [`nvidia-fp16-cuda`] NVIDIA experimental/fp16 ([fca1cf4](https://github.com/NVIDIA/caffe/commit/fca1cf475d1d0a6d355f8b9877abcc4e13951c9c), 11/Jul/2016): with [cuBLAS](https://developer.nvidia.com/cublas) (part of CUDA Toolkit 8.0.44);\n", " - [`nvidia-fp16-cudnn`] NVIDIA experimental/fp16 ([fca1cf4](https://github.com/NVIDIA/caffe/commit/fca1cf475d1d0a6d355f8b9877abcc4e13951c9c), 11/Jul/2016): with [cuDNN 5.1](https://developer.nvidia.com/cudnn);\n", " - [`clblas`] OpenCL ([9abafdc](https://github.com/BVLC/caffe/commit/9abafdca7b91ff5cd6f29035fdc882c269409f27), 7/Oct/2016): with [ViennaCL 1.7.1](https://github.com/viennacl/viennacl-dev/releases/tag/release-1.7.1) and [clBLAS 2.10](https://github.com/clMathLibraries/clBLAS/releases/tag/v2.10);\n", " - [`clblast`] OpenCL ([9abafdc](https://github.com/BVLC/caffe/commit/9abafdca7b91ff5cd6f29035fdc882c269409f27), 7/Oct/2016): with [ViennaCL 1.7.1](https://github.com/viennacl/viennacl-dev/releases/tag/release-1.7.1) and [CLBlast 0.9.0](https://github.com/CNugteren/CLBlast/releases/tag/0.9.0);\n", " - [`viennacl`] OpenCL ([9abafdc](https://github.com/BVLC/caffe/commit/9abafdca7b91ff5cd6f29035fdc882c269409f27), 7/Oct/2016): with [ViennaCL 1.7.1](https://github.com/viennacl/viennacl-dev/releases/tag/release-1.7.1) only;\n", " - [`libdnn-cuda`] OpenCL ([cfaaae1](https://github.com/BVLC/caffe/commit/cfaaae1e8c95cc742d045dab2099c8404e726686), 25/Oct/2016): with [libDNN](https://github.com/BVLC/caffe/issues/4155) and [cuBLAS](https://developer.nvidia.com/cublas);\n", " - [`libdnn-clblas`] OpenCL ([cfaaae1](https://github.com/BVLC/caffe/commit/cfaaae1e8c95cc742d045dab2099c8404e726686), 25/Oct/2016): with [libDNN](https://github.com/BVLC/caffe/issues/4155), [ViennaCL 1.7.1](https://github.com/viennacl/viennacl-dev/releases/tag/release-1.7.1) and [clBLAS 2.10](https://github.com/clMathLibraries/clBLAS/releases/tag/v2.10);\n", " - [`libdnn-clblast`] OpenCL ([cfaaae1](https://github.com/BVLC/caffe/commit/cfaaae1e8c95cc742d045dab2099c8404e726686), 25/Oct/2016): with [libDNN](https://github.com/BVLC/caffe/issues/4155), [ViennaCL 1.7.1](https://github.com/viennacl/viennacl-dev/releases/tag/release-1.7.1) and [CLBlast 0.9.0](https://github.com/CNugteren/CLBlast/releases/tag/0.9.0);\n", " - [`libdnn-viennacl`] OpenCL ([cfaaae1](https://github.com/BVLC/caffe/commit/cfaaae1e8c95cc742d045dab2099c8404e726686), 25/Oct/2016): with [libDNN](https://github.com/BVLC/caffe/issues/4155) and [ViennaCL 1.7.1](https://github.com/viennacl/viennacl-dev/releases/tag/release-1.7.1).\n", " \n", "- using 4 CNN **models**:\n", " - [GoogleNet](https://github.com/BVLC/caffe/tree/master/models/bvlc_googlenet);\n", " - [AlexNet](https://github.com/BVLC/caffe/tree/master/models/bvlc_alexnet);\n", " - [SqueezeNet 1.0](https://github.com/DeepScale/SqueezeNet/tree/master/SqueezeNet_v1.0);\n", " - [SqueezeNet 1.1](https://github.com/DeepScale/SqueezeNet/tree/master/SqueezeNet_v1.1);\n", "\n", "- with the **batch size** varying from 2 to 16 with step 2." ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "### Configure the execution time metric to use" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "fw = [ 'forward' ]\n", "fwbw = [ 'forward', 'backward' ]" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/plain": [ "['forward']" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Set to fw for inference; to fwbw for training.\n", "direction = fw\n", "direction" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/plain": [ "'time_fw_ms'" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "if direction==fw:\n", " time_ms = 'time_fw_ms'\n", "else: # direction==fwbw\n", " time_ms = 'time_fwbw_ms'\n", "time_ms" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "def images_per_second(time_in_milliseconds):\n", " return 1000.0 / time_in_milliseconds" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "\n", "## Data wrangling code" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "**NB:** Please ignore this section if you are not interested in re-running or modifying this notebook." ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "### Includes" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "#### Standard" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "import os\n", "import sys\n", "import json\n", "import re" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "#### Scientific" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "If some of the scientific packages are missing, please install them using:\n", "```\n", "# pip install jupyter pandas numpy matplotlib\n", "```" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "import IPython as ip\n", "import pandas as pd\n", "import numpy as np\n", "import matplotlib as mp" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "IPython version: 5.3.0\n", "Pandas version: 0.19.2\n", "NumPy version: 1.11.0\n", "Matplotlib version: 2.0.0\n" ] } ], "source": [ "print ('IPython version: %s' % ip.__version__)\n", "print ('Pandas version: %s' % pd.__version__)\n", "print ('NumPy version: %s' % np.__version__)\n", "print ('Matplotlib version: %s' % mp.__version__)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "from IPython.display import Image\n", "from IPython.core.display import HTML" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "from matplotlib import cm\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "default_title = 'NVIDIA GTX 1080'\n", "default_ylabel = 'Execution time (ms)'\n", "default_colormap = cm.autumn\n", "default_figsize = [16, 8]\n", "default_dpi = 200\n", "default_fontsize = 16" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [], "source": [ "if mp.__version__[0]=='2': mp.style.use('classic')\n", "mp.rcParams['figure.figsize'] = default_figsize\n", "mp.rcParams['figure.dpi'] = default_dpi\n", "mp.rcParams['font.size'] = default_fontsize\n", "mp.rcParams['legend.fontsize'] = 'medium'" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "#### Collective Knowledge" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "If CK is not installed, please install it using:\n", "```\n", "# pip install ck\n", "```" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CK version: 1.9.1.1\n" ] } ], "source": [ "import ck.kernel as ck\n", "print ('CK version: %s' % ck.__version__)" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "### Access the experimental data" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "repo_uoa = 'ck-caffe-nvidia-gtx1080'" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "def get_experimental_results(repo_uoa, tags):\n", " module_uoa = 'experiment'\n", " r = ck.access({'action':'search', 'repo_uoa':repo_uoa, 'module_uoa':module_uoa, 'tags':tags})\n", " if r['return']>0:\n", " print (\"Error: %s\" % r['error'])\n", " exit(1)\n", " experiments = r['lst']\n", " \n", " dfs = []\n", " for experiment in experiments:\n", " data_uoa = experiment['data_uoa']\n", " r = ck.access({'action':'list_points', 'repo_uoa':repo_uoa, 'module_uoa':module_uoa, 'data_uoa':data_uoa})\n", " if r['return']>0:\n", " print (\"Error: %s\" % r['error'])\n", " exit(1)\n", "\n", " # Get (lib_tag, model_tag) from a list of tags that should be available in r['dict']['tags'].\n", " # Tags include 2 of the 3 irrelevant tags, a model tag and a lib tag.\n", " # NB: Since it's easier to list all model tags than all lib tags, the latter list is not expicitly specified.\n", " tags = r['dict']['tags']\n", " irrelevant_tags = [ 'explore-batch-size-libs-models','time_gpu','time_cpu','time_gpu_fp16' ]\n", " model_tags = [ 'bvlc-alexnet','bvlc-googlenet','deepscale-squeezenet-1.0','deepscale-squeezenet-1.1' ]\n", " lib_model_tags = [ tag for tag in tags if tag not in irrelevant_tags ]\n", " model_tags = [ tag for tag in lib_model_tags if tag in model_tags ]\n", " lib_tags = [ tag for tag in lib_model_tags if tag not in model_tags ]\n", " if len(lib_tags)==1 and len(model_tags)==1:\n", " (lib, model) = (lib_tags[0], model_tags[0])\n", " else:\n", " continue\n", " \n", " for point in r['points']:\n", " with open(os.path.join(r['path'], 'ckp-%s.0001.json' % point)) as point_file:\n", " point_data_raw = json.load(point_file)\n", " # Obtain column data.\n", " characteristics = [\n", " {\n", " 'time (ms)' : characteristics['run'].get(time_ms,+1e9), # \"positive infinity\"\n", " 'memory (MB)' : characteristics['run'].get('memory_mbytes',-1),\n", " 'success?' : characteristics['run'].get('run_success','n/a'),\n", " 'per layer info' : characteristics['run'].get('per_layer_info',[])\n", " }\n", " for characteristics in point_data_raw['characteristics_list'] \n", " ]\n", " # Deal with missing column data (resulting from failed runs).\n", " if len(characteristics)==1:\n", " repetitions = point_data_raw['features'].get('statistical_repetitions',1)\n", " characteristics = characteristics * repetitions\n", " # Construct a DataFrame.\n", " df = pd.DataFrame(characteristics)\n", " # Set columns and index names.\n", " df.columns.name = 'run characteristic'\n", " df.index.name = 'repetition'\n", " # Set indices.\n", " df['lib'] = lib\n", " df['model'] = model\n", " df['batch size'] = point_data_raw['choices']['env']['CK_CAFFE_BATCH_SIZE']\n", " df = df.set_index(['lib', 'model', 'batch size'], append=True)\n", " df = df.reorder_levels(('model', 'lib', 'batch size', 'repetition'))\n", " # Append to the list of similarly constructed DataFrames.\n", " dfs.append(df)\n", " # Concatenate all constructed DataFrames (i.e. stack on top of each other).\n", " result = pd.concat(dfs)\n", " return result.sortlevel(result.index.names)" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "### Plot execution time per image or memory consumption" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "def plot(mean, std, title=default_title, ylabel=default_ylabel, rot=0, ymax=0):\n", " ymax = mean.max().max() if ymax==0 else ymax\n", " ax = mean.plot(kind='bar', yerr=std, grid=True, legend=True, rot=rot, ylim=[0,ymax*1.05],\n", " fontsize=default_fontsize, figsize=default_figsize, colormap=default_colormap)\n", " ax.set_title(title, fontsize=default_fontsize)\n", " ax.set_xlabel(mean.index.name, fontsize=default_fontsize)\n", " ax.set_ylabel(ylabel, fontsize=default_fontsize)\n", " return ax" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "### Plot maximum number of images per second" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "pretty_print_libs = {\n", " 'cpu': 'OpenBLAS (CPU)',\n", " 'libdnn-cuda':'libDNN-fp32',\n", " 'nvidia-cuda':'cuBLAS-fp32',\n", " 'nvidia-fp16-cuda':'cuBLAS-fp16',\n", " 'nvidia-cudnn':'cuDNN-fp32',\n", " 'nvidia-fp16-cudnn':'cuDNN-fp16'\n", "}\n", "\n", "pretty_print_models = {\n", " 'bvlc-alexnet':'AlexNet',\n", " 'bvlc-googlenet':'GoogleNet',\n", " 'deepscale-squeezenet-1.0':'SqueezeNet 1.0',\n", " 'deepscale-squeezenet-1.1':'SqueezeNet 1.1'\n", "}\n", "\n", "speedup_sort_models = [\n", " 'OpenBLAS (CPU)',\n", " 'libDNN-fp32',\n", " 'cuBLAS-fp32',\n", " 'cuBLAS-fp16',\n", " 'cuDNN-fp32',\n", " 'cuDNN-fp16'\n", "]" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "# ['cuda', 'cudnn'] are roughly equivalent to ['nvidia-cuda', 'nvidia-cudnn'], so can be dropped.\n", "def plot_max_num_images_per_second(df_mean_time_per_image, libs_to_drop=['cuda', 'cudnn'], rot=0, fontsize=None):\n", " min_time_per_image = df_mean_time_per_image.min(axis=1).unstack('lib')\n", " max_num_images_per_second = images_per_second(min_time_per_image) \\\n", " .drop(libs_to_drop, axis=1) \\\n", " .rename(columns=pretty_print_libs, index=pretty_print_models) \\\n", " .reindex(columns=speedup_sort_models)\n", " ax = max_num_images_per_second \\\n", " .plot(kind='bar', rot=rot, width=0.95, grid=True, legend=True,\n", " fontsize=default_fontsize, figsize=default_figsize, colormap=default_colormap)\n", " ax.set_title(default_title, fontsize=default_fontsize)\n", " ax.set_xlabel(max_num_images_per_second.index.name, fontsize=default_fontsize)\n", " ax.set_ylabel('Images/s (with the best even batch size between 2 and 16)', fontsize=default_fontsize)\n", " ax.legend(loc='upper center');\n", " for patch in ax.patches:\n", " ax.annotate(str(int(patch.get_height()+0.5)), (patch.get_x()*1.00, patch.get_height()*1.01), fontsize=fontsize)" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "### Plot the speedup over a given baseline" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "# ['cuda', 'cudnn'] are roughly equivalent to ['nvidia-cuda', 'nvidia-cudnn'], so can be dropped.\n", "def plot_speedup_over_baseline(df_mean_time_per_image, baseline='cpu', libs_to_drop=['cuda', 'cudnn'], rot=0, fontsize=None):\n", " speedup_over_baseline = df_mean_time_per_image.min(axis=1).unstack('model').ix[baseline] / \\\n", " df_mean_time_per_image.min(axis=1).unstack('model')\n", " speedup_over_baseline = speedup_over_baseline.T \\\n", " .drop(libs_to_drop, axis=1) \\\n", " .rename(index=pretty_print_models, columns=pretty_print_libs) \\\n", " .reindex(columns=speedup_sort_models)\n", " ax = speedup_over_baseline \\\n", " .plot(kind='bar', rot=rot, width=0.95, grid=True, legend=True,\n", " fontsize=default_fontsize, figsize=default_figsize, colormap=default_colormap)\n", " ax.set_title(default_title, fontsize=default_fontsize)\n", " ax.set_xlabel(speedup_over_baseline.index.name, fontsize=default_fontsize)\n", " ax.set_ylabel('Speedup over the given baseline (%s)' % pretty_print_libs[baseline], fontsize=default_fontsize)\n", " for patch in ax.patches:\n", " ax.annotate('{0:.2f}'.format(patch.get_height())[0:4], (patch.get_x()*1.00, patch.get_height()*1.01),\n", " fontsize=fontsize)" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "### Plot execution time per image per layer" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "# This transformation is time consuming, hence only call it once for multiple plots.\n", "def get_per_layer_info(df_all):\n", " df_per_layer_info = df_all['per layer info']\n", " row_dfs = []\n", " for (row_info, row_id) in zip(df_per_layer_info, range(len(df_per_layer_info))):\n", " # Skip constructing a DataFrame when no layer info is available.\n", " if not row_info: continue\n", " # Augment each layer info with the row index: (model, lib, batch size, repetition).\n", " for layer_info in row_info:\n", " layer_info.update({ k : v for k, v in zip(df_per_layer_info.index.names, df_per_layer_info.index[row_id]) })\n", " # Construct a DataFrame and move the row index to where it belongs.\n", " row_df = pd.DataFrame(data=row_info).set_index(df_per_layer_info.index.names)\n", " row_dfs.append(row_df)\n", " return pd.concat(row_dfs)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "def plot_time_per_image_per_layer(df_per_layer_info, model, libs, batch_sizes,\n", " direction=['forward'], lower=0.0, upper=1.0, ymax=0, rot=90):\n", " df_time_per_batch = df_per_layer_info.loc[model, libs, batch_sizes] \\\n", " .set_index(['direction', 'label'], append=True) \\\n", " .reorder_levels(['direction', 'label', 'model', 'lib', 'batch size', 'repetition' ]) \\\n", " .ix[direction] \\\n", " .reorder_levels(['label', 'model', 'lib', 'batch size', 'repetition', 'direction' ]) \\\n", " .groupby(level=['label', 'model', 'lib', 'batch size', 'repetition']).sum() \\\n", " ['time_ms']\n", " df_time_per_image = df_time_per_batch.unstack('batch size') / batch_sizes\n", " df = df_time_per_image.unstack(['lib', 'model'])\n", " df = df.reorder_levels(['model', 'lib', 'batch size'], axis=1)\n", " mean = df.groupby(level='label').mean()\n", " std = df.groupby(level='label').std()\n", " select = (lower*mean.sum() <= mean).any(axis=1) & (mean <= upper*mean.sum()).any(axis=1)\n", " ymax = mean[select].max().max() if ymax==0 else ymax\n", " ax = plot(mean=mean[select], std=std[select], ylabel='Execution per image time per layer (ms)', ymax=ymax, rot=rot)\n", " ax.set_xlabel('Layer', fontsize=default_fontsize)" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "### Plot the ideal adaptive solution" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "# The ideal adaptive solution for each layer selects the best performing library from the 'libs_for_adaptation' list.\n", "# FIXME: add batch_sizes as explicit parameter.\n", "def get_ideal_adaptive_solution(df_per_layer_info, libs_for_adaptation, direction):\n", " df_for_adaptation = df_per_layer_info \\\n", " .set_index(['direction', 'label'], append=True) \\\n", " .reorder_levels(['direction', 'lib', 'model', 'label', 'batch size', 'repetition']) \\\n", " .ix[direction] \\\n", " .reorder_levels(['lib', 'model', 'label', 'batch size', 'repetition', 'direction']) \\\n", " .ix[libs_for_adaptation] \\\n", " .reorder_levels(['model', 'label', 'lib', 'batch size', 'repetition', 'direction']) \\\n", " ['time_ms']\n", " # With every step, reduce the rightmost dimension until the min time per model is reached.\n", " df_cum_time_per_repetition = df_for_adaptation.groupby(level=df_for_adaptation.index.names[:-1]).sum()\n", " df_min_time_per_repetition = df_cum_time_per_repetition.groupby(level=df_cum_time_per_repetition.index.names[:-1]).min()\n", " df_min_time_per_batch = df_min_time_per_repetition.unstack('batch size') / batch_sizes\n", " df_min_time_per_image = df_min_time_per_batch.min(axis=1)\n", " df_min_time_per_layer = df_min_time_per_image.groupby(level=df_min_time_per_image.index.names[:-1]).min()\n", " #df_min_time_per_model = df_min_time_per_layer.groupby(level=df_min_time_per_layer.index.names[:-1]).sum()\n", " # Transform to get the models in the index and the libs in the columns.\n", " df_min_time_per_layer_idx = df_min_time_per_image.groupby(level=df_min_time_per_image.index.names[:-1]).idxmin()\n", " df_ideal = df_min_time_per_image[df_min_time_per_layer_idx] \\\n", " .reorder_levels(['model', 'lib', 'label']) \\\n", " .groupby(level=['model', 'lib']).sum() \\\n", " .unstack('lib')\n", " # Sort in the order of increasing time per model.\n", " df_ideal_sorted = df_ideal.ix[df_ideal.sum(axis=1).sort_values(ascending=True).index]\n", " return df_ideal_sorted" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "def plot_ideal_adaptive_solution(df_ideal, df_real, tag=\"\"):\n", " figsize=[15, 3]\n", " if not tag==\"\": figsize=[10, 2] # good for dumping png (e.g. 3 graphs fit well onto a slide).\n", " for model in df_ideal.index:\n", " df_data = {}; df_data['adaptive'] = df_ideal.ix[model]\n", " for lib in df_ideal.columns:\n", " df_data[lib] = pd.Series(index=df_ideal.columns)\n", " df_data[lib][lib] = df_real.ix[model, lib]\n", " df = pd.DataFrame(df_data).T \\\n", " .rename(index={'cpu': 'OpenBLAS only', 'cuda':'cuBLAS only', 'cudnn':'cuDNN only', 'libdnn-cuda': 'libDNN only'},\n", " columns={'cpu': 'OpenBLAS', 'cuda':'cuBLAS', 'cudnn':'cuDNN', 'libdnn-cuda': 'libDNN'})\n", " ax = df.ix[df.sum(axis=1).sort_values(ascending=True).index] \\\n", " .plot(kind='barh', stacked=True, width=0.9, grid=True, legend=True,\n", " fontsize=default_fontsize, figsize=figsize, colormap=cm.summer_r)\n", " #.legend(loc='lower right')\n", " ax.set_title('%s - execution time per image (ms)' % model, fontsize=default_fontsize)\n", " if not tag==\"\": ax.get_figure().savefig('%s.%s.png' % (tag, model))" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "### Plot execution time per image and memory consumption" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "def plot_time_per_image_and_memory_consumption(df_all, model, lib):\n", " df = df_all[['time (ms)', 'memory (MB)']] \\\n", " .groupby(level=df_all.index.names[:-1]).mean() \\\n", " .loc[model, lib]\n", " df['time per image (ms)'] = df['time (ms)'].divide(df.index, axis=0)\n", " df['memory per image (MB)'] = df['memory (MB)'].divide(df.index, axis=0)\n", " df = df.drop('time (ms)', axis=1).sortlevel(axis=1)\n", " ax = df.plot(secondary_y=['memory (MB)', 'memory per image (MB)'], mark_right=False, grid=True,\n", " figsize=[12, 8], fontsize=default_fontsize, colormap=cm.winter)\n", " ax.set_title('%s w/ %s' % (model, lib), fontsize=default_fontsize)\n", " ax.set_xlabel(df.index.name, fontsize=default_fontsize)\n", " ax.set_ylabel('execution time (ms)', fontsize=default_fontsize); ax.legend(loc='center left'); ax.set_ylim(0)\n", " ax.right_ax.set_ylabel('memory consumption (MB)', fontsize=default_fontsize); ax.right_ax.legend(loc='center right')" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "\n", "## Get the experimental data" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "**NB:** Please ignore this section if you are not interested in re-running or modifying this notebook. " ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "The Caffe experimental data was collected on the experimental platform (after installing all Caffe libraries and models of interest) as follows:\n", "```\n", "$ cd `ck find ck-caffe:script:explore-batch-size-libs-models`\n", "$ python explore-batch-size-libs-models-benchmark.py\n", "```\n", "It can be downloaded from GitHub via CK as follows:\n", "```\n", "$ ck pull repo:ck-caffe-nvidia-gtx1080 --url=https://github.com/dividiti/ck-caffe-nvidia-gtx1080\n", "```" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "\n", "## Tables" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "\n", "### All data" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "df_all = get_experimental_results(repo_uoa=repo_uoa, tags='explore-batch-size-libs-models')" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/html": [ "
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run characteristicmemory (MB)per layer infosuccess?time (ms)
modellibbatch sizerepetition
bvlc-alexnetclblas2016.646488[{u'index': 0, u'direction': u'forward', u'tim...yes8.94669
116.646488[{u'index': 0, u'direction': u'forward', u'tim...yes9.20973
216.646488[{u'index': 0, u'direction': u'forward', u'tim...no9.24682
4033.292976[{u'index': 0, u'direction': u'forward', u'tim...yes13.23080
133.292976[{u'index': 0, u'direction': u'forward', u'tim...no13.54340
6049.939464[{u'index': 0, u'direction': u'forward', u'tim...yes17.47150
149.939464[{u'index': 0, u'direction': u'forward', u'tim...no17.72540
8066.585952[{u'index': 0, u'direction': u'forward', u'tim...no21.72930
166.585952[{u'index': 0, u'direction': u'forward', u'tim...no21.72930
266.585952[{u'index': 0, u'direction': u'forward', u'tim...no21.72930
10083.232440[{u'index': 0, u'direction': u'forward', u'tim...yes25.90130
183.232440[{u'index': 0, u'direction': u'forward', u'tim...yes25.90820
283.232440[{u'index': 0, u'direction': u'forward', u'tim...no25.90310
12099.878928[{u'index': 0, u'direction': u'forward', u'tim...yes30.57250
199.878928[{u'index': 0, u'direction': u'forward', u'tim...yes30.18980
299.878928[{u'index': 0, u'direction': u'forward', u'tim...yes30.56030
140116.525416[{u'index': 0, u'direction': u'forward', u'tim...yes34.77500
1116.525416[{u'index': 0, u'direction': u'forward', u'tim...no34.40120
160133.171904[{u'index': 0, u'direction': u'forward', u'tim...no38.66000
1133.171904[{u'index': 0, u'direction': u'forward', u'tim...no38.66000
2133.171904[{u'index': 0, u'direction': u'forward', u'tim...no38.66000
clblast2016.646488[{u'index': 0, u'direction': u'forward', u'tim...no24.84130
116.646488[{u'index': 0, u'direction': u'forward', u'tim...no24.84130
216.646488[{u'index': 0, u'direction': u'forward', u'tim...no24.84130
4033.292976[{u'index': 0, u'direction': u'forward', u'tim...no31.49390
133.292976[{u'index': 0, u'direction': u'forward', u'tim...no31.49390
233.292976[{u'index': 0, u'direction': u'forward', u'tim...no31.49390
6049.939464[{u'index': 0, u'direction': u'forward', u'tim...no43.37870
149.939464[{u'index': 0, u'direction': u'forward', u'tim...no43.37870
249.939464[{u'index': 0, u'direction': u'forward', u'tim...no43.37870
8066.585952[{u'index': 0, u'direction': u'forward', u'tim...no60.31870
166.585952[{u'index': 0, u'direction': u'forward', u'tim...no60.31870
266.585952[{u'index': 0, u'direction': u'forward', u'tim...no60.31870
10083.232440[{u'index': 0, u'direction': u'forward', u'tim...no77.92740
183.232440[{u'index': 0, u'direction': u'forward', u'tim...no77.92740
283.232440[{u'index': 0, u'direction': u'forward', u'tim...no77.92740
12099.878928[{u'index': 0, u'direction': u'forward', u'tim...no78.77240
199.878928[{u'index': 0, u'direction': u'forward', u'tim...no78.77240
299.878928[{u'index': 0, u'direction': u'forward', u'tim...no78.77240
140116.525416[{u'index': 0, u'direction': u'forward', u'tim...no86.10000
1116.525416[{u'index': 0, u'direction': u'forward', u'tim...no86.10000
2116.525416[{u'index': 0, u'direction': u'forward', u'tim...no86.10000
160133.171904[{u'index': 0, u'direction': u'forward', u'tim...no105.13100
1133.171904[{u'index': 0, u'direction': u'forward', u'tim...no105.13100
2133.171904[{u'index': 0, u'direction': u'forward', u'tim...no105.13100
cpu2016.646488[{u'index': 0, u'direction': u'forward', u'tim...yes234.21200
116.646488[{u'index': 0, u'direction': u'forward', u'tim...yes229.52200
216.646488[{u'index': 0, u'direction': u'forward', u'tim...yes226.04700
4033.292976[{u'index': 0, u'direction': u'forward', u'tim...yes332.20800
133.292976[{u'index': 0, u'direction': u'forward', u'tim...yes332.01600
233.292976[{u'index': 0, u'direction': u'forward', u'tim...yes331.48400
6049.939464[{u'index': 0, u'direction': u'forward', u'tim...yes439.48100
149.939464[{u'index': 0, u'direction': u'forward', u'tim...yes442.57000
249.939464[{u'index': 0, u'direction': u'forward', u'tim...yes437.23500
8066.585952[{u'index': 0, u'direction': u'forward', u'tim...yes541.65000
166.585952[{u'index': 0, u'direction': u'forward', u'tim...yes538.10100
266.585952[{u'index': 0, u'direction': u'forward', u'tim...yes537.45800
10083.232440[{u'index': 0, u'direction': u'forward', u'tim...yes626.30600
183.232440[{u'index': 0, u'direction': u'forward', u'tim...yes658.54800
283.232440[{u'index': 0, u'direction': u'forward', u'tim...yes633.62000
12099.878928[{u'index': 0, u'direction': u'forward', u'tim...yes725.67100
199.878928[{u'index': 0, u'direction': u'forward', u'tim...yes746.46200
299.878928[{u'index': 0, u'direction': u'forward', u'tim...yes735.05400
140116.525416[{u'index': 0, u'direction': u'forward', u'tim...yes818.67600
1116.525416[{u'index': 0, u'direction': u'forward', u'tim...yes822.47200
2116.525416[{u'index': 0, u'direction': u'forward', u'tim...yes822.19200
160133.171904[{u'index': 0, u'direction': u'forward', u'tim...yes896.59600
1133.171904[{u'index': 0, u'direction': u'forward', u'tim...yes895.84600
2133.171904[{u'index': 0, u'direction': u'forward', u'tim...yes894.85800
cuda2016.646488[{u'index': 0, u'direction': u'forward', u'tim...yes3.31162
116.646488[{u'index': 0, u'direction': u'forward', u'tim...yes3.40726
216.646488[{u'index': 0, u'direction': u'forward', u'tim...yes3.41606
4033.292976[{u'index': 0, u'direction': u'forward', u'tim...yes5.41325
133.292976[{u'index': 0, u'direction': u'forward', u'tim...yes5.44371
233.292976[{u'index': 0, u'direction': u'forward', u'tim...yes5.57187
6049.939464[{u'index': 0, u'direction': u'forward', u'tim...yes6.81779
149.939464[{u'index': 0, u'direction': u'forward', u'tim...yes6.83734
249.939464[{u'index': 0, u'direction': u'forward', u'tim...yes6.83315
8066.585952[{u'index': 0, u'direction': u'forward', u'tim...yes8.73280
166.585952[{u'index': 0, u'direction': u'forward', u'tim...yes8.65923
266.585952[{u'index': 0, u'direction': u'forward', u'tim...yes8.63539
10083.232440[{u'index': 0, u'direction': u'forward', u'tim...yes10.59990
183.232440[{u'index': 0, u'direction': u'forward', u'tim...yes10.63220
283.232440[{u'index': 0, u'direction': u'forward', u'tim...yes10.61400
12099.878928[{u'index': 0, u'direction': u'forward', u'tim...yes13.06930
199.878928[{u'index': 0, u'direction': u'forward', u'tim...yes13.06130
299.878928[{u'index': 0, u'direction': u'forward', u'tim...yes13.04820
140116.525416[{u'index': 0, u'direction': u'forward', u'tim...yes14.40870
1116.525416[{u'index': 0, u'direction': u'forward', u'tim...yes14.40380
2116.525416[{u'index': 0, u'direction': u'forward', u'tim...yes14.42740
160133.171904[{u'index': 0, u'direction': u'forward', u'tim...yes16.68920
1133.171904[{u'index': 0, u'direction': u'forward', u'tim...yes16.77720
2133.171904[{u'index': 0, u'direction': u'forward', u'tim...yes16.68200
cudnn2016.646488[{u'index': 0, u'direction': u'forward', u'tim...yes2.29418
116.646488[{u'index': 0, u'direction': u'forward', u'tim...yes2.29888
216.646488[{u'index': 0, u'direction': u'forward', u'tim...yes2.29994
4033.292976[{u'index': 0, u'direction': u'forward', u'tim...yes3.17645
133.292976[{u'index': 0, u'direction': u'forward', u'tim...yes3.46275
233.292976[{u'index': 0, u'direction': u'forward', u'tim...yes3.18464
6049.939464[{u'index': 0, u'direction': u'forward', u'tim...yes3.40416
149.939464[{u'index': 0, u'direction': u'forward', u'tim...yes3.31066
249.939464[{u'index': 0, u'direction': u'forward', u'tim...yes3.31469
8066.585952[{u'index': 0, u'direction': u'forward', u'tim...yes3.85306
166.585952[{u'index': 0, u'direction': u'forward', u'tim...yes3.86992
266.585952[{u'index': 0, u'direction': u'forward', u'tim...yes3.87277
10083.232440[{u'index': 0, u'direction': u'forward', u'tim...yes4.54246
183.232440[{u'index': 0, u'direction': u'forward', u'tim...yes4.66202
283.232440[{u'index': 0, u'direction': u'forward', u'tim...yes4.54394
12099.878928[{u'index': 0, u'direction': u'forward', u'tim...yes6.09728
199.878928[{u'index': 0, u'direction': u'forward', u'tim...yes5.76614
299.878928[{u'index': 0, u'direction': u'forward', u'tim...yes5.78051
140116.525416[{u'index': 0, u'direction': u'forward', u'tim...yes5.90950
1116.525416[{u'index': 0, u'direction': u'forward', u'tim...yes5.93123
2116.525416[{u'index': 0, u'direction': u'forward', u'tim...yes5.93114
160133.171904[{u'index': 0, u'direction': u'forward', u'tim...yes6.95302
1133.171904[{u'index': 0, u'direction': u'forward', u'tim...yes6.97142
2133.171904[{u'index': 0, u'direction': u'forward', u'tim...yes6.96934
libdnn-clblas2016.646488[{u'index': 0, u'direction': u'forward', u'tim...yes7.16272
116.646488[{u'index': 0, u'direction': u'forward', u'tim...yes7.15498
216.646488[{u'index': 0, u'direction': u'forward', u'tim...yes7.45392
4033.292976[{u'index': 0, u'direction': u'forward', u'tim...yes8.51354
133.292976[{u'index': 0, u'direction': u'forward', u'tim...yes8.20838
233.292976[{u'index': 0, u'direction': u'forward', u'tim...yes8.23578
6049.939464[{u'index': 0, u'direction': u'forward', u'tim...yes10.15500
149.939464[{u'index': 0, u'direction': u'forward', u'tim...yes10.39460
249.939464[{u'index': 0, u'direction': u'forward', u'tim...yes10.39250
8066.585952[{u'index': 0, u'direction': u'forward', u'tim...yes11.42790
166.585952[{u'index': 0, u'direction': u'forward', u'tim...yes11.80570
266.585952[{u'index': 0, u'direction': u'forward', u'tim...yes11.48430
10083.232440[{u'index': 0, u'direction': u'forward', u'tim...yes13.24850
183.232440[{u'index': 0, u'direction': u'forward', u'tim...yes13.58030
283.232440[{u'index': 0, u'direction': u'forward', u'tim...yes13.46780
12099.878928[{u'index': 0, u'direction': u'forward', u'tim...yes14.65670
199.878928[{u'index': 0, u'direction': u'forward', u'tim...yes14.99430
299.878928[{u'index': 0, u'direction': u'forward', u'tim...yes14.55820
140116.525416[{u'index': 0, u'direction': u'forward', u'tim...yes16.68710
1116.525416[{u'index': 0, u'direction': u'forward', u'tim...yes17.08740
2116.525416[{u'index': 0, u'direction': u'forward', u'tim...yes17.13460
160133.171904[{u'index': 0, u'direction': u'forward', u'tim...yes18.18730
1133.171904[{u'index': 0, u'direction': u'forward', u'tim...yes17.84320
2133.171904[{u'index': 0, u'direction': u'forward', u'tim...yes17.82580
libdnn-clblast2016.646488[{u'index': 0, u'direction': u'forward', u'tim...yes10.95990
116.646488[{u'index': 0, u'direction': u'forward', u'tim...yes11.91520
216.646488[{u'index': 0, u'direction': u'forward', u'tim...yes11.80160
4033.292976[{u'index': 0, u'direction': u'forward', u'tim...yes12.59760
133.292976[{u'index': 0, u'direction': u'forward', u'tim...yes12.59010
233.292976[{u'index': 0, u'direction': u'forward', u'tim...yes11.69120
6049.939464[{u'index': 0, u'direction': u'forward', u'tim...yes13.49730
149.939464[{u'index': 0, u'direction': u'forward', u'tim...yes14.37090
249.939464[{u'index': 0, u'direction': u'forward', u'tim...yes14.43320
8066.585952[{u'index': 0, u'direction': u'forward', u'tim...yes14.87470
166.585952[{u'index': 0, u'direction': u'forward', u'tim...yes14.88590
266.585952[{u'index': 0, u'direction': u'forward', u'tim...yes15.83510
10083.232440[{u'index': 0, u'direction': u'forward', u'tim...yes17.70780
183.232440[{u'index': 0, u'direction': u'forward', u'tim...yes16.65430
283.232440[{u'index': 0, u'direction': u'forward', u'tim...yes16.63800
12099.878928[{u'index': 0, u'direction': u'forward', u'tim...yes18.04290
199.878928[{u'index': 0, u'direction': u'forward', u'tim...yes19.03540
299.878928[{u'index': 0, u'direction': u'forward', u'tim...yes19.03100
140116.525416[{u'index': 0, u'direction': u'forward', u'tim...yes21.17500
1116.525416[{u'index': 0, u'direction': u'forward', u'tim...yes20.13800
2116.525416[{u'index': 0, u'direction': u'forward', u'tim...yes21.12210
160133.171904[{u'index': 0, u'direction': u'forward', u'tim...yes21.21090
1133.171904[{u'index': 0, u'direction': u'forward', u'tim...yes21.19490
2133.171904[{u'index': 0, u'direction': u'forward', u'tim...yes21.11800
libdnn-cuda2016.646488[{u'index': 0, u'direction': u'forward', u'tim...yes4.05811
116.646488[{u'index': 0, u'direction': u'forward', u'tim...yes4.03398
216.646488[{u'index': 0, u'direction': u'forward', u'tim...yes4.04106
4033.292976[{u'index': 0, u'direction': u'forward', u'tim...yes5.38010
133.292976[{u'index': 0, u'direction': u'forward', u'tim...yes5.38112
233.292976[{u'index': 0, u'direction': u'forward', u'tim...yes5.36480
6049.939464[{u'index': 0, u'direction': u'forward', u'tim...yes6.97958
149.939464[{u'index': 0, u'direction': u'forward', u'tim...yes6.98595
249.939464[{u'index': 0, u'direction': u'forward', u'tim...yes6.97456
8066.585952[{u'index': 0, u'direction': u'forward', u'tim...yes8.35891
166.585952[{u'index': 0, u'direction': u'forward', u'tim...yes8.35891
266.585952[{u'index': 0, u'direction': u'forward', u'tim...yes8.26493
10083.232440[{u'index': 0, u'direction': u'forward', u'tim...yes9.80582
183.232440[{u'index': 0, u'direction': u'forward', u'tim...yes9.74746
283.232440[{u'index': 0, u'direction': u'forward', u'tim...yes9.73843
12099.878928[{u'index': 0, u'direction': u'forward', u'tim...yes12.35980
199.878928[{u'index': 0, u'direction': u'forward', u'tim...yes12.39650
299.878928[{u'index': 0, u'direction': u'forward', u'tim...yes12.33920
140116.525416[{u'index': 0, u'direction': u'forward', u'tim...yes13.52090
1116.525416[{u'index': 0, u'direction': u'forward', u'tim...yes13.54650
2116.525416[{u'index': 0, u'direction': u'forward', u'tim...yes13.35500
160133.171904[{u'index': 0, u'direction': u'forward', u'tim...yes15.01820
1133.171904[{u'index': 0, u'direction': u'forward', u'tim...yes14.99850
2133.171904[{u'index': 0, u'direction': u'forward', u'tim...yes14.98620
libdnn-viennacl2016.646488[{u'index': 0, u'direction': u'forward', u'tim...yes12.56240
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\n", "
" ], "text/plain": [ "run characteristic memory (MB) \\\n", "model lib batch size repetition \n", "bvlc-alexnet clblas 2 0 16.646488 \n", " 1 16.646488 \n", " 2 16.646488 \n", " 4 0 33.292976 \n", " 1 33.292976 \n", " 6 0 49.939464 \n", " 1 49.939464 \n", " 8 0 66.585952 \n", " 1 66.585952 \n", " 2 66.585952 \n", " 10 0 83.232440 \n", " 1 83.232440 \n", " 2 83.232440 \n", " 12 0 99.878928 \n", " 1 99.878928 \n", " 2 99.878928 \n", " 14 0 116.525416 \n", " 1 116.525416 \n", " 16 0 133.171904 \n", " 1 133.171904 \n", " 2 133.171904 \n", " clblast 2 0 16.646488 \n", " 1 16.646488 \n", " 2 16.646488 \n", " 4 0 33.292976 \n", " 1 33.292976 \n", " 2 33.292976 \n", " 6 0 49.939464 \n", " 1 49.939464 \n", " 2 49.939464 \n", " 8 0 66.585952 \n", " 1 66.585952 \n", " 2 66.585952 \n", " 10 0 83.232440 \n", " 1 83.232440 \n", " 2 83.232440 \n", " 12 0 99.878928 \n", " 1 99.878928 \n", " 2 99.878928 \n", " 14 0 116.525416 \n", " 1 116.525416 \n", " 2 116.525416 \n", " 16 0 133.171904 \n", " 1 133.171904 \n", " 2 133.171904 \n", " cpu 2 0 16.646488 \n", " 1 16.646488 \n", " 2 16.646488 \n", " 4 0 33.292976 \n", " 1 33.292976 \n", " 2 33.292976 \n", " 6 0 49.939464 \n", " 1 49.939464 \n", " 2 49.939464 \n", " 8 0 66.585952 \n", " 1 66.585952 \n", " 2 66.585952 \n", " 10 0 83.232440 \n", " 1 83.232440 \n", " 2 83.232440 \n", " 12 0 99.878928 \n", " 1 99.878928 \n", " 2 99.878928 \n", " 14 0 116.525416 \n", " 1 116.525416 \n", " 2 116.525416 \n", " 16 0 133.171904 \n", " 1 133.171904 \n", " 2 133.171904 \n", " cuda 2 0 16.646488 \n", " 1 16.646488 \n", " 2 16.646488 \n", " 4 0 33.292976 \n", " 1 33.292976 \n", " 2 33.292976 \n", " 6 0 49.939464 \n", " 1 49.939464 \n", " 2 49.939464 \n", " 8 0 66.585952 \n", " 1 66.585952 \n", " 2 66.585952 \n", " 10 0 83.232440 \n", " 1 83.232440 \n", " 2 83.232440 \n", " 12 0 99.878928 \n", " 1 99.878928 \n", " 2 99.878928 \n", " 14 0 116.525416 \n", " 1 116.525416 \n", " 2 116.525416 \n", " 16 0 133.171904 \n", " 1 133.171904 \n", " 2 133.171904 \n", " cudnn 2 0 16.646488 \n", " 1 16.646488 \n", " 2 16.646488 \n", " 4 0 33.292976 \n", " 1 33.292976 \n", " 2 33.292976 \n", " 6 0 49.939464 \n", " 1 49.939464 \n", " 2 49.939464 \n", " 8 0 66.585952 \n", " 1 66.585952 \n", " 2 66.585952 \n", " 10 0 83.232440 \n", " 1 83.232440 \n", " 2 83.232440 \n", " 12 0 99.878928 \n", " 1 99.878928 \n", " 2 99.878928 \n", " 14 0 116.525416 \n", " 1 116.525416 \n", " 2 116.525416 \n", " 16 0 133.171904 \n", " 1 133.171904 \n", " 2 133.171904 \n", " libdnn-clblas 2 0 16.646488 \n", " 1 16.646488 \n", " 2 16.646488 \n", " 4 0 33.292976 \n", " 1 33.292976 \n", " 2 33.292976 \n", " 6 0 49.939464 \n", " 1 49.939464 \n", " 2 49.939464 \n", " 8 0 66.585952 \n", " 1 66.585952 \n", " 2 66.585952 \n", " 10 0 83.232440 \n", " 1 83.232440 \n", " 2 83.232440 \n", " 12 0 99.878928 \n", " 1 99.878928 \n", " 2 99.878928 \n", " 14 0 116.525416 \n", " 1 116.525416 \n", " 2 116.525416 \n", " 16 0 133.171904 \n", " 1 133.171904 \n", " 2 133.171904 \n", " libdnn-clblast 2 0 16.646488 \n", " 1 16.646488 \n", " 2 16.646488 \n", " 4 0 33.292976 \n", " 1 33.292976 \n", " 2 33.292976 \n", " 6 0 49.939464 \n", " 1 49.939464 \n", " 2 49.939464 \n", " 8 0 66.585952 \n", " 1 66.585952 \n", " 2 66.585952 \n", " 10 0 83.232440 \n", " 1 83.232440 \n", " 2 83.232440 \n", " 12 0 99.878928 \n", " 1 99.878928 \n", " 2 99.878928 \n", " 14 0 116.525416 \n", " 1 116.525416 \n", " 2 116.525416 \n", " 16 0 133.171904 \n", " 1 133.171904 \n", " 2 133.171904 \n", " libdnn-cuda 2 0 16.646488 \n", " 1 16.646488 \n", " 2 16.646488 \n", " 4 0 33.292976 \n", " 1 33.292976 \n", " 2 33.292976 \n", " 6 0 49.939464 \n", " 1 49.939464 \n", " 2 49.939464 \n", " 8 0 66.585952 \n", " 1 66.585952 \n", " 2 66.585952 \n", " 10 0 83.232440 \n", " 1 83.232440 \n", " 2 83.232440 \n", " 12 0 99.878928 \n", " 1 99.878928 \n", " 2 99.878928 \n", " 14 0 116.525416 \n", " 1 116.525416 \n", " 2 116.525416 \n", " 16 0 133.171904 \n", " 1 133.171904 \n", " 2 133.171904 \n", " libdnn-viennacl 2 0 16.646488 \n", " 1 16.646488 \n", " 2 16.646488 \n", " 4 0 33.292976 \n", " 1 33.292976 \n", " 2 33.292976 \n", " 6 0 49.939464 \n", " 1 49.939464 \n", " 2 49.939464 \n", " 8 0 66.585952 \n", " 1 66.585952 \n", " 2 66.585952 \n", " 10 0 83.232440 \n", " 1 83.232440 \n", " 2 83.232440 \n", " 12 0 99.878928 \n", " 1 99.878928 \n", " 2 99.878928 \n", " 14 0 116.525416 \n", " 1 116.525416 \n", " 2 116.525416 \n", " 16 0 133.171904 \n", " 1 133.171904 \n", " 2 133.171904 \n", " nvidia-cuda 2 0 16.646488 \n", " 1 16.646488 \n", " 2 16.646488 \n", " 4 0 33.292976 \n", " 1 33.292976 \n", " 2 33.292976 \n", " 6 0 49.939464 \n", " 1 49.939464 \n", " 2 49.939464 \n", " 8 0 66.585952 \n", " 1 66.585952 \n", " 2 66.585952 \n", " 10 0 83.232440 \n", " 1 83.232440 \n", " 2 83.232440 \n", " 12 0 99.878928 \n", " 1 99.878928 \n", " 2 99.878928 \n", " 14 0 116.525416 \n", " 1 116.525416 \n", " 2 116.525416 \n", " 16 0 133.171904 \n", " 1 133.171904 \n", " 2 133.171904 \n", " nvidia-cudnn 2 0 16.646488 \n", " 1 16.646488 \n", " 2 16.646488 \n", " 4 0 33.292976 \n", " 1 33.292976 \n", " 2 33.292976 \n", " 6 0 49.939464 \n", " 1 49.939464 \n", " 2 49.939464 \n", " 8 0 66.585952 \n", " 1 66.585952 \n", " 2 66.585952 \n", " 10 0 83.232440 \n", " 1 83.232440 \n", " 2 83.232440 \n", " 12 0 99.878928 \n", " 1 99.878928 \n", " 2 99.878928 \n", " 14 0 116.525416 \n", " 1 116.525416 \n", " 2 116.525416 \n", " 16 0 133.171904 \n", " 1 133.171904 \n", " 2 133.171904 \n", " nvidia-fp16-cuda 2 0 7.704896 \n", " 1 7.704896 \n", " 2 7.704896 \n", " 4 0 15.409792 \n", " 1 15.409792 \n", " 2 15.409792 \n", " 6 0 23.114688 \n", " 1 23.114688 \n", " 2 23.114688 \n", " 8 0 30.819584 \n", " 1 30.819584 \n", " 2 30.819584 \n", " 10 0 38.524480 \n", " 1 38.524480 \n", " 2 38.524480 \n", " 12 0 46.229376 \n", " 1 46.229376 \n", " 2 46.229376 \n", " 14 0 53.934272 \n", " 1 53.934272 \n", " 2 53.934272 \n", " 16 0 61.639168 \n", " 1 61.639168 \n", " 2 61.639168 \n", " nvidia-fp16-cudnn 2 0 7.704896 \n", " 1 7.704896 \n", " 2 7.704896 \n", " 4 0 15.409792 \n", " 1 15.409792 \n", " 2 15.409792 \n", " 6 0 23.114688 \n", " 1 23.114688 \n", " 2 23.114688 \n", " 8 0 30.819584 \n", " 1 30.819584 \n", " 2 30.819584 \n", " 10 0 38.524480 \n", " 1 38.524480 \n", " 2 38.524480 \n", " 12 0 46.229376 \n", " 1 46.229376 \n", " 2 46.229376 \n", " 14 0 53.934272 \n", " 1 53.934272 \n", " 2 53.934272 \n", " 16 0 61.639168 \n", " 1 61.639168 \n", " 2 61.639168 \n", " viennacl 2 0 16.646488 \n", " 1 16.646488 \n", " 2 16.646488 \n", " 4 0 33.292976 \n", " 1 33.292976 \n", " 2 33.292976 \n", " 6 0 49.939464 \n", " 1 49.939464 \n", " 8 0 66.585952 \n", " 1 66.585952 \n", " 10 0 83.232440 \n", " 1 83.232440 \n", " 12 0 99.878928 \n", " 1 99.878928 \n", " 2 99.878928 \n", " 14 0 116.525416 \n", " 1 116.525416 \n", " 2 116.525416 \n", " 16 0 133.171904 \n", " 1 133.171904 \n", "bvlc-googlenet clblas 2 0 110.306688 \n", " 1 110.306688 \n", " 2 110.306688 \n", " 4 0 220.613376 \n", " 1 220.613376 \n", " 2 220.613376 \n", " 6 0 330.920064 \n", " 1 330.920064 \n", " 8 0 441.226752 \n", " 1 441.226752 \n", " 10 0 551.533440 \n", " 1 551.533440 \n", " 12 0 661.840128 \n", " 1 661.840128 \n", " 2 661.840128 \n", " 14 0 772.146816 \n", " 1 772.146816 \n", " 2 772.146816 \n", " 16 0 882.453504 \n", " 1 882.453504 \n", " 2 882.453504 \n", " clblast 2 0 110.306688 \n", " 1 110.306688 \n", " 2 110.306688 \n", " 4 0 220.613376 \n", " 1 220.613376 \n", " 2 220.613376 \n", " 6 0 330.920064 \n", " 1 330.920064 \n", " 2 330.920064 \n", " 8 0 441.226752 \n", " 1 441.226752 \n", " 2 441.226752 \n", " 10 0 551.533440 \n", " 1 551.533440 \n", " 2 551.533440 \n", " 12 0 661.840128 \n", " 1 661.840128 \n", " 2 661.840128 \n", " 14 0 772.146816 \n", " 1 772.146816 \n", " 2 772.146816 \n", " 16 0 882.453504 \n", " 1 882.453504 \n", " 2 882.453504 \n", " cpu 2 0 110.306688 \n", " 1 110.306688 \n", " 2 110.306688 \n", " 4 0 220.613376 \n", " 1 220.613376 \n", " 2 220.613376 \n", " 6 0 330.920064 \n", " 1 330.920064 \n", " 2 330.920064 \n", " 8 0 441.226752 \n", " 1 441.226752 \n", " 2 441.226752 \n", " 10 0 551.533440 \n", " 1 551.533440 \n", " 2 551.533440 \n", " 12 0 661.840128 \n", " 1 661.840128 \n", " 2 661.840128 \n", " 14 0 772.146816 \n", " 1 772.146816 \n", " 2 772.146816 \n", " 16 0 882.453504 \n", " 1 882.453504 \n", " 2 882.453504 \n", " cuda 2 0 110.306688 \n", " 1 110.306688 \n", " 2 110.306688 \n", " 4 0 220.613376 \n", " 1 220.613376 \n", " 2 220.613376 \n", " 6 0 330.920064 \n", " 1 330.920064 \n", " 2 330.920064 \n", " 8 0 441.226752 \n", " 1 441.226752 \n", " 2 441.226752 \n", " 10 0 551.533440 \n", " 1 551.533440 \n", " 2 551.533440 \n", " 12 0 661.840128 \n", " 1 661.840128 \n", " 2 661.840128 \n", " 14 0 772.146816 \n", " 1 772.146816 \n", " 2 772.146816 \n", " 16 0 882.453504 \n", " 1 882.453504 \n", " 2 882.453504 \n", " cudnn 2 0 110.306688 \n", " 1 110.306688 \n", " 2 110.306688 \n", " 4 0 220.613376 \n", " 1 220.613376 \n", " 2 220.613376 \n", " 6 0 330.920064 \n", " 1 330.920064 \n", " 2 330.920064 \n", " 8 0 441.226752 \n", " 1 441.226752 \n", " 2 441.226752 \n", " 10 0 551.533440 \n", " 1 551.533440 \n", " 2 551.533440 \n", " 12 0 661.840128 \n", " 1 661.840128 \n", " 2 661.840128 \n", " 14 0 772.146816 \n", " 1 772.146816 \n", " 2 772.146816 \n", " 16 0 882.453504 \n", " 1 882.453504 \n", " 2 882.453504 \n", " libdnn-clblas 2 0 110.306688 \n", " 1 110.306688 \n", " 2 110.306688 \n", " 4 0 220.613376 \n", " 1 220.613376 \n", " 2 220.613376 \n", " 6 0 330.920064 \n", " 1 330.920064 \n", " 2 330.920064 \n", " 8 0 441.226752 \n", " 1 441.226752 \n", " 2 441.226752 \n", " 10 0 551.533440 \n", " 1 551.533440 \n", " 2 551.533440 \n", " 12 0 661.840128 \n", " 1 661.840128 \n", " 2 661.840128 \n", " 14 0 772.146816 \n", " 1 772.146816 \n", " 2 772.146816 \n", " 16 0 882.453504 \n", " 1 882.453504 \n", " 2 882.453504 \n", " libdnn-clblast 2 0 110.306688 \n", " 1 110.306688 \n", " 2 110.306688 \n", " 4 0 220.613376 \n", " 1 220.613376 \n", " 2 220.613376 \n", " 6 0 330.920064 \n", " 1 330.920064 \n", " 2 330.920064 \n", " 8 0 441.226752 \n", " 1 441.226752 \n", " 2 441.226752 \n", " 10 0 551.533440 \n", " 1 551.533440 \n", " 2 551.533440 \n", " 12 0 661.840128 \n", " 1 661.840128 \n", " 2 661.840128 \n", " 14 0 772.146816 \n", " 1 772.146816 \n", " 2 772.146816 \n", " 16 0 882.453504 \n", " 1 882.453504 \n", " 2 882.453504 \n", " libdnn-cuda 2 0 110.306688 \n", " 1 110.306688 \n", " 2 110.306688 \n", " 4 0 220.613376 \n", " 1 220.613376 \n", " 2 220.613376 \n", " 6 0 330.920064 \n", " 1 330.920064 \n", " 2 330.920064 \n", " 8 0 441.226752 \n", " 1 441.226752 \n", " 2 441.226752 \n", " 10 0 551.533440 \n", " 1 551.533440 \n", " 2 551.533440 \n", " 12 0 661.840128 \n", " 1 661.840128 \n", " 2 661.840128 \n", " 14 0 772.146816 \n", " 1 772.146816 \n", " 2 772.146816 \n", " 16 0 882.453504 \n", " 1 882.453504 \n", " 2 882.453504 \n", " libdnn-viennacl 2 0 110.306688 \n", " 1 110.306688 \n", " 2 110.306688 \n", " 4 0 220.613376 \n", " 1 220.613376 \n", " 2 220.613376 \n", " 6 0 330.920064 \n", " 1 330.920064 \n", " 2 330.920064 \n", " 8 0 441.226752 \n", " 1 441.226752 \n", " 2 441.226752 \n", " 10 0 551.533440 \n", " 1 551.533440 \n", " 2 551.533440 \n", " 12 0 661.840128 \n", " 1 661.840128 \n", " 2 661.840128 \n", " 14 0 772.146816 \n", " 1 772.146816 \n", " 2 772.146816 \n", " 16 0 882.453504 \n", " 1 882.453504 \n", " 2 882.453504 \n", " nvidia-cuda 2 0 110.306688 \n", " 1 110.306688 \n", " 2 110.306688 \n", " 4 0 220.613376 \n", " 1 220.613376 \n", " 2 220.613376 \n", " 6 0 330.920064 \n", " 1 330.920064 \n", " 2 330.920064 \n", " 8 0 441.226752 \n", " 1 441.226752 \n", " 2 441.226752 \n", " 10 0 551.533440 \n", " 1 551.533440 \n", " 2 551.533440 \n", " 12 0 661.840128 \n", " 1 661.840128 \n", " 2 661.840128 \n", " 14 0 772.146816 \n", " 1 772.146816 \n", " 2 772.146816 \n", " 16 0 882.453504 \n", " 1 882.453504 \n", " 2 882.453504 \n", " nvidia-cudnn 2 0 110.306688 \n", " 1 110.306688 \n", " 2 110.306688 \n", " 4 0 220.613376 \n", " 1 220.613376 \n", " 2 220.613376 \n", " 6 0 330.920064 \n", " 1 330.920064 \n", " 2 330.920064 \n", " 8 0 441.226752 \n", " 1 441.226752 \n", " 2 441.226752 \n", " 10 0 551.533440 \n", " 1 551.533440 \n", " 2 551.533440 \n", " 12 0 661.840128 \n", " 1 661.840128 \n", " 2 661.840128 \n", " 14 0 772.146816 \n", " 1 772.146816 \n", " 2 772.146816 \n", " 16 0 882.453504 \n", " 1 882.453504 \n", " 2 882.453504 \n", " nvidia-fp16-cuda 2 0 54.551232 \n", " 1 54.551232 \n", " 2 54.551232 \n", " 4 0 109.102464 \n", " 1 109.102464 \n", " 2 109.102464 \n", " 6 0 163.653696 \n", " 1 163.653696 \n", " 2 163.653696 \n", " 8 0 218.204928 \n", " 1 218.204928 \n", " 2 218.204928 \n", " 10 0 272.756160 \n", " 1 272.756160 \n", " 2 272.756160 \n", " 12 0 327.307392 \n", " 1 327.307392 \n", " 2 327.307392 \n", " 14 0 381.858624 \n", " 1 381.858624 \n", " 2 381.858624 \n", " 16 0 436.409856 \n", " 1 436.409856 \n", " 2 436.409856 \n", " nvidia-fp16-cudnn 2 0 54.551232 \n", " 1 54.551232 \n", " 2 54.551232 \n", " 4 0 109.102464 \n", " 1 109.102464 \n", " 2 109.102464 \n", " 6 0 163.653696 \n", " 1 163.653696 \n", " 2 163.653696 \n", " 8 0 218.204928 \n", " 1 218.204928 \n", " 2 218.204928 \n", " 10 0 272.756160 \n", " 1 272.756160 \n", " 2 272.756160 \n", " 12 0 327.307392 \n", " 1 327.307392 \n", " 2 327.307392 \n", " 14 0 381.858624 \n", " 1 381.858624 \n", " 2 381.858624 \n", " 16 0 436.409856 \n", " 1 436.409856 \n", " 2 436.409856 \n", " viennacl 2 0 110.306688 \n", " 1 110.306688 \n", " 4 0 220.613376 \n", " 1 220.613376 \n", " 2 220.613376 \n", " 6 0 330.920064 \n", " 1 330.920064 \n", " 2 330.920064 \n", " 8 0 441.226752 \n", " 1 441.226752 \n", " 2 441.226752 \n", " 10 0 551.533440 \n", " 1 551.533440 \n", " 2 551.533440 \n", " 12 0 661.840128 \n", " 1 661.840128 \n", " 2 661.840128 \n", " 14 0 772.146816 \n", " 1 772.146816 \n", " 2 772.146816 \n", " 16 0 882.453504 \n", " 1 882.453504 \n", " 2 882.453504 \n", "deepscale-squeezenet-1.0 clblas 2 0 106.120408 \n", " 1 106.120408 \n", " 4 0 212.240816 \n", " 1 212.240816 \n", " 2 212.240816 \n", " 6 0 318.361224 \n", " 1 318.361224 \n", " 2 318.361224 \n", " 8 0 424.481632 \n", " 1 424.481632 \n", " 2 424.481632 \n", " 10 0 530.602040 \n", " 1 530.602040 \n", " 2 530.602040 \n", " 12 0 636.722448 \n", " 1 636.722448 \n", " 2 636.722448 \n", " 14 0 742.842856 \n", " 1 742.842856 \n", " 2 742.842856 \n", " 16 0 848.963264 \n", " 1 848.963264 \n", " 2 848.963264 \n", " clblast 2 0 106.120408 \n", " 1 106.120408 \n", " 2 106.120408 \n", " 4 0 212.240816 \n", " 1 212.240816 \n", " 2 212.240816 \n", " 6 0 318.361224 \n", " 1 318.361224 \n", " 2 318.361224 \n", " 8 0 424.481632 \n", " 1 424.481632 \n", " 2 424.481632 \n", " 10 0 530.602040 \n", " 1 530.602040 \n", " 2 530.602040 \n", " 12 0 636.722448 \n", " 1 636.722448 \n", " 2 636.722448 \n", " 14 0 742.842856 \n", " 1 742.842856 \n", " 2 742.842856 \n", " 16 0 848.963264 \n", " 1 848.963264 \n", " 2 848.963264 \n", " cpu 2 0 106.120408 \n", " 1 106.120408 \n", " 2 106.120408 \n", " 4 0 212.240816 \n", " 1 212.240816 \n", " 2 212.240816 \n", " 6 0 318.361224 \n", " 1 318.361224 \n", " 2 318.361224 \n", " 8 0 424.481632 \n", " 1 424.481632 \n", " 2 424.481632 \n", " 10 0 530.602040 \n", " 1 530.602040 \n", " 2 530.602040 \n", " 12 0 636.722448 \n", " 1 636.722448 \n", " 2 636.722448 \n", " 14 0 742.842856 \n", " 1 742.842856 \n", " 2 742.842856 \n", " 16 0 848.963264 \n", " 1 848.963264 \n", " 2 848.963264 \n", " cuda 2 0 106.120408 \n", " 1 106.120408 \n", " 2 106.120408 \n", " 4 0 212.240816 \n", " 1 212.240816 \n", " 2 212.240816 \n", " 6 0 318.361224 \n", " 1 318.361224 \n", " 2 318.361224 \n", " 8 0 424.481632 \n", " 1 424.481632 \n", " 2 424.481632 \n", " 10 0 530.602040 \n", " 1 530.602040 \n", " 2 530.602040 \n", " 12 0 636.722448 \n", " 1 636.722448 \n", " 2 636.722448 \n", " 14 0 742.842856 \n", " 1 742.842856 \n", " 2 742.842856 \n", " 16 0 848.963264 \n", " 1 848.963264 \n", " 2 848.963264 \n", " cudnn 2 0 106.120408 \n", " 1 106.120408 \n", " 2 106.120408 \n", " 4 0 212.240816 \n", " 1 212.240816 \n", " 2 212.240816 \n", " 6 0 318.361224 \n", " 1 318.361224 \n", " 2 318.361224 \n", " 8 0 424.481632 \n", " 1 424.481632 \n", " 2 424.481632 \n", " 10 0 530.602040 \n", " 1 530.602040 \n", " 2 530.602040 \n", " 12 0 636.722448 \n", " 1 636.722448 \n", " 2 636.722448 \n", " 14 0 742.842856 \n", " 1 742.842856 \n", " 2 742.842856 \n", " 16 0 848.963264 \n", " 1 848.963264 \n", " 2 848.963264 \n", " libdnn-clblas 2 0 106.120408 \n", " 1 106.120408 \n", " 2 106.120408 \n", " 4 0 212.240816 \n", " 1 212.240816 \n", " 2 212.240816 \n", " 6 0 318.361224 \n", " 1 318.361224 \n", " 2 318.361224 \n", " 8 0 424.481632 \n", " 1 424.481632 \n", " 2 424.481632 \n", " 10 0 530.602040 \n", " 1 530.602040 \n", " 2 530.602040 \n", " 12 0 636.722448 \n", " 1 636.722448 \n", " 2 636.722448 \n", " 14 0 742.842856 \n", " 1 742.842856 \n", " 2 742.842856 \n", " 16 0 848.963264 \n", " 1 848.963264 \n", " 2 848.963264 \n", " libdnn-clblast 2 0 106.120408 \n", " 1 106.120408 \n", " 2 106.120408 \n", " 4 0 212.240816 \n", " 1 212.240816 \n", " 2 212.240816 \n", " 6 0 318.361224 \n", " 1 318.361224 \n", " 2 318.361224 \n", " 8 0 424.481632 \n", " 1 424.481632 \n", " 2 424.481632 \n", " 10 0 530.602040 \n", " 1 530.602040 \n", " 2 530.602040 \n", " 12 0 636.722448 \n", " 1 636.722448 \n", " 2 636.722448 \n", " 14 0 742.842856 \n", " 1 742.842856 \n", " 2 742.842856 \n", " 16 0 848.963264 \n", " 1 848.963264 \n", " 2 848.963264 \n", " libdnn-cuda 2 0 106.120408 \n", " 1 106.120408 \n", " 2 106.120408 \n", " 4 0 212.240816 \n", " 1 212.240816 \n", " 2 212.240816 \n", " 6 0 318.361224 \n", " 1 318.361224 \n", " 2 318.361224 \n", " 8 0 424.481632 \n", " 1 424.481632 \n", " 2 424.481632 \n", " 10 0 530.602040 \n", " 1 530.602040 \n", " 2 530.602040 \n", " 12 0 636.722448 \n", " 1 636.722448 \n", " 2 636.722448 \n", " 14 0 742.842856 \n", " 1 742.842856 \n", " 2 742.842856 \n", " 16 0 848.963264 \n", " 1 848.963264 \n", " 2 848.963264 \n", " libdnn-viennacl 2 0 106.120408 \n", " 1 106.120408 \n", " 2 106.120408 \n", " 4 0 212.240816 \n", " 1 212.240816 \n", " 2 212.240816 \n", " 6 0 318.361224 \n", " 1 318.361224 \n", " 2 318.361224 \n", " 8 0 424.481632 \n", " 1 424.481632 \n", " 2 424.481632 \n", " 10 0 530.602040 \n", " 1 530.602040 \n", " 2 530.602040 \n", " 12 0 636.722448 \n", " 1 636.722448 \n", " 2 636.722448 \n", " 14 0 742.842856 \n", " 1 742.842856 \n", " 2 742.842856 \n", " 16 0 848.963264 \n", " 1 848.963264 \n", " 2 848.963264 \n", " nvidia-cuda 2 0 106.120408 \n", " 1 106.120408 \n", " 2 106.120408 \n", " 4 0 212.240816 \n", " 1 212.240816 \n", " 2 212.240816 \n", " 6 0 318.361224 \n", " 1 318.361224 \n", " 2 318.361224 \n", " 8 0 424.481632 \n", " 1 424.481632 \n", " 2 424.481632 \n", " 10 0 530.602040 \n", " 1 530.602040 \n", " 2 530.602040 \n", " 12 0 636.722448 \n", " 1 636.722448 \n", " 2 636.722448 \n", " 14 0 742.842856 \n", " 1 742.842856 \n", " 2 742.842856 \n", " 16 0 848.963264 \n", " 1 848.963264 \n", " 2 848.963264 \n", " nvidia-cudnn 2 0 106.120408 \n", " 1 106.120408 \n", " 2 106.120408 \n", " 4 0 212.240816 \n", " 1 212.240816 \n", " 2 212.240816 \n", " 6 0 318.361224 \n", " 1 318.361224 \n", " 2 318.361224 \n", " 8 0 424.481632 \n", " 1 424.481632 \n", " 2 424.481632 \n", " 10 0 530.602040 \n", " 1 530.602040 \n", " 2 530.602040 \n", " 12 0 636.722448 \n", " 1 636.722448 \n", " 2 636.722448 \n", " 14 0 742.842856 \n", " 1 742.842856 \n", " 2 742.842856 \n", " 16 0 848.963264 \n", " 1 848.963264 \n", " 2 848.963264 \n", " nvidia-fp16-cuda 2 0 52.441856 \n", " 1 52.441856 \n", " 2 52.441856 \n", " 4 0 104.883712 \n", " 1 104.883712 \n", " 2 104.883712 \n", " 6 0 157.325568 \n", " 1 157.325568 \n", " 2 157.325568 \n", " 8 0 209.767424 \n", " 1 209.767424 \n", " 2 209.767424 \n", " 10 0 262.209280 \n", " 1 262.209280 \n", " 2 262.209280 \n", " 12 0 314.651136 \n", " 1 314.651136 \n", " 2 314.651136 \n", " 14 0 367.092992 \n", " 1 367.092992 \n", " 2 367.092992 \n", " 16 0 419.534848 \n", " 1 419.534848 \n", " 2 419.534848 \n", " nvidia-fp16-cudnn 2 0 52.441856 \n", " 1 52.441856 \n", " 2 52.441856 \n", " 4 0 104.883712 \n", " 1 104.883712 \n", " 2 104.883712 \n", " 6 0 157.325568 \n", " 1 157.325568 \n", " 2 157.325568 \n", " 8 0 209.767424 \n", " 1 209.767424 \n", " 2 209.767424 \n", " 10 0 262.209280 \n", " 1 262.209280 \n", " 2 262.209280 \n", " 12 0 314.651136 \n", " 1 314.651136 \n", " 2 314.651136 \n", " 14 0 367.092992 \n", " 1 367.092992 \n", " 2 367.092992 \n", " 16 0 419.534848 \n", " 1 419.534848 \n", " 2 419.534848 \n", " viennacl 2 0 106.120408 \n", " 1 106.120408 \n", " 4 0 212.240816 \n", " 1 212.240816 \n", " 6 0 318.361224 \n", " 1 318.361224 \n", " 2 318.361224 \n", " 8 0 424.481632 \n", " 1 424.481632 \n", " 2 424.481632 \n", " 10 0 530.602040 \n", " 1 530.602040 \n", " 2 530.602040 \n", " 12 0 636.722448 \n", " 1 636.722448 \n", " 2 636.722448 \n", " 14 0 742.842856 \n", " 1 742.842856 \n", " 2 742.842856 \n", " 16 0 848.963264 \n", " 1 848.963264 \n", " 2 848.963264 \n", "deepscale-squeezenet-1.1 clblas 2 0 64.629592 \n", " 1 64.629592 \n", " 2 64.629592 \n", " 4 0 129.259184 \n", " 1 129.259184 \n", " 6 0 193.888776 \n", " 1 193.888776 \n", " 2 193.888776 \n", " 8 0 258.518368 \n", " 1 258.518368 \n", " 2 258.518368 \n", " 10 0 323.147960 \n", " 1 323.147960 \n", " 2 323.147960 \n", " 12 0 387.777552 \n", " 1 387.777552 \n", " 2 387.777552 \n", " 14 0 452.407144 \n", " 1 452.407144 \n", " 2 452.407144 \n", " 16 0 517.036736 \n", " 1 517.036736 \n", " clblast 2 0 64.629592 \n", " 1 64.629592 \n", " 2 64.629592 \n", " 4 0 129.259184 \n", " 1 129.259184 \n", " 2 129.259184 \n", " 6 0 193.888776 \n", " 1 193.888776 \n", " 2 193.888776 \n", " 8 0 258.518368 \n", " 1 258.518368 \n", " 2 258.518368 \n", " 10 0 323.147960 \n", " 1 323.147960 \n", " 2 323.147960 \n", " 12 0 387.777552 \n", " 1 387.777552 \n", " 2 387.777552 \n", " 14 0 452.407144 \n", " 1 452.407144 \n", " 2 452.407144 \n", " 16 0 517.036736 \n", " 1 517.036736 \n", " 2 517.036736 \n", " cpu 2 0 64.629592 \n", " 1 64.629592 \n", " 2 64.629592 \n", " 4 0 129.259184 \n", " 1 129.259184 \n", " 2 129.259184 \n", " 6 0 193.888776 \n", " 1 193.888776 \n", " 2 193.888776 \n", " 8 0 258.518368 \n", " 1 258.518368 \n", " 2 258.518368 \n", " 10 0 323.147960 \n", " 1 323.147960 \n", " 2 323.147960 \n", " 12 0 387.777552 \n", " 1 387.777552 \n", " 2 387.777552 \n", " 14 0 452.407144 \n", " 1 452.407144 \n", " 2 452.407144 \n", " 16 0 517.036736 \n", " 1 517.036736 \n", " 2 517.036736 \n", " cuda 2 0 64.629592 \n", " 1 64.629592 \n", " 2 64.629592 \n", " 4 0 129.259184 \n", " 1 129.259184 \n", " 2 129.259184 \n", " 6 0 193.888776 \n", " 1 193.888776 \n", " 2 193.888776 \n", " 8 0 258.518368 \n", " 1 258.518368 \n", " 2 258.518368 \n", " 10 0 323.147960 \n", " 1 323.147960 \n", " 2 323.147960 \n", " 12 0 387.777552 \n", " 1 387.777552 \n", " 2 387.777552 \n", " 14 0 452.407144 \n", " 1 452.407144 \n", " 2 452.407144 \n", " 16 0 517.036736 \n", " 1 517.036736 \n", " 2 517.036736 \n", " cudnn 2 0 64.629592 \n", " 1 64.629592 \n", " 2 64.629592 \n", " 4 0 129.259184 \n", " 1 129.259184 \n", " 2 129.259184 \n", " 6 0 193.888776 \n", " 1 193.888776 \n", " 2 193.888776 \n", " 8 0 258.518368 \n", " 1 258.518368 \n", " 2 258.518368 \n", " 10 0 323.147960 \n", " 1 323.147960 \n", " 2 323.147960 \n", " 12 0 387.777552 \n", " 1 387.777552 \n", " 2 387.777552 \n", " 14 0 452.407144 \n", " 1 452.407144 \n", " 2 452.407144 \n", " 16 0 517.036736 \n", " 1 517.036736 \n", " 2 517.036736 \n", " libdnn-clblas 2 0 64.629592 \n", " 1 64.629592 \n", " 2 64.629592 \n", " 4 0 129.259184 \n", " 1 129.259184 \n", " 2 129.259184 \n", " 6 0 193.888776 \n", " 1 193.888776 \n", " 2 193.888776 \n", " 8 0 258.518368 \n", " 1 258.518368 \n", " 2 258.518368 \n", " 10 0 323.147960 \n", " 1 323.147960 \n", " 2 323.147960 \n", " 12 0 387.777552 \n", " 1 387.777552 \n", " 2 387.777552 \n", " 14 0 452.407144 \n", " 1 452.407144 \n", " 2 452.407144 \n", " 16 0 517.036736 \n", " 1 517.036736 \n", " 2 517.036736 \n", " libdnn-clblast 2 0 64.629592 \n", " 1 64.629592 \n", " 2 64.629592 \n", " 4 0 129.259184 \n", " 1 129.259184 \n", " 2 129.259184 \n", " 6 0 193.888776 \n", " 1 193.888776 \n", " 2 193.888776 \n", " 8 0 258.518368 \n", " 1 258.518368 \n", " 2 258.518368 \n", " 10 0 323.147960 \n", " 1 323.147960 \n", " 2 323.147960 \n", " 12 0 387.777552 \n", " 1 387.777552 \n", " 2 387.777552 \n", " 14 0 452.407144 \n", " 1 452.407144 \n", " 2 452.407144 \n", " 16 0 517.036736 \n", " 1 517.036736 \n", " 2 517.036736 \n", " libdnn-cuda 2 0 64.629592 \n", " 1 64.629592 \n", " 2 64.629592 \n", " 4 0 129.259184 \n", " 1 129.259184 \n", " 2 129.259184 \n", " 6 0 193.888776 \n", " 1 193.888776 \n", " 2 193.888776 \n", " 8 0 258.518368 \n", " 1 258.518368 \n", " 2 258.518368 \n", " 10 0 323.147960 \n", " 1 323.147960 \n", " 2 323.147960 \n", " 12 0 387.777552 \n", " 1 387.777552 \n", " 2 387.777552 \n", " 14 0 452.407144 \n", " 1 452.407144 \n", " 2 452.407144 \n", " 16 0 517.036736 \n", " 1 517.036736 \n", " 2 517.036736 \n", " libdnn-viennacl 2 0 64.629592 \n", " 1 64.629592 \n", " 2 64.629592 \n", " 4 0 129.259184 \n", " 1 129.259184 \n", " 2 129.259184 \n", " 6 0 193.888776 \n", " 1 193.888776 \n", " 2 193.888776 \n", " 8 0 258.518368 \n", " 1 258.518368 \n", " 2 258.518368 \n", " 10 0 323.147960 \n", " 1 323.147960 \n", " 2 323.147960 \n", " 12 0 387.777552 \n", " 1 387.777552 \n", " 2 387.777552 \n", " 14 0 452.407144 \n", " 1 452.407144 \n", " 2 452.407144 \n", " 16 0 517.036736 \n", " 1 517.036736 \n", " 2 517.036736 \n", " nvidia-cuda 2 0 64.629592 \n", " 1 64.629592 \n", " 2 64.629592 \n", " 4 0 129.259184 \n", " 1 129.259184 \n", " 2 129.259184 \n", " 6 0 193.888776 \n", " 1 193.888776 \n", " 2 193.888776 \n", " 8 0 258.518368 \n", " 1 258.518368 \n", " 2 258.518368 \n", " 10 0 323.147960 \n", " 1 323.147960 \n", " 2 323.147960 \n", " 12 0 387.777552 \n", " 1 387.777552 \n", " 2 387.777552 \n", " 14 0 452.407144 \n", " 1 452.407144 \n", " 2 452.407144 \n", " 16 0 517.036736 \n", " 1 517.036736 \n", " 2 517.036736 \n", " nvidia-cudnn 2 0 64.629592 \n", " 1 64.629592 \n", " 2 64.629592 \n", " 4 0 129.259184 \n", " 1 129.259184 \n", " 2 129.259184 \n", " 6 0 193.888776 \n", " 1 193.888776 \n", " 2 193.888776 \n", " 8 0 258.518368 \n", " 1 258.518368 \n", " 2 258.518368 \n", " 10 0 323.147960 \n", " 1 323.147960 \n", " 2 323.147960 \n", " 12 0 387.777552 \n", " 1 387.777552 \n", " 2 387.777552 \n", " 14 0 452.407144 \n", " 1 452.407144 \n", " 2 452.407144 \n", " 16 0 517.036736 \n", " 1 517.036736 \n", " 2 517.036736 \n", " nvidia-fp16-cuda 2 0 31.696448 \n", " 1 31.696448 \n", " 2 31.696448 \n", " 4 0 63.392896 \n", " 1 63.392896 \n", " 2 63.392896 \n", " 6 0 95.089344 \n", " 1 95.089344 \n", " 2 95.089344 \n", " 8 0 126.785792 \n", " 1 126.785792 \n", " 2 126.785792 \n", " 10 0 158.482240 \n", " 1 158.482240 \n", " 2 158.482240 \n", " 12 0 190.178688 \n", " 1 190.178688 \n", " 2 190.178688 \n", " 14 0 221.875136 \n", " 1 221.875136 \n", " 2 221.875136 \n", " 16 0 253.571584 \n", " 1 253.571584 \n", " 2 253.571584 \n", " nvidia-fp16-cudnn 2 0 31.696448 \n", " 1 31.696448 \n", " 2 31.696448 \n", " 4 0 63.392896 \n", " 1 63.392896 \n", " 2 63.392896 \n", " 6 0 95.089344 \n", " 1 95.089344 \n", " 2 95.089344 \n", " 8 0 126.785792 \n", " 1 126.785792 \n", " 2 126.785792 \n", " 10 0 158.482240 \n", " 1 158.482240 \n", " 2 158.482240 \n", " 12 0 190.178688 \n", " 1 190.178688 \n", " 2 190.178688 \n", " 14 0 221.875136 \n", " 1 221.875136 \n", " 2 221.875136 \n", " 16 0 253.571584 \n", " 1 253.571584 \n", " 2 253.571584 \n", " viennacl 2 0 64.629592 \n", " 1 64.629592 \n", " 2 64.629592 \n", " 4 0 129.259184 \n", " 1 129.259184 \n", " 2 129.259184 \n", " 6 0 193.888776 \n", " 1 193.888776 \n", " 2 193.888776 \n", " 8 0 258.518368 \n", " 1 258.518368 \n", " 10 0 323.147960 \n", " 1 323.147960 \n", " 2 323.147960 \n", " 12 0 387.777552 \n", " 1 387.777552 \n", " 14 0 452.407144 \n", " 1 452.407144 \n", " 2 452.407144 \n", " 16 0 517.036736 \n", " 1 517.036736 \n", " 2 517.036736 \n", "\n", "run characteristic per layer info \\\n", "model lib batch size repetition \n", "bvlc-alexnet clblas 2 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 4 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 6 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 8 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 10 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 12 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 14 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 16 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " clblast 2 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 4 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 6 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 8 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 10 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 12 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 14 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 16 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " cpu 2 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 4 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 6 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 8 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 10 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 12 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 14 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 16 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " cuda 2 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 4 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 6 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 8 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 10 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 12 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 14 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 16 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " cudnn 2 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 4 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 6 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 8 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 10 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 12 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 14 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 16 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " libdnn-clblas 2 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 4 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 6 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 8 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 10 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 12 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 14 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 16 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " libdnn-clblast 2 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 4 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 6 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 8 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 10 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 12 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 14 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 16 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " libdnn-cuda 2 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 4 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 6 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 8 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 10 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 12 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 14 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 16 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " libdnn-viennacl 2 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 4 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 6 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 8 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 10 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 12 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 14 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 16 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " nvidia-cuda 2 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 4 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 6 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 8 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 10 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 12 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 14 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 16 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " nvidia-cudnn 2 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 4 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 6 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 8 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 10 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 12 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 14 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 16 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " nvidia-fp16-cuda 2 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 4 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 6 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 8 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 10 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 12 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 14 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 16 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " nvidia-fp16-cudnn 2 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 4 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 6 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 8 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 10 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 12 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 14 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 16 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " viennacl 2 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 4 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 6 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 8 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 10 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 12 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 14 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 16 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", "bvlc-googlenet clblas 2 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 4 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 6 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 8 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 10 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 12 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 14 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 16 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " clblast 2 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 4 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 6 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 8 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 10 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 12 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 14 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 16 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " cpu 2 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 4 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 6 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 8 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 10 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 12 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 14 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 16 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " cuda 2 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 4 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 6 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 8 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 10 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 12 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 14 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 16 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " cudnn 2 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 4 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 6 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 8 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 10 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 12 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 14 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 16 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " libdnn-clblas 2 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 4 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 6 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 8 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 10 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 12 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 14 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 16 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " libdnn-clblast 2 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 4 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 6 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 8 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 10 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 12 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 14 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 16 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " libdnn-cuda 2 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 4 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 6 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 8 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 10 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 12 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 14 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 16 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " libdnn-viennacl 2 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 4 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 6 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 8 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 10 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 12 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 14 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 16 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " nvidia-cuda 2 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 4 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 6 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 8 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 10 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 12 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 14 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 16 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " nvidia-cudnn 2 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 4 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 6 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 8 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 10 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 12 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 14 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 16 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " nvidia-fp16-cuda 2 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 4 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 6 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 8 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 10 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 12 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 14 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 16 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " nvidia-fp16-cudnn 2 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 4 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 6 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 8 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 10 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 12 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 14 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 16 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " viennacl 2 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 4 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 6 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 8 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 10 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 12 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 14 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 16 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", "deepscale-squeezenet-1.0 clblas 2 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 4 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 6 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 8 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 10 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 12 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 14 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 16 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " clblast 2 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 4 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 6 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 8 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 10 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 12 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 14 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 16 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " cpu 2 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 4 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 6 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 8 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 10 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 12 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 14 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 16 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " cuda 2 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 4 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 6 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 8 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 10 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 12 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 14 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 16 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " cudnn 2 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 4 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 6 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 8 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 10 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 12 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 14 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 16 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " libdnn-clblas 2 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 4 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 6 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 8 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 10 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 12 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 14 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 16 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " libdnn-clblast 2 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 4 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 6 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 8 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 10 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 12 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 14 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 16 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " libdnn-cuda 2 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 4 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 6 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 8 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 10 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 12 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 14 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 16 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " libdnn-viennacl 2 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 4 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 6 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 8 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 10 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 12 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 14 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 16 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " nvidia-cuda 2 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 4 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 6 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 8 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 10 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 12 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 14 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 16 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " nvidia-cudnn 2 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 4 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 6 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 8 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 10 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 12 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 14 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 16 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " nvidia-fp16-cuda 2 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 4 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 6 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 8 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 10 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 12 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 14 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 16 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " nvidia-fp16-cudnn 2 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 4 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 6 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 8 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 10 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 12 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 14 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 16 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " viennacl 2 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 4 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 6 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 8 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 10 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 12 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 14 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 16 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", "deepscale-squeezenet-1.1 clblas 2 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 4 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 6 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 8 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 10 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 12 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 14 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 16 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " clblast 2 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 4 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 6 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 8 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 10 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 12 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 14 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 16 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " cpu 2 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 4 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 6 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 8 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 10 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 12 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 14 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 16 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " cuda 2 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 4 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 6 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 8 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 10 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 12 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 14 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 16 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " cudnn 2 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 4 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 6 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 8 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 10 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 12 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 14 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 16 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " libdnn-clblas 2 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 4 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 6 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 8 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 10 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 12 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 14 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 16 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " libdnn-clblast 2 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 4 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 6 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 8 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 10 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 12 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 14 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 16 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " libdnn-cuda 2 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 4 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 6 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 8 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 10 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 12 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 14 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 16 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " libdnn-viennacl 2 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 4 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 6 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 8 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 10 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 12 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 14 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 16 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " nvidia-cuda 2 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 4 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 6 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 8 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 10 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 12 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 14 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 16 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " nvidia-cudnn 2 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 4 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 6 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 8 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 10 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 12 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 14 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 16 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " nvidia-fp16-cuda 2 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 4 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 6 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 8 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 10 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 12 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 14 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 16 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " nvidia-fp16-cudnn 2 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 4 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 6 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 8 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 10 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 12 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 14 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 16 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " viennacl 2 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 4 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 6 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 8 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 10 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 12 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 14 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 16 0 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 1 [{u'index': 0, u'direction': u'forward', u'tim... \n", " 2 [{u'index': 0, u'direction': u'forward', u'tim... \n", "\n", "run characteristic success? \\\n", "model lib batch size repetition \n", "bvlc-alexnet clblas 2 0 yes \n", " 1 yes \n", " 2 no \n", " 4 0 yes \n", " 1 no \n", " 6 0 yes \n", " 1 no \n", " 8 0 no \n", " 1 no \n", " 2 no \n", " 10 0 yes \n", " 1 yes \n", " 2 no \n", " 12 0 yes \n", " 1 yes \n", " 2 yes \n", " 14 0 yes \n", " 1 no \n", " 16 0 no \n", " 1 no \n", " 2 no \n", " clblast 2 0 no \n", " 1 no \n", " 2 no \n", " 4 0 no \n", " 1 no \n", " 2 no \n", " 6 0 no \n", " 1 no \n", " 2 no \n", " 8 0 no \n", " 1 no \n", " 2 no \n", " 10 0 no \n", " 1 no \n", " 2 no \n", " 12 0 no \n", " 1 no \n", " 2 no \n", " 14 0 no \n", " 1 no \n", " 2 no \n", " 16 0 no \n", " 1 no \n", " 2 no \n", " cpu 2 0 yes \n", " 1 yes \n", " 2 yes \n", " 4 0 yes \n", " 1 yes \n", " 2 yes \n", " 6 0 yes \n", " 1 yes \n", " 2 yes \n", " 8 0 yes \n", " 1 yes \n", " 2 yes \n", " 10 0 yes \n", " 1 yes \n", " 2 yes \n", " 12 0 yes \n", " 1 yes \n", " 2 yes \n", " 14 0 yes \n", " 1 yes \n", " 2 yes \n", " 16 0 yes \n", " 1 yes \n", " 2 yes \n", " cuda 2 0 yes \n", " 1 yes \n", " 2 yes \n", " 4 0 yes \n", " 1 yes \n", " 2 yes \n", " 6 0 yes \n", " 1 yes \n", " 2 yes \n", " 8 0 yes \n", " 1 yes \n", " 2 yes \n", " 10 0 yes \n", " 1 yes \n", " 2 yes \n", " 12 0 yes \n", " 1 yes \n", " 2 yes \n", " 14 0 yes \n", " 1 yes \n", " 2 yes \n", " 16 0 yes \n", " 1 yes \n", " 2 yes \n", " cudnn 2 0 yes \n", " 1 yes \n", " 2 yes \n", " 4 0 yes \n", " 1 yes \n", " 2 yes \n", " 6 0 yes \n", " 1 yes \n", " 2 yes \n", " 8 0 yes \n", " 1 yes \n", " 2 yes \n", " 10 0 yes \n", " 1 yes \n", " 2 yes \n", " 12 0 yes \n", " 1 yes \n", " 2 yes \n", " 14 0 yes \n", " 1 yes \n", " 2 yes \n", " 16 0 yes \n", " 1 yes \n", " 2 yes \n", " libdnn-clblas 2 0 yes \n", " 1 yes \n", " 2 yes \n", " 4 0 yes \n", " 1 yes \n", " 2 yes \n", " 6 0 yes \n", " 1 yes \n", " 2 yes \n", " 8 0 yes \n", " 1 yes \n", " 2 yes \n", " 10 0 yes \n", " 1 yes \n", " 2 yes \n", " 12 0 yes \n", " 1 yes \n", " 2 yes \n", " 14 0 yes \n", " 1 yes \n", " 2 yes \n", " 16 0 yes \n", " 1 yes \n", " 2 yes \n", " libdnn-clblast 2 0 yes \n", " 1 yes \n", " 2 yes \n", " 4 0 yes \n", " 1 yes \n", " 2 yes \n", " 6 0 yes \n", " 1 yes \n", " 2 yes \n", " 8 0 yes \n", " 1 yes \n", " 2 yes \n", " 10 0 yes \n", " 1 yes \n", " 2 yes \n", " 12 0 yes \n", " 1 yes \n", " 2 yes \n", " 14 0 yes \n", " 1 yes \n", " 2 yes \n", " 16 0 yes \n", " 1 yes \n", " 2 yes \n", " libdnn-cuda 2 0 yes \n", " 1 yes \n", " 2 yes \n", " 4 0 yes \n", " 1 yes \n", " 2 yes \n", " 6 0 yes \n", " 1 yes \n", " 2 yes \n", " 8 0 yes \n", " 1 yes \n", " 2 yes \n", " 10 0 yes \n", " 1 yes \n", " 2 yes \n", " 12 0 yes \n", " 1 yes \n", " 2 yes \n", " 14 0 yes \n", " 1 yes \n", " 2 yes \n", " 16 0 yes \n", " 1 yes \n", " 2 yes \n", " libdnn-viennacl 2 0 yes \n", " 1 yes \n", " 2 yes \n", " 4 0 yes \n", " 1 yes \n", " 2 yes \n", " 6 0 yes \n", " 1 yes \n", " 2 yes \n", " 8 0 yes \n", " 1 yes \n", " 2 yes \n", " 10 0 yes \n", " 1 yes \n", " 2 yes \n", " 12 0 yes \n", " 1 yes \n", " 2 yes \n", " 14 0 yes \n", " 1 yes \n", " 2 yes \n", " 16 0 yes \n", " 1 yes \n", " 2 yes \n", " nvidia-cuda 2 0 yes \n", " 1 yes \n", " 2 yes \n", " 4 0 yes \n", " 1 yes \n", " 2 yes \n", " 6 0 yes \n", " 1 yes \n", " 2 yes \n", " 8 0 yes \n", " 1 yes \n", " 2 yes \n", " 10 0 yes \n", " 1 yes \n", " 2 yes \n", " 12 0 yes \n", " 1 yes \n", " 2 yes \n", " 14 0 yes \n", " 1 yes \n", " 2 yes \n", " 16 0 yes \n", " 1 yes \n", " 2 yes \n", " nvidia-cudnn 2 0 yes \n", " 1 yes \n", " 2 yes \n", " 4 0 yes \n", " 1 yes \n", " 2 yes \n", " 6 0 yes \n", " 1 yes \n", " 2 yes \n", " 8 0 yes \n", " 1 yes \n", " 2 yes \n", " 10 0 yes \n", " 1 yes \n", " 2 yes \n", " 12 0 yes \n", " 1 yes \n", " 2 yes \n", " 14 0 yes \n", " 1 yes \n", " 2 yes \n", " 16 0 yes \n", " 1 yes \n", " 2 yes \n", " nvidia-fp16-cuda 2 0 yes \n", " 1 yes \n", " 2 yes \n", " 4 0 yes \n", " 1 yes \n", " 2 yes \n", " 6 0 yes \n", " 1 yes \n", " 2 yes \n", " 8 0 yes \n", " 1 yes \n", " 2 yes \n", " 10 0 yes \n", " 1 yes \n", " 2 yes \n", " 12 0 yes \n", " 1 yes \n", " 2 yes \n", " 14 0 yes \n", " 1 yes \n", " 2 yes \n", " 16 0 yes \n", " 1 yes \n", " 2 yes \n", " nvidia-fp16-cudnn 2 0 yes \n", " 1 yes \n", " 2 yes \n", " 4 0 yes \n", " 1 yes \n", " 2 yes \n", " 6 0 yes \n", " 1 yes \n", " 2 yes \n", " 8 0 yes \n", " 1 yes \n", " 2 yes \n", " 10 0 yes \n", " 1 yes \n", " 2 yes \n", " 12 0 yes \n", " 1 yes \n", " 2 yes \n", " 14 0 yes \n", " 1 yes \n", " 2 yes \n", " 16 0 yes \n", " 1 yes \n", " 2 yes \n", " viennacl 2 0 yes \n", " 1 yes \n", " 2 yes \n", " 4 0 no \n", " 1 no \n", " 2 no \n", " 6 0 yes \n", " 1 no \n", " 8 0 yes \n", " 1 no \n", " 10 0 yes \n", " 1 no \n", " 12 0 no \n", " 1 no \n", " 2 no \n", " 14 0 no \n", " 1 no \n", " 2 no \n", " 16 0 yes \n", " 1 no \n", "bvlc-googlenet clblas 2 0 yes \n", " 1 yes \n", " 2 yes \n", " 4 0 no \n", " 1 no \n", " 2 no \n", " 6 0 yes \n", " 1 no \n", " 8 0 yes \n", " 1 no \n", " 10 0 yes \n", " 1 no \n", " 12 0 no \n", " 1 no \n", " 2 no \n", " 14 0 yes \n", " 1 yes \n", " 2 no \n", " 16 0 no \n", " 1 no \n", " 2 no \n", " clblast 2 0 no \n", " 1 no \n", " 2 no \n", " 4 0 no \n", " 1 no \n", " 2 no \n", " 6 0 no \n", " 1 no \n", " 2 no \n", " 8 0 no \n", " 1 no \n", " 2 no \n", " 10 0 no \n", " 1 no \n", " 2 no \n", " 12 0 no \n", " 1 no \n", " 2 no \n", " 14 0 no \n", " 1 no \n", " 2 no \n", " 16 0 no \n", " 1 no \n", " 2 no \n", " cpu 2 0 yes \n", " 1 yes \n", " 2 yes \n", " 4 0 yes \n", " 1 yes \n", " 2 yes \n", " 6 0 yes \n", " 1 yes \n", " 2 yes \n", " 8 0 yes \n", " 1 yes \n", " 2 yes \n", " 10 0 yes \n", " 1 yes \n", " 2 yes \n", " 12 0 yes \n", " 1 yes \n", " 2 yes \n", " 14 0 yes \n", " 1 yes \n", " 2 yes \n", " 16 0 yes \n", " 1 yes \n", " 2 yes \n", " cuda 2 0 yes \n", " 1 yes \n", " 2 yes \n", " 4 0 yes \n", " 1 yes \n", " 2 yes \n", " 6 0 yes \n", " 1 yes \n", " 2 yes \n", " 8 0 yes \n", " 1 yes \n", " 2 yes \n", " 10 0 yes \n", " 1 yes \n", " 2 yes \n", " 12 0 yes \n", " 1 yes \n", " 2 yes \n", " 14 0 yes \n", " 1 yes \n", " 2 yes \n", " 16 0 yes \n", " 1 yes \n", " 2 yes \n", " cudnn 2 0 yes \n", " 1 yes \n", " 2 yes \n", " 4 0 yes \n", " 1 yes \n", " 2 yes \n", " 6 0 yes \n", " 1 yes \n", " 2 yes \n", " 8 0 yes \n", " 1 yes \n", " 2 yes \n", " 10 0 yes \n", " 1 yes \n", " 2 yes \n", " 12 0 yes \n", " 1 yes \n", " 2 yes \n", " 14 0 yes \n", " 1 yes \n", " 2 yes \n", " 16 0 yes \n", " 1 yes \n", " 2 yes \n", " libdnn-clblas 2 0 yes \n", " 1 yes \n", " 2 yes \n", " 4 0 yes \n", " 1 yes \n", " 2 yes \n", " 6 0 yes \n", " 1 yes \n", " 2 yes \n", " 8 0 yes \n", " 1 yes \n", " 2 yes \n", " 10 0 yes \n", " 1 yes \n", " 2 yes \n", " 12 0 yes \n", " 1 yes \n", " 2 yes \n", " 14 0 yes \n", " 1 yes \n", " 2 yes \n", " 16 0 yes \n", " 1 yes \n", " 2 yes \n", " libdnn-clblast 2 0 yes \n", " 1 yes \n", " 2 yes \n", " 4 0 yes \n", " 1 yes \n", " 2 yes \n", " 6 0 yes \n", " 1 yes \n", " 2 yes \n", " 8 0 yes \n", " 1 yes \n", " 2 yes \n", " 10 0 yes \n", " 1 yes \n", " 2 yes \n", " 12 0 yes \n", " 1 yes \n", " 2 yes \n", " 14 0 yes \n", " 1 yes \n", " 2 yes \n", " 16 0 yes \n", " 1 yes \n", " 2 yes \n", " libdnn-cuda 2 0 yes \n", " 1 yes \n", " 2 yes \n", " 4 0 yes \n", " 1 yes \n", " 2 yes \n", " 6 0 yes \n", " 1 yes \n", " 2 yes \n", " 8 0 yes \n", " 1 yes \n", " 2 yes \n", " 10 0 yes \n", " 1 yes \n", " 2 yes \n", " 12 0 yes \n", " 1 yes \n", " 2 yes \n", " 14 0 yes \n", " 1 yes \n", " 2 yes \n", " 16 0 yes \n", " 1 yes \n", " 2 yes \n", " libdnn-viennacl 2 0 yes \n", " 1 yes \n", " 2 yes \n", " 4 0 yes \n", " 1 yes \n", " 2 yes \n", " 6 0 yes \n", " 1 yes \n", " 2 yes \n", " 8 0 yes \n", " 1 yes \n", " 2 yes \n", " 10 0 yes \n", " 1 yes \n", " 2 yes \n", " 12 0 yes \n", " 1 yes \n", " 2 yes \n", " 14 0 yes \n", " 1 yes \n", " 2 yes \n", " 16 0 yes \n", " 1 yes \n", " 2 yes \n", " nvidia-cuda 2 0 yes \n", " 1 yes \n", " 2 yes \n", " 4 0 yes \n", " 1 yes \n", " 2 yes \n", " 6 0 yes \n", " 1 yes \n", " 2 yes \n", " 8 0 yes \n", " 1 yes \n", " 2 yes \n", " 10 0 yes \n", " 1 yes \n", " 2 yes \n", " 12 0 yes \n", " 1 yes \n", " 2 yes \n", " 14 0 yes \n", " 1 yes \n", " 2 yes \n", " 16 0 yes \n", " 1 yes \n", " 2 yes \n", " nvidia-cudnn 2 0 yes \n", " 1 yes \n", " 2 yes \n", " 4 0 yes \n", " 1 yes \n", " 2 yes \n", " 6 0 yes \n", " 1 yes \n", " 2 yes \n", " 8 0 yes \n", " 1 yes \n", " 2 yes \n", " 10 0 yes \n", " 1 yes \n", " 2 yes \n", " 12 0 yes \n", " 1 yes \n", " 2 yes \n", " 14 0 yes \n", " 1 yes \n", " 2 yes \n", " 16 0 yes \n", " 1 yes \n", " 2 yes \n", " nvidia-fp16-cuda 2 0 yes \n", " 1 yes \n", " 2 yes \n", " 4 0 yes \n", " 1 yes \n", " 2 yes \n", " 6 0 yes \n", " 1 yes \n", " 2 yes \n", " 8 0 yes \n", " 1 yes \n", " 2 yes \n", " 10 0 yes \n", " 1 yes \n", " 2 yes \n", " 12 0 yes \n", " 1 yes \n", " 2 yes \n", " 14 0 yes \n", " 1 yes \n", " 2 yes \n", " 16 0 yes \n", " 1 yes \n", " 2 yes \n", " nvidia-fp16-cudnn 2 0 yes \n", " 1 yes \n", " 2 yes \n", " 4 0 yes \n", " 1 yes \n", " 2 yes \n", " 6 0 yes \n", " 1 yes \n", " 2 yes \n", " 8 0 yes \n", " 1 yes \n", " 2 yes \n", " 10 0 yes \n", " 1 yes \n", " 2 yes \n", " 12 0 yes \n", " 1 yes \n", " 2 yes \n", " 14 0 yes \n", " 1 yes \n", " 2 yes \n", " 16 0 yes \n", " 1 yes \n", " 2 yes \n", " viennacl 2 0 yes \n", " 1 no \n", " 4 0 no \n", " 1 no \n", " 2 no \n", " 6 0 no \n", " 1 no \n", " 2 no \n", " 8 0 no \n", " 1 no \n", " 2 no \n", " 10 0 no \n", " 1 no \n", " 2 no \n", " 12 0 no \n", " 1 no \n", " 2 no \n", " 14 0 no \n", " 1 no \n", " 2 no \n", " 16 0 no \n", " 1 no \n", " 2 no \n", "deepscale-squeezenet-1.0 clblas 2 0 yes \n", " 1 no \n", " 4 0 yes \n", " 1 yes \n", " 2 yes \n", " 6 0 no \n", " 1 no \n", " 2 no \n", " 8 0 no \n", " 1 no \n", " 2 no \n", " 10 0 no \n", " 1 no \n", " 2 no \n", " 12 0 yes \n", " 1 yes \n", " 2 no \n", " 14 0 no \n", " 1 no \n", " 2 no \n", " 16 0 no \n", " 1 no \n", " 2 no \n", " clblast 2 0 no \n", " 1 no \n", " 2 no \n", " 4 0 no \n", " 1 no \n", " 2 no \n", " 6 0 no \n", " 1 no \n", " 2 no \n", " 8 0 no \n", " 1 no \n", " 2 no \n", " 10 0 no \n", " 1 no \n", " 2 no \n", " 12 0 no \n", " 1 no \n", " 2 no \n", " 14 0 no \n", " 1 no \n", " 2 no \n", " 16 0 no \n", " 1 no \n", " 2 no \n", " cpu 2 0 yes \n", " 1 yes \n", " 2 yes \n", " 4 0 yes \n", " 1 yes \n", " 2 yes \n", " 6 0 yes \n", " 1 yes \n", " 2 yes \n", " 8 0 yes \n", " 1 yes \n", " 2 yes \n", " 10 0 yes \n", " 1 yes \n", " 2 yes \n", " 12 0 yes \n", " 1 yes \n", " 2 yes \n", " 14 0 yes \n", " 1 yes \n", " 2 yes \n", " 16 0 yes \n", " 1 yes \n", " 2 yes \n", " cuda 2 0 yes \n", " 1 yes \n", " 2 yes \n", " 4 0 yes \n", " 1 yes \n", " 2 yes \n", " 6 0 yes \n", " 1 yes \n", " 2 yes \n", " 8 0 yes \n", " 1 yes \n", " 2 yes \n", " 10 0 yes \n", " 1 yes \n", " 2 yes \n", " 12 0 yes \n", " 1 yes \n", " 2 yes \n", " 14 0 yes \n", " 1 yes \n", " 2 yes \n", " 16 0 yes \n", " 1 yes \n", " 2 yes \n", " cudnn 2 0 yes \n", " 1 yes \n", " 2 yes \n", " 4 0 yes \n", " 1 yes \n", " 2 yes \n", " 6 0 yes \n", " 1 yes \n", " 2 yes \n", " 8 0 yes \n", " 1 yes \n", " 2 yes \n", " 10 0 yes \n", " 1 yes \n", " 2 yes \n", " 12 0 yes \n", " 1 yes \n", " 2 yes \n", " 14 0 yes \n", " 1 yes \n", " 2 yes \n", " 16 0 yes \n", " 1 yes \n", " 2 yes \n", " libdnn-clblas 2 0 yes \n", " 1 yes \n", " 2 yes \n", " 4 0 yes \n", " 1 yes \n", " 2 yes \n", " 6 0 yes \n", " 1 yes \n", " 2 yes \n", " 8 0 yes \n", " 1 yes \n", " 2 yes \n", " 10 0 yes \n", " 1 yes \n", " 2 yes \n", " 12 0 yes \n", " 1 yes \n", " 2 yes \n", " 14 0 yes \n", " 1 yes \n", " 2 yes \n", " 16 0 yes \n", " 1 yes \n", " 2 yes \n", " libdnn-clblast 2 0 yes \n", " 1 yes \n", " 2 yes \n", " 4 0 yes \n", " 1 yes \n", " 2 yes \n", " 6 0 yes \n", " 1 yes \n", " 2 yes \n", " 8 0 yes \n", " 1 yes \n", " 2 yes \n", " 10 0 yes \n", " 1 yes \n", " 2 yes \n", " 12 0 yes \n", " 1 yes \n", " 2 yes \n", " 14 0 yes \n", " 1 yes \n", " 2 yes \n", " 16 0 yes \n", " 1 yes \n", " 2 yes \n", " libdnn-cuda 2 0 yes \n", " 1 yes \n", " 2 yes \n", " 4 0 yes \n", " 1 yes \n", " 2 yes \n", " 6 0 yes \n", " 1 yes \n", " 2 yes \n", " 8 0 yes \n", " 1 yes \n", " 2 yes \n", " 10 0 yes \n", " 1 yes \n", " 2 yes \n", " 12 0 yes \n", " 1 yes \n", " 2 yes \n", " 14 0 yes \n", " 1 yes \n", " 2 yes \n", " 16 0 yes \n", " 1 yes \n", " 2 yes \n", " libdnn-viennacl 2 0 yes \n", " 1 yes \n", " 2 yes \n", " 4 0 yes \n", " 1 yes \n", " 2 yes \n", " 6 0 yes \n", " 1 yes \n", " 2 yes \n", " 8 0 yes \n", " 1 yes \n", " 2 yes \n", " 10 0 yes \n", " 1 yes \n", " 2 yes \n", " 12 0 yes \n", " 1 yes \n", " 2 yes \n", " 14 0 yes \n", " 1 yes \n", " 2 yes \n", " 16 0 yes \n", " 1 yes \n", " 2 yes \n", " nvidia-cuda 2 0 yes \n", " 1 yes \n", " 2 yes \n", " 4 0 yes \n", " 1 yes \n", " 2 yes \n", " 6 0 yes \n", " 1 yes \n", " 2 yes \n", " 8 0 yes \n", " 1 yes \n", " 2 yes \n", " 10 0 yes \n", " 1 yes \n", " 2 yes \n", " 12 0 yes \n", " 1 yes \n", " 2 yes \n", " 14 0 yes \n", " 1 yes \n", " 2 yes \n", " 16 0 yes \n", " 1 yes \n", " 2 yes \n", " nvidia-cudnn 2 0 yes \n", " 1 yes \n", " 2 yes \n", " 4 0 yes \n", " 1 yes \n", " 2 yes \n", " 6 0 yes \n", " 1 yes \n", " 2 yes \n", " 8 0 yes \n", " 1 yes \n", " 2 yes \n", " 10 0 yes \n", " 1 yes \n", " 2 yes \n", " 12 0 yes \n", " 1 yes \n", " 2 yes \n", " 14 0 yes \n", " 1 yes \n", " 2 yes \n", " 16 0 yes \n", " 1 yes \n", " 2 yes \n", " nvidia-fp16-cuda 2 0 yes \n", " 1 yes \n", " 2 yes \n", " 4 0 yes \n", " 1 yes \n", " 2 yes \n", " 6 0 yes \n", " 1 yes \n", " 2 yes \n", " 8 0 yes \n", " 1 yes \n", " 2 yes \n", " 10 0 yes \n", " 1 yes \n", " 2 yes \n", " 12 0 yes \n", " 1 yes \n", " 2 yes \n", " 14 0 yes \n", " 1 yes \n", " 2 yes \n", " 16 0 yes \n", " 1 yes \n", " 2 yes \n", " nvidia-fp16-cudnn 2 0 yes \n", " 1 yes \n", " 2 yes \n", " 4 0 yes \n", " 1 yes \n", " 2 yes \n", " 6 0 yes \n", " 1 yes \n", " 2 yes \n", " 8 0 yes \n", " 1 yes \n", " 2 yes \n", " 10 0 yes \n", " 1 yes \n", " 2 yes \n", " 12 0 yes \n", " 1 yes \n", " 2 yes \n", " 14 0 yes \n", " 1 yes \n", " 2 yes \n", " 16 0 yes \n", " 1 yes \n", " 2 yes \n", " viennacl 2 0 yes \n", " 1 no \n", " 4 0 yes \n", " 1 no \n", " 6 0 yes \n", " 1 yes \n", " 2 yes \n", " 8 0 no \n", " 1 no \n", " 2 no \n", " 10 0 yes \n", " 1 yes \n", " 2 no \n", " 12 0 yes \n", " 1 yes \n", " 2 no \n", " 14 0 no \n", " 1 no \n", " 2 no \n", " 16 0 no \n", " 1 no \n", " 2 no \n", "deepscale-squeezenet-1.1 clblas 2 0 yes \n", " 1 yes \n", " 2 no \n", " 4 0 yes \n", " 1 no \n", " 6 0 yes \n", " 1 yes \n", " 2 yes \n", " 8 0 yes \n", " 1 yes \n", " 2 no \n", " 10 0 yes \n", " 1 yes \n", " 2 yes \n", " 12 0 no \n", " 1 no \n", " 2 no \n", " 14 0 yes \n", " 1 yes \n", " 2 no \n", " 16 0 yes \n", " 1 no \n", " clblast 2 0 no \n", " 1 no \n", " 2 no \n", " 4 0 no \n", " 1 no \n", " 2 no \n", " 6 0 no \n", " 1 no \n", " 2 no \n", " 8 0 no \n", " 1 no \n", " 2 no \n", " 10 0 no \n", " 1 no \n", " 2 no \n", " 12 0 no \n", " 1 no \n", " 2 no \n", " 14 0 no \n", " 1 no \n", " 2 no \n", " 16 0 no \n", " 1 no \n", " 2 no \n", " cpu 2 0 yes \n", " 1 yes \n", " 2 yes \n", " 4 0 yes \n", " 1 yes \n", " 2 yes \n", " 6 0 yes \n", " 1 yes \n", " 2 yes \n", " 8 0 yes \n", " 1 yes \n", " 2 yes \n", " 10 0 yes \n", " 1 yes \n", " 2 yes \n", " 12 0 yes \n", " 1 yes \n", " 2 yes \n", " 14 0 yes \n", " 1 yes \n", " 2 yes \n", " 16 0 yes \n", " 1 yes \n", " 2 yes \n", " cuda 2 0 yes \n", " 1 yes \n", " 2 yes \n", " 4 0 yes \n", " 1 yes \n", " 2 yes \n", " 6 0 yes \n", " 1 yes \n", " 2 yes \n", " 8 0 yes \n", " 1 yes \n", " 2 yes \n", " 10 0 yes \n", " 1 yes \n", " 2 yes \n", " 12 0 yes \n", " 1 yes \n", " 2 yes \n", " 14 0 yes \n", " 1 yes \n", " 2 yes \n", " 16 0 yes \n", " 1 yes \n", " 2 yes \n", " cudnn 2 0 yes \n", " 1 yes \n", " 2 yes \n", " 4 0 yes \n", " 1 yes \n", " 2 yes \n", " 6 0 yes \n", " 1 yes \n", " 2 yes \n", " 8 0 yes \n", " 1 yes \n", " 2 yes \n", " 10 0 yes \n", " 1 yes \n", " 2 yes \n", " 12 0 yes \n", " 1 yes \n", " 2 yes \n", " 14 0 yes \n", " 1 yes \n", " 2 yes \n", " 16 0 yes \n", " 1 yes \n", " 2 yes \n", " libdnn-clblas 2 0 yes \n", " 1 yes \n", " 2 yes \n", " 4 0 yes \n", " 1 yes \n", " 2 yes \n", " 6 0 yes \n", " 1 yes \n", " 2 yes \n", " 8 0 yes \n", " 1 yes \n", " 2 yes \n", " 10 0 yes \n", " 1 yes \n", " 2 yes \n", " 12 0 yes \n", " 1 yes \n", " 2 yes \n", " 14 0 yes \n", " 1 yes \n", " 2 yes \n", " 16 0 yes \n", " 1 yes \n", " 2 yes \n", " libdnn-clblast 2 0 yes \n", " 1 yes \n", " 2 yes \n", " 4 0 yes \n", " 1 yes \n", " 2 yes \n", " 6 0 yes \n", " 1 yes \n", " 2 yes \n", " 8 0 yes \n", " 1 yes \n", " 2 yes \n", " 10 0 yes \n", " 1 yes \n", " 2 yes \n", " 12 0 yes \n", " 1 yes \n", " 2 yes \n", " 14 0 yes \n", " 1 yes \n", " 2 yes \n", " 16 0 yes \n", " 1 yes \n", " 2 yes \n", " libdnn-cuda 2 0 yes \n", " 1 yes \n", " 2 yes \n", " 4 0 yes \n", " 1 yes \n", " 2 yes \n", " 6 0 yes \n", " 1 yes \n", " 2 yes \n", " 8 0 yes \n", " 1 yes \n", " 2 yes \n", " 10 0 yes \n", " 1 yes \n", " 2 yes \n", " 12 0 yes \n", " 1 yes \n", " 2 yes \n", " 14 0 yes \n", " 1 yes \n", " 2 yes \n", " 16 0 yes \n", " 1 yes \n", " 2 yes \n", " libdnn-viennacl 2 0 yes \n", " 1 yes \n", " 2 yes \n", " 4 0 yes \n", " 1 yes \n", " 2 yes \n", " 6 0 yes \n", " 1 yes \n", " 2 yes \n", " 8 0 yes \n", " 1 yes \n", " 2 yes \n", " 10 0 yes \n", " 1 yes \n", " 2 yes \n", " 12 0 yes \n", " 1 yes \n", " 2 yes \n", " 14 0 yes \n", " 1 yes \n", " 2 yes \n", " 16 0 yes \n", " 1 yes \n", " 2 yes \n", " nvidia-cuda 2 0 yes \n", " 1 yes \n", " 2 yes \n", " 4 0 yes \n", " 1 yes \n", " 2 yes \n", " 6 0 yes \n", " 1 yes \n", " 2 yes \n", " 8 0 yes \n", " 1 yes \n", " 2 yes \n", " 10 0 yes \n", " 1 yes \n", " 2 yes \n", " 12 0 yes \n", " 1 yes \n", " 2 yes \n", " 14 0 yes \n", " 1 yes \n", " 2 yes \n", " 16 0 yes \n", " 1 yes \n", " 2 yes \n", " nvidia-cudnn 2 0 yes \n", " 1 yes \n", " 2 yes \n", " 4 0 yes \n", " 1 yes \n", " 2 yes \n", " 6 0 yes \n", " 1 yes \n", " 2 yes \n", " 8 0 yes \n", " 1 yes \n", " 2 yes \n", " 10 0 yes \n", " 1 yes \n", " 2 yes \n", " 12 0 yes \n", " 1 yes \n", " 2 yes \n", " 14 0 yes \n", " 1 yes \n", " 2 yes \n", " 16 0 yes \n", " 1 yes \n", " 2 yes \n", " nvidia-fp16-cuda 2 0 yes \n", " 1 yes \n", " 2 yes \n", " 4 0 yes \n", " 1 yes \n", " 2 yes \n", " 6 0 yes \n", " 1 yes \n", " 2 yes \n", " 8 0 yes \n", " 1 yes \n", " 2 yes \n", " 10 0 yes \n", " 1 yes \n", " 2 yes \n", " 12 0 yes \n", " 1 yes \n", " 2 yes \n", " 14 0 yes \n", " 1 yes \n", " 2 yes \n", " 16 0 yes \n", " 1 yes \n", " 2 yes \n", " nvidia-fp16-cudnn 2 0 yes \n", " 1 yes \n", " 2 yes \n", " 4 0 yes \n", " 1 yes \n", " 2 yes \n", " 6 0 yes \n", " 1 yes \n", " 2 yes \n", " 8 0 yes \n", " 1 yes \n", " 2 yes \n", " 10 0 yes \n", " 1 yes \n", " 2 yes \n", " 12 0 yes \n", " 1 yes \n", " 2 yes \n", " 14 0 yes \n", " 1 yes \n", " 2 yes \n", " 16 0 yes \n", " 1 yes \n", " 2 yes \n", " viennacl 2 0 no \n", " 1 no \n", " 2 no \n", " 4 0 no \n", " 1 no \n", " 2 no \n", " 6 0 yes \n", " 1 yes \n", " 2 yes \n", " 8 0 yes \n", " 1 no \n", " 10 0 no \n", " 1 no \n", " 2 no \n", " 12 0 yes \n", " 1 no \n", " 14 0 no \n", " 1 no \n", " 2 no \n", " 16 0 yes \n", " 1 yes \n", " 2 yes \n", "\n", "run characteristic time (ms) \n", "model lib batch size repetition \n", "bvlc-alexnet clblas 2 0 8.94669 \n", " 1 9.20973 \n", " 2 9.24682 \n", " 4 0 13.23080 \n", " 1 13.54340 \n", " 6 0 17.47150 \n", " 1 17.72540 \n", " 8 0 21.72930 \n", " 1 21.72930 \n", " 2 21.72930 \n", " 10 0 25.90130 \n", " 1 25.90820 \n", " 2 25.90310 \n", " 12 0 30.57250 \n", " 1 30.18980 \n", " 2 30.56030 \n", " 14 0 34.77500 \n", " 1 34.40120 \n", " 16 0 38.66000 \n", " 1 38.66000 \n", " 2 38.66000 \n", " clblast 2 0 24.84130 \n", " 1 24.84130 \n", " 2 24.84130 \n", " 4 0 31.49390 \n", " 1 31.49390 \n", " 2 31.49390 \n", " 6 0 43.37870 \n", " 1 43.37870 \n", " 2 43.37870 \n", " 8 0 60.31870 \n", " 1 60.31870 \n", " 2 60.31870 \n", " 10 0 77.92740 \n", " 1 77.92740 \n", " 2 77.92740 \n", " 12 0 78.77240 \n", " 1 78.77240 \n", " 2 78.77240 \n", " 14 0 86.10000 \n", " 1 86.10000 \n", " 2 86.10000 \n", " 16 0 105.13100 \n", " 1 105.13100 \n", " 2 105.13100 \n", " cpu 2 0 234.21200 \n", " 1 229.52200 \n", " 2 226.04700 \n", " 4 0 332.20800 \n", " 1 332.01600 \n", " 2 331.48400 \n", " 6 0 439.48100 \n", " 1 442.57000 \n", " 2 437.23500 \n", " 8 0 541.65000 \n", " 1 538.10100 \n", " 2 537.45800 \n", " 10 0 626.30600 \n", " 1 658.54800 \n", " 2 633.62000 \n", " 12 0 725.67100 \n", " 1 746.46200 \n", " 2 735.05400 \n", " 14 0 818.67600 \n", " 1 822.47200 \n", " 2 822.19200 \n", " 16 0 896.59600 \n", " 1 895.84600 \n", " 2 894.85800 \n", " cuda 2 0 3.31162 \n", " 1 3.40726 \n", " 2 3.41606 \n", " 4 0 5.41325 \n", " 1 5.44371 \n", " 2 5.57187 \n", " 6 0 6.81779 \n", " 1 6.83734 \n", " 2 6.83315 \n", " 8 0 8.73280 \n", " 1 8.65923 \n", " 2 8.63539 \n", " 10 0 10.59990 \n", " 1 10.63220 \n", " 2 10.61400 \n", " 12 0 13.06930 \n", " 1 13.06130 \n", " 2 13.04820 \n", " 14 0 14.40870 \n", " 1 14.40380 \n", " 2 14.42740 \n", " 16 0 16.68920 \n", " 1 16.77720 \n", " 2 16.68200 \n", " cudnn 2 0 2.29418 \n", " 1 2.29888 \n", " 2 2.29994 \n", " 4 0 3.17645 \n", " 1 3.46275 \n", " 2 3.18464 \n", " 6 0 3.40416 \n", " 1 3.31066 \n", " 2 3.31469 \n", " 8 0 3.85306 \n", " 1 3.86992 \n", " 2 3.87277 \n", " 10 0 4.54246 \n", " 1 4.66202 \n", " 2 4.54394 \n", " 12 0 6.09728 \n", " 1 5.76614 \n", " 2 5.78051 \n", " 14 0 5.90950 \n", " 1 5.93123 \n", " 2 5.93114 \n", " 16 0 6.95302 \n", " 1 6.97142 \n", " 2 6.96934 \n", " libdnn-clblas 2 0 7.16272 \n", " 1 7.15498 \n", " 2 7.45392 \n", " 4 0 8.51354 \n", " 1 8.20838 \n", " 2 8.23578 \n", " 6 0 10.15500 \n", " 1 10.39460 \n", " 2 10.39250 \n", " 8 0 11.42790 \n", " 1 11.80570 \n", " 2 11.48430 \n", " 10 0 13.24850 \n", " 1 13.58030 \n", " 2 13.46780 \n", " 12 0 14.65670 \n", " 1 14.99430 \n", " 2 14.55820 \n", " 14 0 16.68710 \n", " 1 17.08740 \n", " 2 17.13460 \n", " 16 0 18.18730 \n", " 1 17.84320 \n", " 2 17.82580 \n", " libdnn-clblast 2 0 10.95990 \n", " 1 11.91520 \n", " 2 11.80160 \n", " 4 0 12.59760 \n", " 1 12.59010 \n", " 2 11.69120 \n", " 6 0 13.49730 \n", " 1 14.37090 \n", " 2 14.43320 \n", " 8 0 14.87470 \n", " 1 14.88590 \n", " 2 15.83510 \n", " 10 0 17.70780 \n", " 1 16.65430 \n", " 2 16.63800 \n", " 12 0 18.04290 \n", " 1 19.03540 \n", " 2 19.03100 \n", " 14 0 21.17500 \n", " 1 20.13800 \n", " 2 21.12210 \n", " 16 0 21.21090 \n", " 1 21.19490 \n", " 2 21.11800 \n", " libdnn-cuda 2 0 4.05811 \n", " 1 4.03398 \n", " 2 4.04106 \n", " 4 0 5.38010 \n", " 1 5.38112 \n", " 2 5.36480 \n", " 6 0 6.97958 \n", " 1 6.98595 \n", " 2 6.97456 \n", " 8 0 8.35891 \n", " 1 8.35891 \n", " 2 8.26493 \n", " 10 0 9.80582 \n", " 1 9.74746 \n", " 2 9.73843 \n", " 12 0 12.35980 \n", " 1 12.39650 \n", " 2 12.33920 \n", " 14 0 13.52090 \n", " 1 13.54650 \n", " 2 13.35500 \n", " 16 0 15.01820 \n", " 1 14.99850 \n", " 2 14.98620 \n", " libdnn-viennacl 2 0 12.56240 \n", " 1 12.56140 \n", " 2 12.60620 \n", " 4 0 13.69090 \n", " 1 13.93480 \n", " 2 13.71340 \n", " 6 0 15.98080 \n", " 1 15.92630 \n", " 2 15.66130 \n", " 8 0 17.53180 \n", " 1 17.62750 \n", " 2 17.48700 \n", " 10 0 20.10010 \n", " 1 20.04890 \n", " 2 20.09080 \n", " 12 0 21.99140 \n", " 1 21.88370 \n", " 2 21.64510 \n", " 14 0 24.34250 \n", " 1 24.32480 \n", " 2 24.34760 \n", " 16 0 27.26780 \n", " 1 28.05660 \n", " 2 28.07420 \n", " nvidia-cuda 2 0 3.33517 \n", " 1 3.37514 \n", " 2 3.32813 \n", " 4 0 5.44870 \n", " 1 5.43642 \n", " 2 5.42618 \n", " 6 0 6.89562 \n", " 1 6.90381 \n", " 2 6.89955 \n", " 8 0 8.60710 \n", " 1 8.65680 \n", " 2 8.60672 \n", " 10 0 10.61580 \n", " 1 10.62600 \n", " 2 10.72980 \n", " 12 0 13.05910 \n", " 1 12.53690 \n", " 2 12.49000 \n", " 14 0 13.70210 \n", " 1 13.68780 \n", " 2 13.71030 \n", " 16 0 15.98890 \n", " 1 15.90890 \n", " 2 15.91710 \n", " nvidia-cudnn 2 0 2.53763 \n", " 1 2.53747 \n", " 2 2.63475 \n", " 4 0 3.50557 \n", " 1 3.50733 \n", " 2 3.52179 \n", " 6 0 3.84102 \n", " 1 3.85741 \n", " 2 3.85600 \n", " 8 0 4.49024 \n", " 1 4.50294 \n", " 2 4.53939 \n", " 10 0 5.28282 \n", " 1 5.38931 \n", " 2 5.50605 \n", " 12 0 6.46656 \n", " 1 6.53376 \n", " 2 6.47616 \n", " 14 0 6.50342 \n", " 1 6.18394 \n", " 2 6.51366 \n", " 16 0 7.82234 \n", " 1 7.93043 \n", " 2 7.61776 \n", " nvidia-fp16-cuda 2 0 5.55315 \n", " 1 5.46611 \n", " 2 5.54477 \n", " 4 0 8.68966 \n", " 1 8.61594 \n", " 2 8.59136 \n", " 6 0 11.63370 \n", " 1 11.62850 \n", " 2 11.64590 \n", " 8 0 14.84900 \n", " 1 14.84290 \n", " 2 14.82240 \n", " 10 0 18.22520 \n", " 1 18.24420 \n", " 2 18.28350 \n", " 12 0 22.87720 \n", " 1 22.88230 \n", " 2 22.80760 \n", " 14 0 24.28420 \n", " 1 24.30570 \n", " 2 24.31390 \n", " 16 0 29.19220 \n", " 1 29.34780 \n", " 2 29.31400 \n", " nvidia-fp16-cudnn 2 0 64.45600 \n", " 1 62.91660 \n", " 2 62.26330 \n", " 4 0 77.78200 \n", " 1 77.79840 \n", " 2 77.75440 \n", " 6 0 94.27120 \n", " 1 92.14330 \n", " 2 94.28270 \n", " 8 0 131.13100 \n", " 1 130.30200 \n", " 2 131.53200 \n", " 10 0 144.08100 \n", " 1 144.09500 \n", " 2 144.23700 \n", " 12 0 161.19600 \n", " 1 151.15500 \n", " 2 151.10500 \n", " 14 0 163.90300 \n", " 1 163.97700 \n", " 2 163.96800 \n", " 16 0 207.02700 \n", " 1 207.11100 \n", " 2 207.08700 \n", " viennacl 2 0 33.41230 \n", " 1 33.49610 \n", " 2 33.65170 \n", " 4 0 51.38020 \n", " 1 51.38020 \n", " 2 51.38020 \n", " 6 0 79.09160 \n", " 1 77.74000 \n", " 8 0 95.74090 \n", " 1 98.87530 \n", " 10 0 120.53700 \n", " 1 117.68100 \n", " 12 0 138.57700 \n", " 1 138.57700 \n", " 2 138.57700 \n", " 14 0 157.27800 \n", " 1 157.27800 \n", " 2 157.27800 \n", " 16 0 178.99800 \n", " 1 182.17500 \n", "bvlc-googlenet clblas 2 0 20.22710 \n", " 1 18.78840 \n", " 2 20.28130 \n", " 4 0 31.97640 \n", " 1 31.97640 \n", " 2 31.97640 \n", " 6 0 42.58410 \n", " 1 42.60470 \n", " 8 0 52.47200 \n", " 1 53.04000 \n", " 10 0 67.66080 \n", " 1 63.24330 \n", " 12 0 75.85490 \n", " 1 75.85490 \n", " 2 75.85490 \n", " 14 0 85.13860 \n", " 1 91.58330 \n", " 2 94.05310 \n", " 16 0 95.11530 \n", " 1 95.11530 \n", " 2 95.11530 \n", " clblast 2 0 84.74520 \n", " 1 84.74520 \n", " 2 84.74520 \n", " 4 0 287.85700 \n", " 1 287.85700 \n", " 2 287.85700 \n", " 6 0 220.17700 \n", " 1 220.17700 \n", " 2 220.17700 \n", " 8 0 296.28900 \n", " 1 296.28900 \n", " 2 296.28900 \n", " 10 0 426.49800 \n", " 1 426.49800 \n", " 2 426.49800 \n", " 12 0 436.97200 \n", " 1 436.97200 \n", " 2 436.97200 \n", " 14 0 472.28300 \n", " 1 472.28300 \n", " 2 472.28300 \n", " 16 0 541.09600 \n", " 1 541.09600 \n", " 2 541.09600 \n", " cpu 2 0 402.63700 \n", " 1 406.11800 \n", " 2 403.49200 \n", " 4 0 730.00200 \n", " 1 730.53000 \n", " 2 731.39300 \n", " 6 0 1041.55000 \n", " 1 1038.72000 \n", " 2 1037.39000 \n", " 8 0 1353.39000 \n", " 1 1353.79000 \n", " 2 1356.01000 \n", " 10 0 1656.32000 \n", " 1 1654.63000 \n", " 2 1660.07000 \n", " 12 0 1971.41000 \n", " 1 1958.12000 \n", " 2 1955.44000 \n", " 14 0 2293.01000 \n", " 1 2264.95000 \n", " 2 2264.29000 \n", " 16 0 3201.15000 \n", " 1 2565.12000 \n", " 2 2562.73000 \n", " cuda 2 0 12.08450 \n", " 1 11.56200 \n", " 2 11.35040 \n", " 4 0 19.85640 \n", " 1 19.84110 \n", " 2 20.38580 \n", " 6 0 28.20130 \n", " 1 28.11290 \n", " 2 28.14200 \n", " 8 0 36.50560 \n", " 1 36.58980 \n", " 2 37.16610 \n", " 10 0 44.96490 \n", " 1 44.81130 \n", " 2 44.73140 \n", " 12 0 53.20840 \n", " 1 53.06280 \n", " 2 52.64590 \n", " 14 0 61.60620 \n", " 1 61.54550 \n", " 2 61.45020 \n", " 16 0 69.85760 \n", " 1 70.75560 \n", " 2 69.80650 \n", " cudnn 2 0 7.62266 \n", " 1 7.64112 \n", " 2 7.68614 \n", " 4 0 9.13626 \n", " 1 9.10643 \n", " 2 9.81008 \n", " 6 0 11.00420 \n", " 1 11.05000 \n", " 2 11.03260 \n", " 8 0 12.30750 \n", " 1 12.34120 \n", " 2 12.28190 \n", " 10 0 13.97170 \n", " 1 13.97350 \n", " 2 13.98200 \n", " 12 0 15.44810 \n", " 1 15.48620 \n", " 2 15.56580 \n", " 14 0 17.67530 \n", " 1 17.71670 \n", " 2 17.69440 \n", " 16 0 19.09960 \n", " 1 19.07530 \n", " 2 19.08330 \n", " libdnn-clblas 2 0 14.80500 \n", " 1 16.06040 \n", " 2 14.74980 \n", " 4 0 18.00500 \n", " 1 19.20200 \n", " 2 17.92320 \n", " 6 0 23.65030 \n", " 1 22.28020 \n", " 2 22.43360 \n", " 8 0 27.03050 \n", " 1 25.74750 \n", " 2 25.73000 \n", " 10 0 30.68090 \n", " 1 29.26180 \n", " 2 29.51780 \n", " 12 0 33.78010 \n", " 1 33.63600 \n", " 2 33.87060 \n", " 14 0 38.18060 \n", " 1 39.51210 \n", " 2 38.20610 \n", " 16 0 42.26880 \n", " 1 42.34240 \n", " 2 43.58680 \n", " libdnn-clblast 2 0 17.02710 \n", " 1 16.46900 \n", " 2 15.64980 \n", " 4 0 21.03000 \n", " 1 19.37170 \n", " 2 19.33110 \n", " 6 0 23.06460 \n", " 1 23.05950 \n", " 2 24.71290 \n", " 8 0 26.77370 \n", " 1 26.54520 \n", " 2 27.94700 \n", " 10 0 30.24520 \n", " 1 30.42380 \n", " 2 30.30100 \n", " 12 0 34.65320 \n", " 1 36.10830 \n", " 2 34.51800 \n", " 14 0 40.66950 \n", " 1 39.05420 \n", " 2 40.66610 \n", " 16 0 43.06650 \n", " 1 44.71500 \n", " 2 43.03550 \n", " libdnn-cuda 2 0 11.75860 \n", " 1 11.76270 \n", " 2 11.76290 \n", " 4 0 15.23850 \n", " 1 15.16590 \n", " 2 15.14800 \n", " 6 0 19.12220 \n", " 1 19.08140 \n", " 2 19.03440 \n", " 8 0 23.39760 \n", " 1 23.37920 \n", " 2 23.54280 \n", " 10 0 26.08870 \n", " 1 26.09870 \n", " 2 26.19330 \n", " 12 0 30.41600 \n", " 1 30.65960 \n", " 2 30.47530 \n", " 14 0 34.87990 \n", " 1 34.96240 \n", " 2 34.97390 \n", " 16 0 39.19170 \n", " 1 39.28490 \n", " 2 41.95650 \n", " libdnn-viennacl 2 0 14.94190 \n", " 1 14.96850 \n", " 2 16.25600 \n", " 4 0 18.14050 \n", " 1 18.24870 \n", " 2 19.49710 \n", " 6 0 23.77420 \n", " 1 22.61190 \n", " 2 22.55870 \n", " 8 0 27.32840 \n", " 1 27.30720 \n", " 2 25.86210 \n", " 10 0 29.56990 \n", " 1 29.54140 \n", " 2 30.85410 \n", " 12 0 35.16420 \n", " 1 35.36280 \n", " 2 35.21640 \n", " 14 0 39.78750 \n", " 1 38.50850 \n", " 2 38.51140 \n", " 16 0 42.69880 \n", " 1 44.08730 \n", " 2 42.82770 \n", " nvidia-cuda 2 0 12.06870 \n", " 1 11.43810 \n", " 2 11.39960 \n", " 4 0 19.31980 \n", " 1 18.54360 \n", " 2 20.02120 \n", " 6 0 26.32700 \n", " 1 26.72140 \n", " 2 26.36290 \n", " 8 0 34.85120 \n", " 1 32.90830 \n", " 2 33.72460 \n", " 10 0 41.16090 \n", " 1 40.32510 \n", " 2 40.27910 \n", " 12 0 47.75550 \n", " 1 47.81980 \n", " 2 47.96310 \n", " 14 0 55.13340 \n", " 1 55.09040 \n", " 2 55.17950 \n", " 16 0 63.46880 \n", " 1 62.82440 \n", " 2 62.55530 \n", " nvidia-cudnn 2 0 7.83389 \n", " 1 7.78554 \n", " 2 7.78150 \n", " 4 0 10.07950 \n", " 1 9.70973 \n", " 2 10.53210 \n", " 6 0 11.14110 \n", " 1 11.08710 \n", " 2 11.16900 \n", " 8 0 13.63660 \n", " 1 12.99700 \n", " 2 13.13590 \n", " 10 0 14.82750 \n", " 1 14.86850 \n", " 2 14.84390 \n", " 12 0 16.64720 \n", " 1 16.68510 \n", " 2 15.92150 \n", " 14 0 18.97000 \n", " 1 19.74600 \n", " 2 18.38590 \n", " 16 0 19.92090 \n", " 1 19.76730 \n", " 2 20.36020 \n", " nvidia-fp16-cuda 2 0 14.59890 \n", " 1 14.64320 \n", " 2 14.57250 \n", " 4 0 28.07710 \n", " 1 27.98180 \n", " 2 28.21090 \n", " 6 0 41.46280 \n", " 1 41.80170 \n", " 2 38.66210 \n", " 8 0 48.30310 \n", " 1 51.27480 \n", " 2 54.92430 \n", " 10 0 62.68370 \n", " 1 68.42060 \n", " 2 62.85370 \n", " 12 0 75.83850 \n", " 1 75.73090 \n", " 2 75.59990 \n", " 14 0 87.32030 \n", " 1 88.64360 \n", " 2 83.24590 \n", " 16 0 97.39670 \n", " 1 96.81410 \n", " 2 98.84780 \n", " nvidia-fp16-cudnn 2 0 189.63100 \n", " 1 189.92100 \n", " 2 189.88300 \n", " 4 0 242.86500 \n", " 1 247.95500 \n", " 2 247.90700 \n", " 6 0 269.28500 \n", " 1 269.24600 \n", " 2 269.19600 \n", " 8 0 359.08100 \n", " 1 358.73900 \n", " 2 359.10200 \n", " 10 0 409.44700 \n", " 1 397.51500 \n", " 2 409.49300 \n", " 12 0 435.99300 \n", " 1 434.65900 \n", " 2 434.67200 \n", " 14 0 568.72800 \n", " 1 562.51900 \n", " 2 563.15700 \n", " 16 0 540.86300 \n", " 1 547.85400 \n", " 2 535.67400 \n", " viennacl 2 0 69.31140 \n", " 1 66.63680 \n", " 4 0 129.35200 \n", " 1 129.35200 \n", " 2 129.35200 \n", " 6 0 177.67200 \n", " 1 177.67200 \n", " 2 177.67200 \n", " 8 0 223.95300 \n", " 1 223.95300 \n", " 2 223.95300 \n", " 10 0 277.49800 \n", " 1 277.49800 \n", " 2 277.49800 \n", " 12 0 327.71300 \n", " 1 327.71300 \n", " 2 327.71300 \n", " 14 0 380.06300 \n", " 1 380.06300 \n", " 2 380.06300 \n", " 16 0 437.90700 \n", " 1 437.90700 \n", " 2 437.90700 \n", "deepscale-squeezenet-1.0 clblas 2 0 9.37062 \n", " 1 9.38189 \n", " 4 0 15.78730 \n", " 1 17.48280 \n", " 2 15.69590 \n", " 6 0 23.27930 \n", " 1 23.27930 \n", " 2 23.27930 \n", " 8 0 27.98590 \n", " 1 27.98590 \n", " 2 27.98590 \n", " 10 0 34.14440 \n", " 1 34.14440 \n", " 2 34.14440 \n", " 12 0 42.60320 \n", " 1 40.27190 \n", " 2 42.73460 \n", " 14 0 49.04860 \n", " 1 49.04860 \n", " 2 49.04860 \n", " 16 0 52.76880 \n", " 1 52.76880 \n", " 2 52.76880 \n", " clblast 2 0 51.72840 \n", " 1 51.72840 \n", " 2 51.72840 \n", " 4 0 80.18130 \n", " 1 80.18130 \n", " 2 80.18130 \n", " 6 0 91.16290 \n", " 1 91.16290 \n", " 2 91.16290 \n", " 8 0 173.55000 \n", " 1 173.55000 \n", " 2 173.55000 \n", " 10 0 198.66100 \n", " 1 198.66100 \n", " 2 198.66100 \n", " 12 0 241.68700 \n", " 1 241.68700 \n", " 2 241.68700 \n", " 14 0 207.42100 \n", " 1 207.42100 \n", " 2 207.42100 \n", " 16 0 298.16600 \n", " 1 298.16600 \n", " 2 298.16600 \n", " cpu 2 0 143.62800 \n", " 1 129.41900 \n", " 2 121.00900 \n", " 4 0 273.39200 \n", " 1 256.95700 \n", " 2 277.89300 \n", " 6 0 388.01400 \n", " 1 375.02500 \n", " 2 368.99000 \n", " 8 0 488.15500 \n", " 1 488.58100 \n", " 2 487.88700 \n", " 10 0 598.73100 \n", " 1 599.37400 \n", " 2 600.14100 \n", " 12 0 709.80100 \n", " 1 710.50800 \n", " 2 710.05400 \n", " 14 0 816.99500 \n", " 1 816.69800 \n", " 2 834.05400 \n", " 16 0 920.77400 \n", " 1 920.03500 \n", " 2 917.35100 \n", " cuda 2 0 4.52448 \n", " 1 4.77594 \n", " 2 4.49741 \n", " 4 0 7.76704 \n", " 1 8.04790 \n", " 2 8.07117 \n", " 6 0 10.96410 \n", " 1 11.23020 \n", " 2 10.89430 \n", " 8 0 14.35240 \n", " 1 14.35340 \n", " 2 14.35760 \n", " 10 0 17.21960 \n", " 1 17.26160 \n", " 2 17.23910 \n", " 12 0 20.45380 \n", " 1 20.49740 \n", " 2 20.97710 \n", " 14 0 24.00400 \n", " 1 23.66870 \n", " 2 23.65270 \n", " 16 0 26.83320 \n", " 1 26.84940 \n", " 2 27.12170 \n", " cudnn 2 0 3.43040 \n", " 1 3.43981 \n", " 2 3.46362 \n", " 4 0 5.50810 \n", " 1 6.01792 \n", " 2 5.45894 \n", " 6 0 7.13869 \n", " 1 7.10045 \n", " 2 7.48154 \n", " 8 0 8.72858 \n", " 1 9.06240 \n", " 2 8.76237 \n", " 10 0 10.37310 \n", " 1 10.34570 \n", " 2 10.34470 \n", " 12 0 12.34050 \n", " 1 12.34430 \n", " 2 12.31590 \n", " 14 0 14.02680 \n", " 1 14.10800 \n", " 2 14.02680 \n", " 16 0 15.95290 \n", " 1 16.23860 \n", " 2 15.94370 \n", " libdnn-clblas 2 0 7.76381 \n", " 1 6.96323 \n", " 2 6.99824 \n", " 4 0 10.15300 \n", " 1 10.21350 \n", " 2 10.21460 \n", " 6 0 15.77370 \n", " 1 15.82580 \n", " 2 15.40610 \n", " 8 0 18.13500 \n", " 1 18.15240 \n", " 2 16.71480 \n", " 10 0 19.77170 \n", " 1 19.73350 \n", " 2 19.75000 \n", " 12 0 23.04500 \n", " 1 25.75740 \n", " 2 23.05430 \n", " 14 0 26.42120 \n", " 1 29.33960 \n", " 2 28.51960 \n", " 16 0 32.47410 \n", " 1 32.05130 \n", " 2 32.03690 \n", " libdnn-clblast 2 0 7.80982 \n", " 1 6.97024 \n", " 2 6.99699 \n", " 4 0 10.40080 \n", " 1 10.21130 \n", " 2 11.08040 \n", " 6 0 14.58180 \n", " 1 13.46860 \n", " 2 15.59670 \n", " 8 0 18.15240 \n", " 1 16.72600 \n", " 2 18.11330 \n", " 10 0 19.80210 \n", " 1 19.81540 \n", " 2 21.43440 \n", " 12 0 24.86170 \n", " 1 24.91270 \n", " 2 23.00520 \n", " 14 0 26.51020 \n", " 1 29.46650 \n", " 2 26.50330 \n", " 16 0 32.00310 \n", " 1 32.01740 \n", " 2 29.77280 \n", " libdnn-cuda 2 0 4.33152 \n", " 1 5.10640 \n", " 2 4.34790 \n", " 4 0 6.80755 \n", " 1 6.80960 \n", " 2 7.50490 \n", " 6 0 9.21533 \n", " 1 9.20474 \n", " 2 9.19354 \n", " 8 0 11.54050 \n", " 1 12.15080 \n", " 2 12.20300 \n", " 10 0 14.26430 \n", " 1 14.25310 \n", " 2 14.88690 \n", " 12 0 16.68760 \n", " 1 16.71780 \n", " 2 17.34960 \n", " 14 0 19.09870 \n", " 1 19.67630 \n", " 2 19.16720 \n", " 16 0 21.46930 \n", " 1 21.48040 \n", " 2 21.51430 \n", " libdnn-viennacl 2 0 7.00944 \n", " 1 8.62618 \n", " 2 7.02976 \n", " 4 0 10.18170 \n", " 1 12.03200 \n", " 2 10.15100 \n", " 6 0 13.32020 \n", " 1 15.55020 \n", " 2 13.24520 \n", " 8 0 16.69160 \n", " 1 18.09310 \n", " 2 16.74340 \n", " 10 0 21.42110 \n", " 1 19.70070 \n", " 2 19.77590 \n", " 12 0 23.05950 \n", " 1 23.07280 \n", " 2 23.51790 \n", " 14 0 26.38110 \n", " 1 28.54170 \n", " 2 26.38850 \n", " 16 0 31.99270 \n", " 1 32.62240 \n", " 2 32.92160 \n", " nvidia-cuda 2 0 4.50662 \n", " 1 4.52403 \n", " 2 5.27910 \n", " 4 0 7.79059 \n", " 1 7.57453 \n", " 2 7.77318 \n", " 6 0 10.93730 \n", " 1 10.93330 \n", " 2 10.41100 \n", " 8 0 14.04830 \n", " 1 13.37450 \n", " 2 13.02370 \n", " 10 0 15.88850 \n", " 1 16.54820 \n", " 2 16.47630 \n", " 12 0 18.98500 \n", " 1 18.86820 \n", " 2 18.88070 \n", " 14 0 21.78760 \n", " 1 22.52400 \n", " 2 21.88350 \n", " 16 0 24.75620 \n", " 1 24.71730 \n", " 2 24.78590 \n", " nvidia-cudnn 2 0 3.28704 \n", " 1 3.28115 \n", " 2 3.30240 \n", " 4 0 5.01677 \n", " 1 4.97382 \n", " 2 4.96550 \n", " 6 0 6.71277 \n", " 1 6.71264 \n", " 2 6.71539 \n", " 8 0 8.16253 \n", " 1 8.34294 \n", " 2 8.01821 \n", " 10 0 10.05510 \n", " 1 10.03030 \n", " 2 10.19900 \n", " 12 0 11.95930 \n", " 1 11.76880 \n", " 2 11.73640 \n", " 14 0 13.09200 \n", " 1 13.44410 \n", " 2 13.46300 \n", " 16 0 15.04560 \n", " 1 15.23950 \n", " 2 15.30160 \n", " nvidia-fp16-cuda 2 0 4.38557 \n", " 1 4.38989 \n", " 2 4.46054 \n", " 4 0 8.23296 \n", " 1 8.29338 \n", " 2 8.29843 \n", " 6 0 12.10470 \n", " 1 12.14540 \n", " 2 12.17510 \n", " 8 0 15.97240 \n", " 1 16.03690 \n", " 2 15.95390 \n", " 10 0 19.77450 \n", " 1 19.83490 \n", " 2 19.80830 \n", " 12 0 23.84990 \n", " 1 23.78960 \n", " 2 23.78810 \n", " 14 0 27.57120 \n", " 1 27.57290 \n", " 2 27.58530 \n", " 16 0 31.59830 \n", " 1 30.78350 \n", " 2 31.55150 \n", " nvidia-fp16-cudnn 2 0 56.25750 \n", " 1 62.38920 \n", " 2 61.96840 \n", " 4 0 95.31680 \n", " 1 95.44400 \n", " 2 95.28910 \n", " 6 0 119.73200 \n", " 1 125.52200 \n", " 2 117.37600 \n", " 8 0 144.42900 \n", " 1 143.40400 \n", " 2 141.64000 \n", " 10 0 188.53600 \n", " 1 188.61300 \n", " 2 188.58700 \n", " 12 0 228.28700 \n", " 1 228.74800 \n", " 2 228.65900 \n", " 14 0 246.20300 \n", " 1 246.24600 \n", " 2 246.12500 \n", " 16 0 259.10800 \n", " 1 258.15100 \n", " 2 258.40400 \n", " viennacl 2 0 32.21420 \n", " 1 31.97130 \n", " 4 0 58.89050 \n", " 1 59.99030 \n", " 6 0 88.22270 \n", " 1 87.39960 \n", " 2 87.24580 \n", " 8 0 114.61900 \n", " 1 114.61900 \n", " 2 114.61900 \n", " 10 0 137.82800 \n", " 1 136.13200 \n", " 2 134.60200 \n", " 12 0 158.09600 \n", " 1 158.75300 \n", " 2 160.88200 \n", " 14 0 183.79100 \n", " 1 183.79100 \n", " 2 183.79100 \n", " 16 0 207.45100 \n", " 1 207.45100 \n", " 2 207.45100 \n", "deepscale-squeezenet-1.1 clblas 2 0 7.47315 \n", " 1 10.78710 \n", " 2 8.49402 \n", " 4 0 12.92820 \n", " 1 15.93110 \n", " 6 0 15.66620 \n", " 1 15.69050 \n", " 2 15.68740 \n", " 8 0 21.78660 \n", " 1 21.92900 \n", " 2 21.86990 \n", " 10 0 23.85200 \n", " 1 26.32680 \n", " 2 23.98170 \n", " 12 0 28.09350 \n", " 1 28.09350 \n", " 2 28.09350 \n", " 14 0 32.01740 \n", " 1 35.37310 \n", " 2 32.08160 \n", " 16 0 36.09910 \n", " 1 36.13080 \n", " clblast 2 0 40.40430 \n", " 1 40.40430 \n", " 2 40.40430 \n", " 4 0 57.97760 \n", " 1 57.97760 \n", " 2 57.97760 \n", " 6 0 83.33630 \n", " 1 83.33630 \n", " 2 83.33630 \n", " 8 0 139.91600 \n", " 1 139.91600 \n", " 2 139.91600 \n", " 10 0 196.89800 \n", " 1 196.89800 \n", " 2 196.89800 \n", " 12 0 196.91800 \n", " 1 196.91800 \n", " 2 196.91800 \n", " 14 0 211.28200 \n", " 1 211.28200 \n", " 2 211.28200 \n", " 16 0 218.17300 \n", " 1 218.17300 \n", " 2 218.17300 \n", " cpu 2 0 63.30800 \n", " 1 74.72900 \n", " 2 97.53600 \n", " 4 0 179.51000 \n", " 1 171.27300 \n", " 2 181.27700 \n", " 6 0 247.68800 \n", " 1 259.48600 \n", " 2 258.57300 \n", " 8 0 299.98500 \n", " 1 328.25100 \n", " 2 295.46100 \n", " 10 0 382.67800 \n", " 1 359.50200 \n", " 2 358.31700 \n", " 12 0 418.99800 \n", " 1 413.87400 \n", " 2 412.18800 \n", " 14 0 473.47100 \n", " 1 469.10100 \n", " 2 469.32800 \n", " 16 0 528.70300 \n", " 1 524.17600 \n", " 2 529.63500 \n", " cuda 2 0 4.06016 \n", " 1 3.75808 \n", " 2 3.80854 \n", " 4 0 6.18298 \n", " 1 6.19043 \n", " 2 6.48806 \n", " 6 0 8.90272 \n", " 1 8.61917 \n", " 2 8.95078 \n", " 8 0 11.35210 \n", " 1 11.05660 \n", " 2 11.54390 \n", " 10 0 13.46910 \n", " 1 13.53240 \n", " 2 13.77800 \n", " 12 0 15.87510 \n", " 1 15.97540 \n", " 2 15.92840 \n", " 14 0 18.94100 \n", " 1 18.31430 \n", " 2 18.30920 \n", " 16 0 21.03600 \n", " 1 20.79570 \n", " 2 20.82240 \n", " cudnn 2 0 2.97171 \n", " 1 2.73840 \n", " 2 2.73715 \n", " 4 0 3.73043 \n", " 1 3.75091 \n", " 2 3.85744 \n", " 6 0 4.78208 \n", " 1 4.72678 \n", " 2 4.74957 \n", " 8 0 5.70413 \n", " 1 5.92998 \n", " 2 5.67808 \n", " 10 0 6.76797 \n", " 1 6.84070 \n", " 2 6.83418 \n", " 12 0 7.80598 \n", " 1 7.79590 \n", " 2 7.80835 \n", " 14 0 9.04602 \n", " 1 9.06547 \n", " 2 9.03514 \n", " 16 0 9.49277 \n", " 1 9.75603 \n", " 2 9.52035 \n", " libdnn-clblas 2 0 6.77350 \n", " 1 7.91450 \n", " 2 5.88083 \n", " 4 0 7.98416 \n", " 1 8.96528 \n", " 2 9.07856 \n", " 6 0 10.21430 \n", " 1 10.09660 \n", " 2 11.49350 \n", " 8 0 12.28600 \n", " 1 15.80240 \n", " 2 13.89980 \n", " 10 0 14.40560 \n", " 1 16.07280 \n", " 2 16.06350 \n", " 12 0 16.69040 \n", " 1 20.48410 \n", " 2 16.50480 \n", " 14 0 18.70130 \n", " 1 18.75080 \n", " 2 20.98890 \n", " 16 0 20.99000 \n", " 1 21.05550 \n", " 2 20.96450 \n", " libdnn-clblast 2 0 6.10918 \n", " 1 5.94944 \n", " 2 6.78502 \n", " 4 0 9.12384 \n", " 1 7.98310 \n", " 2 8.01776 \n", " 6 0 11.55070 \n", " 1 10.18160 \n", " 2 10.13960 \n", " 8 0 13.88740 \n", " 1 13.49640 \n", " 2 12.26970 \n", " 10 0 16.12010 \n", " 1 16.13290 \n", " 2 14.27350 \n", " 12 0 16.49660 \n", " 1 16.55420 \n", " 2 18.60810 \n", " 14 0 18.65340 \n", " 1 18.68800 \n", " 2 21.01760 \n", " 16 0 21.08130 \n", " 1 21.04830 \n", " 2 21.36150 \n", " libdnn-cuda 2 0 3.26362 \n", " 1 3.29114 \n", " 2 3.27885 \n", " 4 0 4.47693 \n", " 1 4.52813 \n", " 2 4.47014 \n", " 6 0 5.60378 \n", " 1 5.62483 \n", " 2 5.59110 \n", " 8 0 7.22534 \n", " 1 7.22035 \n", " 2 7.20282 \n", " 10 0 8.44928 \n", " 1 8.43411 \n", " 2 8.42445 \n", " 12 0 9.61843 \n", " 1 9.67098 \n", " 2 9.64515 \n", " 14 0 11.00020 \n", " 1 10.99790 \n", " 2 11.00630 \n", " 16 0 12.30990 \n", " 1 12.31060 \n", " 2 12.27570 \n", " libdnn-viennacl 2 0 5.90643 \n", " 1 5.89926 \n", " 2 6.80960 \n", " 4 0 9.06240 \n", " 1 10.53260 \n", " 2 7.97667 \n", " 6 0 10.21760 \n", " 1 10.10890 \n", " 2 10.17320 \n", " 8 0 12.29540 \n", " 1 13.94280 \n", " 2 12.21420 \n", " 10 0 16.21090 \n", " 1 16.17000 \n", " 2 16.08120 \n", " 12 0 16.47510 \n", " 1 16.52330 \n", " 2 16.52160 \n", " 14 0 20.95720 \n", " 1 18.65920 \n", " 2 21.02370 \n", " 16 0 23.72790 \n", " 1 20.93060 \n", " 2 20.97250 \n", " nvidia-cuda 2 0 4.04173 \n", " 1 3.74989 \n", " 2 4.17203 \n", " 4 0 6.18394 \n", " 1 6.20454 \n", " 2 6.50518 \n", " 6 0 8.07526 \n", " 1 8.01203 \n", " 2 8.43264 \n", " 8 0 11.10960 \n", " 1 10.26690 \n", " 2 10.47380 \n", " 10 0 12.79590 \n", " 1 12.79920 \n", " 2 12.83990 \n", " 12 0 15.09790 \n", " 1 15.48690 \n", " 2 15.23100 \n", " 14 0 16.97520 \n", " 1 17.73760 \n", " 2 17.49400 \n", " 16 0 19.73450 \n", " 1 19.66930 \n", " 2 19.17950 \n", " nvidia-cudnn 2 0 2.65626 \n", " 1 2.88867 \n", " 2 2.62349 \n", " 4 0 3.58400 \n", " 1 3.59629 \n", " 2 3.61517 \n", " 6 0 4.45850 \n", " 1 4.46400 \n", " 2 4.43187 \n", " 8 0 5.72202 \n", " 1 5.47738 \n", " 2 5.45894 \n", " 10 0 6.43686 \n", " 1 6.40922 \n", " 2 6.46861 \n", " 12 0 7.48256 \n", " 1 7.27654 \n", " 2 7.03898 \n", " 14 0 8.51866 \n", " 1 8.49862 \n", " 2 8.50240 \n", " 16 0 9.27341 \n", " 1 9.59594 \n", " 2 9.28666 \n", " nvidia-fp16-cuda 2 0 3.48262 \n", " 1 3.48979 \n", " 2 3.49798 \n", " 4 0 6.40397 \n", " 1 6.43789 \n", " 2 6.49421 \n", " 6 0 9.43104 \n", " 1 9.40851 \n", " 2 9.48291 \n", " 8 0 12.41980 \n", " 1 12.50680 \n", " 2 12.40780 \n", " 10 0 15.42760 \n", " 1 15.42350 \n", " 2 15.42550 \n", " 12 0 18.57080 \n", " 1 18.46780 \n", " 2 18.58760 \n", " 14 0 21.54700 \n", " 1 21.57140 \n", " 2 21.54800 \n", " 16 0 24.52480 \n", " 1 24.61290 \n", " 2 24.45410 \n", " nvidia-fp16-cudnn 2 0 41.20930 \n", " 1 41.54160 \n", " 2 41.89110 \n", " 4 0 54.68850 \n", " 1 58.69200 \n", " 2 56.28020 \n", " 6 0 59.68280 \n", " 1 69.86240 \n", " 2 69.88790 \n", " 8 0 83.08120 \n", " 1 87.91240 \n", " 2 81.46330 \n", " 10 0 105.15400 \n", " 1 110.48000 \n", " 2 110.49200 \n", " 12 0 117.14100 \n", " 1 110.69500 \n", " 2 113.73100 \n", " 14 0 147.53200 \n", " 1 150.28900 \n", " 2 148.49500 \n", " 16 0 133.65500 \n", " 1 130.36300 \n", " 2 133.14300 \n", " viennacl 2 0 22.35900 \n", " 1 22.35900 \n", " 2 22.35900 \n", " 4 0 36.00480 \n", " 1 36.00480 \n", " 2 36.00480 \n", " 6 0 52.40320 \n", " 1 53.95870 \n", " 2 52.37770 \n", " 8 0 69.15310 \n", " 1 70.35600 \n", " 10 0 85.80200 \n", " 1 85.80200 \n", " 2 85.80200 \n", " 12 0 102.10300 \n", " 1 102.51200 \n", " 14 0 116.32100 \n", " 1 116.32100 \n", " 2 116.32100 \n", " 16 0 131.20700 \n", " 1 129.80700 \n", " 2 130.60700 " ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pd.options.display.max_columns = len(df_all.columns)\n", "pd.options.display.max_rows = len(df_all.index)\n", "df_all" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "\n", "### All execution time data indexed by repetitions" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "df_time = df_all['time (ms)'].unstack(df_all.index.names[:-1])" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/html": [ "
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modelbvlc-alexnetbvlc-googlenetdeepscale-squeezenet-1.0deepscale-squeezenet-1.1
libclblasclblastcpucudacudnnlibdnn-clblaslibdnn-clblastlibdnn-cudalibdnn-viennaclnvidia-cudanvidia-cudnnnvidia-fp16-cudanvidia-fp16-cudnnviennaclclblasclblastcpucudacudnnlibdnn-clblaslibdnn-clblastlibdnn-cudalibdnn-viennaclnvidia-cudanvidia-cudnnnvidia-fp16-cudanvidia-fp16-cudnnviennaclclblasclblastcpucudacudnnlibdnn-clblaslibdnn-clblastlibdnn-cudalibdnn-viennaclnvidia-cudanvidia-cudnnnvidia-fp16-cudanvidia-fp16-cudnnviennaclclblasclblastcpucudacudnnlibdnn-clblaslibdnn-clblastlibdnn-cudalibdnn-viennaclnvidia-cudanvidia-cudnnnvidia-fp16-cudanvidia-fp16-cudnnviennacl
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repetition
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" ], "text/plain": [ "model bvlc-alexnet \\\n", "lib clblas \n", "batch size 2 4 6 8 10 12 14 \n", "repetition \n", "0 8.94669 13.2308 17.4715 21.7293 25.9013 30.5725 34.7750 \n", "1 9.20973 13.5434 17.7254 21.7293 25.9082 30.1898 34.4012 \n", "2 9.24682 NaN NaN 21.7293 25.9031 30.5603 NaN \n", "\n", "model \\\n", "lib clblast \n", "batch size 16 2 4 6 8 10 12 14 \n", "repetition \n", "0 38.66 24.8413 31.4939 43.3787 60.3187 77.9274 78.7724 86.1 \n", "1 38.66 24.8413 31.4939 43.3787 60.3187 77.9274 78.7724 86.1 \n", "2 38.66 24.8413 31.4939 43.3787 60.3187 77.9274 78.7724 86.1 \n", "\n", "model \\\n", "lib cpu \n", "batch size 16 2 4 6 8 10 12 \n", "repetition \n", "0 105.131 234.212 332.208 439.481 541.650 626.306 725.671 \n", "1 105.131 229.522 332.016 442.570 538.101 658.548 746.462 \n", "2 105.131 226.047 331.484 437.235 537.458 633.620 735.054 \n", "\n", "model \\\n", "lib cuda \n", "batch size 14 16 2 4 6 8 10 \n", "repetition \n", "0 818.676 896.596 3.31162 5.41325 6.81779 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8 10 12 \n", "repetition \n", "0 10.9599 12.5976 13.4973 14.8747 17.7078 18.0429 \n", "1 11.9152 12.5901 14.3709 14.8859 16.6543 19.0354 \n", "2 11.8016 11.6912 14.4332 15.8351 16.6380 19.0310 \n", "\n", "model \\\n", "lib libdnn-cuda \n", "batch size 14 16 2 4 6 8 10 \n", "repetition \n", "0 21.1750 21.2109 4.05811 5.38010 6.97958 8.35891 9.80582 \n", "1 20.1380 21.1949 4.03398 5.38112 6.98595 8.35891 9.74746 \n", "2 21.1221 21.1180 4.04106 5.36480 6.97456 8.26493 9.73843 \n", "\n", "model \\\n", "lib libdnn-viennacl \n", "batch size 12 14 16 2 4 6 \n", "repetition \n", "0 12.3598 13.5209 15.0182 12.5624 13.6909 15.9808 \n", "1 12.3965 13.5465 14.9985 12.5614 13.9348 15.9263 \n", "2 12.3392 13.3550 14.9862 12.6062 13.7134 15.6613 \n", "\n", "model \\\n", "lib nvidia-cuda \n", "batch size 8 10 12 14 16 2 4 \n", "repetition \n", "0 17.5318 20.1001 21.9914 24.3425 27.2678 3.33517 5.44870 \n", "1 17.6275 20.0489 21.8837 24.3248 28.0566 3.37514 5.43642 \n", "2 17.4870 20.0908 21.6451 24.3476 28.0742 3.32813 5.42618 \n", "\n", "model \\\n", "lib nvidia-cudnn \n", "batch size 6 8 10 12 14 16 2 \n", "repetition \n", "0 6.89562 8.60710 10.6158 13.0591 13.7021 15.9889 2.53763 \n", "1 6.90381 8.65680 10.6260 12.5369 13.6878 15.9089 2.53747 \n", "2 6.89955 8.60672 10.7298 12.4900 13.7103 15.9171 2.63475 \n", "\n", "model \\\n", "lib \n", "batch size 4 6 8 10 12 14 16 \n", "repetition \n", "0 3.50557 3.84102 4.49024 5.28282 6.46656 6.50342 7.82234 \n", "1 3.50733 3.85741 4.50294 5.38931 6.53376 6.18394 7.93043 \n", "2 3.52179 3.85600 4.53939 5.50605 6.47616 6.51366 7.61776 \n", "\n", "model \\\n", "lib nvidia-fp16-cuda \n", "batch size 2 4 6 8 10 12 \n", "repetition \n", "0 5.55315 8.68966 11.6337 14.8490 18.2252 22.8772 \n", "1 5.46611 8.61594 11.6285 14.8429 18.2442 22.8823 \n", "2 5.54477 8.59136 11.6459 14.8224 18.2835 22.8076 \n", "\n", "model \\\n", "lib nvidia-fp16-cudnn \n", "batch size 14 16 2 4 6 8 \n", "repetition \n", "0 24.2842 29.1922 64.4560 77.7820 94.2712 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15.1659 19.0814 23.3792 26.0987 \n", "2 40.6661 43.0355 11.7629 15.1480 19.0344 23.5428 26.1933 \n", "\n", "model \\\n", "lib libdnn-viennacl \n", "batch size 12 14 16 2 4 6 \n", "repetition \n", "0 30.4160 34.8799 39.1917 14.9419 18.1405 23.7742 \n", "1 30.6596 34.9624 39.2849 14.9685 18.2487 22.6119 \n", "2 30.4753 34.9739 41.9565 16.2560 19.4971 22.5587 \n", "\n", "model \\\n", "lib nvidia-cuda \n", "batch size 8 10 12 14 16 2 4 \n", "repetition \n", "0 27.3284 29.5699 35.1642 39.7875 42.6988 12.0687 19.3198 \n", "1 27.3072 29.5414 35.3628 38.5085 44.0873 11.4381 18.5436 \n", "2 25.8621 30.8541 35.2164 38.5114 42.8277 11.3996 20.0212 \n", "\n", "model \\\n", "lib nvidia-cudnn \n", "batch size 6 8 10 12 14 16 2 \n", "repetition \n", "0 26.3270 34.8512 41.1609 47.7555 55.1334 63.4688 7.83389 \n", "1 26.7214 32.9083 40.3251 47.8198 55.0904 62.8244 7.78554 \n", "2 26.3629 33.7246 40.2791 47.9631 55.1795 62.5553 7.78150 \n", "\n", "model \\\n", "lib \n", "batch size 4 6 8 10 12 14 16 \n", "repetition \n", "0 10.07950 11.1411 13.6366 14.8275 16.6472 18.9700 19.9209 \n", "1 9.70973 11.0871 12.9970 14.8685 16.6851 19.7460 19.7673 \n", "2 10.53210 11.1690 13.1359 14.8439 15.9215 18.3859 20.3602 \n", "\n", "model \\\n", "lib nvidia-fp16-cuda \n", "batch size 2 4 6 8 10 12 \n", "repetition \n", "0 14.5989 28.0771 41.4628 48.3031 62.6837 75.8385 \n", "1 14.6432 27.9818 41.8017 51.2748 68.4206 75.7309 \n", "2 14.5725 28.2109 38.6621 54.9243 62.8537 75.5999 \n", "\n", "model \\\n", "lib nvidia-fp16-cudnn \n", "batch size 14 16 2 4 6 8 \n", "repetition \n", "0 87.3203 97.3967 189.631 242.865 269.285 359.081 \n", "1 88.6436 96.8141 189.921 247.955 269.246 358.739 \n", "2 83.2459 98.8478 189.883 247.907 269.196 359.102 \n", "\n", "model \\\n", "lib viennacl \n", "batch size 10 12 14 16 2 4 6 \n", "repetition \n", "0 409.447 435.993 568.728 540.863 69.3114 129.352 177.672 \n", "1 397.515 434.659 562.519 547.854 66.6368 129.352 177.672 \n", "2 409.493 434.672 563.157 535.674 NaN 129.352 177.672 \n", "\n", "model \\\n", "lib \n", "batch size 8 10 12 14 16 \n", "repetition \n", "0 223.953 277.498 327.713 380.063 437.907 \n", "1 223.953 277.498 327.713 380.063 437.907 \n", "2 223.953 277.498 327.713 380.063 437.907 \n", "\n", "model deepscale-squeezenet-1.0 \\\n", "lib clblas \n", "batch size 2 4 6 8 10 \n", "repetition \n", "0 9.37062 15.7873 23.2793 27.9859 34.1444 \n", "1 9.38189 17.4828 23.2793 27.9859 34.1444 \n", "2 NaN 15.6959 23.2793 27.9859 34.1444 \n", "\n", "model \\\n", "lib clblast \n", "batch size 12 14 16 2 4 6 8 \n", "repetition \n", "0 42.6032 49.0486 52.7688 51.7284 80.1813 91.1629 173.55 \n", "1 40.2719 49.0486 52.7688 51.7284 80.1813 91.1629 173.55 \n", "2 42.7346 49.0486 52.7688 51.7284 80.1813 91.1629 173.55 \n", "\n", "model \\\n", "lib cpu \n", "batch size 10 12 14 16 2 4 6 \n", "repetition \n", "0 198.661 241.687 207.421 298.166 143.628 273.392 388.014 \n", "1 198.661 241.687 207.421 298.166 129.419 256.957 375.025 \n", "2 198.661 241.687 207.421 298.166 121.009 277.893 368.990 \n", "\n", "model \\\n", "lib cuda \n", "batch size 8 10 12 14 16 2 4 \n", "repetition \n", "0 488.155 598.731 709.801 816.995 920.774 4.52448 7.76704 \n", "1 488.581 599.374 710.508 816.698 920.035 4.77594 8.04790 \n", "2 487.887 600.141 710.054 834.054 917.351 4.49741 8.07117 \n", "\n", "model \\\n", "lib cudnn \n", "batch size 6 8 10 12 14 16 2 \n", "repetition \n", "0 10.9641 14.3524 17.2196 20.4538 24.0040 26.8332 3.43040 \n", "1 11.2302 14.3534 17.2616 20.4974 23.6687 26.8494 3.43981 \n", "2 10.8943 14.3576 17.2391 20.9771 23.6527 27.1217 3.46362 \n", "\n", "model \\\n", "lib \n", "batch size 4 6 8 10 12 14 16 \n", "repetition \n", "0 5.50810 7.13869 8.72858 10.3731 12.3405 14.0268 15.9529 \n", "1 6.01792 7.10045 9.06240 10.3457 12.3443 14.1080 16.2386 \n", "2 5.45894 7.48154 8.76237 10.3447 12.3159 14.0268 15.9437 \n", "\n", "model \\\n", "lib libdnn-clblas \n", "batch size 2 4 6 8 10 12 \n", "repetition \n", "0 7.76381 10.1530 15.7737 18.1350 19.7717 23.0450 \n", "1 6.96323 10.2135 15.8258 18.1524 19.7335 25.7574 \n", "2 6.99824 10.2146 15.4061 16.7148 19.7500 23.0543 \n", "\n", "model \\\n", "lib libdnn-clblast \n", "batch size 14 16 2 4 6 8 \n", "repetition \n", "0 26.4212 32.4741 7.80982 10.4008 14.5818 18.1524 \n", "1 29.3396 32.0513 6.97024 10.2113 13.4686 16.7260 \n", "2 28.5196 32.0369 6.99699 11.0804 15.5967 18.1133 \n", "\n", "model \\\n", "lib libdnn-cuda \n", "batch size 10 12 14 16 2 4 6 \n", "repetition \n", "0 19.8021 24.8617 26.5102 32.0031 4.33152 6.80755 9.21533 \n", "1 19.8154 24.9127 29.4665 32.0174 5.10640 6.80960 9.20474 \n", "2 21.4344 23.0052 26.5033 29.7728 4.34790 7.50490 9.19354 \n", "\n", "model \\\n", "lib libdnn-viennacl \n", "batch size 8 10 12 14 16 2 \n", "repetition \n", "0 11.5405 14.2643 16.6876 19.0987 21.4693 7.00944 \n", "1 12.1508 14.2531 16.7178 19.6763 21.4804 8.62618 \n", "2 12.2030 14.8869 17.3496 19.1672 21.5143 7.02976 \n", "\n", "model \\\n", "lib \n", "batch size 4 6 8 10 12 14 16 \n", "repetition \n", "0 10.1817 13.3202 16.6916 21.4211 23.0595 26.3811 31.9927 \n", "1 12.0320 15.5502 18.0931 19.7007 23.0728 28.5417 32.6224 \n", "2 10.1510 13.2452 16.7434 19.7759 23.5179 26.3885 32.9216 \n", "\n", "model \\\n", "lib nvidia-cuda \n", "batch size 2 4 6 8 10 12 14 \n", "repetition \n", "0 4.50662 7.79059 10.9373 14.0483 15.8885 18.9850 21.7876 \n", "1 4.52403 7.57453 10.9333 13.3745 16.5482 18.8682 22.5240 \n", "2 5.27910 7.77318 10.4110 13.0237 16.4763 18.8807 21.8835 \n", "\n", "model \\\n", "lib nvidia-cudnn \n", "batch size 16 2 4 6 8 10 12 \n", "repetition \n", "0 24.7562 3.28704 5.01677 6.71277 8.16253 10.0551 11.9593 \n", "1 24.7173 3.28115 4.97382 6.71264 8.34294 10.0303 11.7688 \n", "2 24.7859 3.30240 4.96550 6.71539 8.01821 10.1990 11.7364 \n", "\n", "model \\\n", "lib nvidia-fp16-cuda \n", "batch size 14 16 2 4 6 8 \n", "repetition \n", "0 13.0920 15.0456 4.38557 8.23296 12.1047 15.9724 \n", "1 13.4441 15.2395 4.38989 8.29338 12.1454 16.0369 \n", "2 13.4630 15.3016 4.46054 8.29843 12.1751 15.9539 \n", "\n", "model \\\n", "lib nvidia-fp16-cudnn \n", "batch size 10 12 14 16 2 4 \n", "repetition \n", "0 19.7745 23.8499 27.5712 31.5983 56.2575 95.3168 \n", "1 19.8349 23.7896 27.5729 30.7835 62.3892 95.4440 \n", "2 19.8083 23.7881 27.5853 31.5515 61.9684 95.2891 \n", "\n", "model \\\n", "lib viennacl \n", "batch size 6 8 10 12 14 16 2 \n", "repetition \n", "0 119.732 144.429 188.536 228.287 246.203 259.108 32.2142 \n", "1 125.522 143.404 188.613 228.748 246.246 258.151 31.9713 \n", "2 117.376 141.640 188.587 228.659 246.125 258.404 NaN \n", "\n", "model \\\n", "lib \n", "batch size 4 6 8 10 12 14 16 \n", "repetition \n", "0 58.8905 88.2227 114.619 137.828 158.096 183.791 207.451 \n", "1 59.9903 87.3996 114.619 136.132 158.753 183.791 207.451 \n", "2 NaN 87.2458 114.619 134.602 160.882 183.791 207.451 \n", "\n", "model deepscale-squeezenet-1.1 \\\n", "lib clblas \n", "batch size 2 4 6 8 10 \n", "repetition \n", "0 7.47315 12.9282 15.6662 21.7866 23.8520 \n", "1 10.78710 15.9311 15.6905 21.9290 26.3268 \n", "2 8.49402 NaN 15.6874 21.8699 23.9817 \n", "\n", "model \\\n", "lib clblast \n", "batch size 12 14 16 2 4 6 8 \n", "repetition \n", "0 28.0935 32.0174 36.0991 40.4043 57.9776 83.3363 139.916 \n", "1 28.0935 35.3731 36.1308 40.4043 57.9776 83.3363 139.916 \n", "2 28.0935 32.0816 NaN 40.4043 57.9776 83.3363 139.916 \n", "\n", "model \\\n", "lib cpu \n", "batch size 10 12 14 16 2 4 6 \n", "repetition \n", "0 196.898 196.918 211.282 218.173 63.308 179.510 247.688 \n", "1 196.898 196.918 211.282 218.173 74.729 171.273 259.486 \n", "2 196.898 196.918 211.282 218.173 97.536 181.277 258.573 \n", "\n", "model \\\n", "lib cuda \n", "batch size 8 10 12 14 16 2 4 \n", "repetition \n", "0 299.985 382.678 418.998 473.471 528.703 4.06016 6.18298 \n", "1 328.251 359.502 413.874 469.101 524.176 3.75808 6.19043 \n", "2 295.461 358.317 412.188 469.328 529.635 3.80854 6.48806 \n", "\n", "model \\\n", "lib cudnn \n", "batch size 6 8 10 12 14 16 2 \n", "repetition \n", "0 8.90272 11.3521 13.4691 15.8751 18.9410 21.0360 2.97171 \n", "1 8.61917 11.0566 13.5324 15.9754 18.3143 20.7957 2.73840 \n", "2 8.95078 11.5439 13.7780 15.9284 18.3092 20.8224 2.73715 \n", "\n", "model \\\n", "lib \n", "batch size 4 6 8 10 12 14 16 \n", "repetition \n", "0 3.73043 4.78208 5.70413 6.76797 7.80598 9.04602 9.49277 \n", "1 3.75091 4.72678 5.92998 6.84070 7.79590 9.06547 9.75603 \n", "2 3.85744 4.74957 5.67808 6.83418 7.80835 9.03514 9.52035 \n", "\n", "model \\\n", "lib libdnn-clblas \n", "batch size 2 4 6 8 10 12 \n", "repetition \n", "0 6.77350 7.98416 10.2143 12.2860 14.4056 16.6904 \n", "1 7.91450 8.96528 10.0966 15.8024 16.0728 20.4841 \n", "2 5.88083 9.07856 11.4935 13.8998 16.0635 16.5048 \n", "\n", "model \\\n", "lib libdnn-clblast \n", "batch size 14 16 2 4 6 8 \n", "repetition \n", "0 18.7013 20.9900 6.10918 9.12384 11.5507 13.8874 \n", "1 18.7508 21.0555 5.94944 7.98310 10.1816 13.4964 \n", "2 20.9889 20.9645 6.78502 8.01776 10.1396 12.2697 \n", "\n", "model \\\n", "lib libdnn-cuda \n", "batch size 10 12 14 16 2 4 6 \n", "repetition \n", "0 16.1201 16.4966 18.6534 21.0813 3.26362 4.47693 5.60378 \n", "1 16.1329 16.5542 18.6880 21.0483 3.29114 4.52813 5.62483 \n", "2 14.2735 18.6081 21.0176 21.3615 3.27885 4.47014 5.59110 \n", "\n", "model \\\n", "lib libdnn-viennacl \n", "batch size 8 10 12 14 16 2 \n", "repetition \n", "0 7.22534 8.44928 9.61843 11.0002 12.3099 5.90643 \n", "1 7.22035 8.43411 9.67098 10.9979 12.3106 5.89926 \n", "2 7.20282 8.42445 9.64515 11.0063 12.2757 6.80960 \n", "\n", "model \\\n", "lib \n", "batch size 4 6 8 10 12 14 16 \n", "repetition \n", "0 9.06240 10.2176 12.2954 16.2109 16.4751 20.9572 23.7279 \n", "1 10.53260 10.1089 13.9428 16.1700 16.5233 18.6592 20.9306 \n", "2 7.97667 10.1732 12.2142 16.0812 16.5216 21.0237 20.9725 \n", "\n", "model \\\n", "lib nvidia-cuda \n", "batch size 2 4 6 8 10 12 14 \n", "repetition \n", "0 4.04173 6.18394 8.07526 11.1096 12.7959 15.0979 16.9752 \n", "1 3.74989 6.20454 8.01203 10.2669 12.7992 15.4869 17.7376 \n", "2 4.17203 6.50518 8.43264 10.4738 12.8399 15.2310 17.4940 \n", "\n", "model \\\n", "lib nvidia-cudnn \n", "batch size 16 2 4 6 8 10 12 \n", "repetition \n", "0 19.7345 2.65626 3.58400 4.45850 5.72202 6.43686 7.48256 \n", "1 19.6693 2.88867 3.59629 4.46400 5.47738 6.40922 7.27654 \n", "2 19.1795 2.62349 3.61517 4.43187 5.45894 6.46861 7.03898 \n", "\n", "model \\\n", "lib nvidia-fp16-cuda \n", "batch size 14 16 2 4 6 8 \n", "repetition \n", "0 8.51866 9.27341 3.48262 6.40397 9.43104 12.4198 \n", "1 8.49862 9.59594 3.48979 6.43789 9.40851 12.5068 \n", "2 8.50240 9.28666 3.49798 6.49421 9.48291 12.4078 \n", "\n", "model \\\n", "lib nvidia-fp16-cudnn \n", "batch size 10 12 14 16 2 4 \n", "repetition \n", "0 15.4276 18.5708 21.5470 24.5248 41.2093 54.6885 \n", "1 15.4235 18.4678 21.5714 24.6129 41.5416 58.6920 \n", "2 15.4255 18.5876 21.5480 24.4541 41.8911 56.2802 \n", "\n", "model \\\n", "lib viennacl \n", "batch size 6 8 10 12 14 16 2 \n", "repetition \n", "0 59.6828 83.0812 105.154 117.141 147.532 133.655 22.359 \n", "1 69.8624 87.9124 110.480 110.695 150.289 130.363 22.359 \n", "2 69.8879 81.4633 110.492 113.731 148.495 133.143 22.359 \n", "\n", "model \n", "lib \n", "batch size 4 6 8 10 12 14 16 \n", "repetition \n", "0 36.0048 52.4032 69.1531 85.802 102.103 116.321 131.207 \n", "1 36.0048 53.9587 70.3560 85.802 102.512 116.321 129.807 \n", "2 36.0048 52.3777 NaN 85.802 NaN 116.321 130.607 " ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pd.options.display.max_columns = len(df_time.columns)\n", "pd.options.display.max_rows = len(df_time.index)\n", "df_time" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "\n", "### Mean execution time per batch" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "df_mean_time_per_batch = df_time.describe().ix['mean'].unstack(level='batch size')" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/html": [ "
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batch size246810121416
modellib
bvlc-alexnetclblas9.13441313.38710017.59845021.72930025.90420030.44086734.58810038.660000
clblast24.84130031.49390043.37870060.31870077.92740078.77240086.100000105.131000
cpu229.927000331.902667439.762000539.069667639.491333735.729000821.113333895.766667
cuda3.3783135.4762776.8294278.67580710.61536713.05960014.41330016.716133
cudnn2.2976673.2746133.3431703.8652504.5828075.8813105.9239576.964593
libdnn-clblas7.2572078.31923310.31403311.57263313.43220014.73640016.96970017.952100
libdnn-clblast11.55890012.29296714.10046715.19856717.00003318.70310020.81170021.174600
libdnn-cuda4.0443835.3753406.9800308.3275839.76390312.36516713.47413315.000967
libdnn-viennacl12.57666713.77970015.85613317.54876720.07993321.84006724.33830027.799533
nvidia-cuda3.3461475.4371006.8996608.62354010.65720012.69533313.70006715.938300
nvidia-cudnn2.5699503.5115633.8514774.5108575.3927276.4921606.4003407.790177
nvidia-fp16-cuda5.5213438.63232011.63603314.83810018.25096722.85570024.30126729.284667
nvidia-fp16-cudnn63.21196777.77826793.565733130.988333144.137667154.485333163.949333207.075000
viennacl33.52003351.38020078.41580097.308100119.109000138.577000157.278000180.586500
bvlc-googlenetclblas19.76560031.97640042.59440052.75600065.45205075.85490090.25833395.115300
clblast84.745200287.857000220.177000296.289000426.498000436.972000472.283000541.096000
cpu404.082333730.6416671039.2200001354.3966671657.0066671961.6566672274.0833332776.333333
cuda11.66563320.02776728.15206736.75383344.83586752.97236761.53396770.139900
cudnn7.6499739.35092311.02893312.31020013.97573315.50003317.69546719.086067
libdnn-clblas15.20506718.37673322.78803326.16933329.82016733.76223338.63293342.732667
libdnn-clblast16.38196719.91093323.61233327.08863330.32333335.09316740.12993343.605667
libdnn-cuda11.76140015.18413319.07933323.43986726.12690030.51696734.93873340.144367
libdnn-viennacl15.38880018.62876722.98160026.83256729.98846735.24780038.93580043.204600
nvidia-cuda11.63546719.29486726.47043333.82803340.58836747.84613355.13443362.949500
nvidia-cudnn7.80031010.10711011.13240013.25650014.84663316.41793319.03396720.016133
nvidia-fp16-cuda14.60486728.08993340.64220051.50073364.65266775.72310086.40326797.686200
nvidia-fp16-cudnn189.811667246.242333269.242333358.974000405.485000435.108000564.801333541.463667
viennacl67.974100129.352000177.672000223.953000277.498000327.713000380.063000437.907000
deepscale-squeezenet-1.0clblas9.37625516.32200023.27930027.98590034.14440041.86990049.04860052.768800
clblast51.72840080.18130091.162900173.550000198.661000241.687000207.421000298.166000
cpu131.352000269.414000377.343000488.207667599.415333710.121000822.582333919.386667
cuda4.5992777.96203711.02953314.35446717.24010020.64276723.77513326.934767
cudnn3.4446105.6616537.2402278.85111710.35450012.33356714.05386716.045067
libdnn-clblas7.24176010.19370015.66853317.66740019.75173323.95223328.09346732.187433
libdnn-clblast7.25901710.56416714.54903317.66390020.35063324.25986727.49333331.264433
libdnn-cuda4.5952737.0406839.20453711.96476714.46810016.91833319.31406721.488000
libdnn-viennacl7.55512710.78823314.03853317.17603320.29923323.21673327.10376732.512233
nvidia-cuda4.7699177.71276710.76053313.48216716.30433318.91130022.06503324.753133
nvidia-cudnn3.2901974.9853636.7136008.17456010.09480011.82150013.33303315.195567
nvidia-fp16-cuda4.4120008.27492312.14173315.98773319.80590023.80920027.57646731.311100
nvidia-fp16-cudnn60.20503395.349967120.876667143.157667188.578667228.564667246.191333258.554333
viennacl32.09275059.44040087.622700114.619000136.187333159.243667183.791000207.451000
deepscale-squeezenet-1.1clblas8.91809014.42965015.68136721.86183324.72016728.09350033.15736736.114950
clblast40.40430057.97760083.336300139.916000196.898000196.918000211.282000218.173000
cpu78.524333177.353333255.249000307.899000366.832333415.020000470.633333527.504667
cuda3.8755936.2871578.82422311.31753313.59316715.92630018.52150020.884700
cudnn2.8157533.7795934.7528105.7707306.8142837.8034109.0488779.589717
libdnn-clblas6.8562778.67600010.60146713.99606715.51396717.89310019.48033321.003333
libdnn-clblast6.2812138.37490010.62396713.21783315.50883317.21963319.45300021.163700
libdnn-cuda3.2778704.4917335.6065707.2161708.4359479.64485311.00146712.298733
libdnn-viennacl6.2050979.19055710.16656712.81746716.15403316.50666720.21336721.877000
nvidia-cuda3.9878836.2978878.17331010.61676712.81166715.27193317.40226719.527767
nvidia-cudnn2.7228073.5984874.4514575.5527806.4382307.2660278.5065609.385337
nvidia-fp16-cuda3.4901306.4453579.44082012.44480015.42553318.54206721.55546724.530600
nvidia-fp16-cudnn41.54733356.55356766.47770084.152300108.708667113.855667148.772000132.387000
viennacl22.35900036.00480052.91320069.75455085.802000102.307500116.321000130.540333
\n", "
" ], "text/plain": [ "batch size 2 4 \\\n", "model lib \n", "bvlc-alexnet clblas 9.134413 13.387100 \n", " clblast 24.841300 31.493900 \n", " cpu 229.927000 331.902667 \n", " cuda 3.378313 5.476277 \n", " cudnn 2.297667 3.274613 \n", " libdnn-clblas 7.257207 8.319233 \n", " libdnn-clblast 11.558900 12.292967 \n", " libdnn-cuda 4.044383 5.375340 \n", " libdnn-viennacl 12.576667 13.779700 \n", " nvidia-cuda 3.346147 5.437100 \n", " nvidia-cudnn 2.569950 3.511563 \n", " nvidia-fp16-cuda 5.521343 8.632320 \n", " nvidia-fp16-cudnn 63.211967 77.778267 \n", " viennacl 33.520033 51.380200 \n", "bvlc-googlenet clblas 19.765600 31.976400 \n", " clblast 84.745200 287.857000 \n", " cpu 404.082333 730.641667 \n", " cuda 11.665633 20.027767 \n", " cudnn 7.649973 9.350923 \n", " libdnn-clblas 15.205067 18.376733 \n", " libdnn-clblast 16.381967 19.910933 \n", " libdnn-cuda 11.761400 15.184133 \n", " libdnn-viennacl 15.388800 18.628767 \n", " nvidia-cuda 11.635467 19.294867 \n", " nvidia-cudnn 7.800310 10.107110 \n", " nvidia-fp16-cuda 14.604867 28.089933 \n", " nvidia-fp16-cudnn 189.811667 246.242333 \n", " viennacl 67.974100 129.352000 \n", "deepscale-squeezenet-1.0 clblas 9.376255 16.322000 \n", " clblast 51.728400 80.181300 \n", " cpu 131.352000 269.414000 \n", " cuda 4.599277 7.962037 \n", " cudnn 3.444610 5.661653 \n", " libdnn-clblas 7.241760 10.193700 \n", " libdnn-clblast 7.259017 10.564167 \n", " libdnn-cuda 4.595273 7.040683 \n", " libdnn-viennacl 7.555127 10.788233 \n", " nvidia-cuda 4.769917 7.712767 \n", " nvidia-cudnn 3.290197 4.985363 \n", " nvidia-fp16-cuda 4.412000 8.274923 \n", " nvidia-fp16-cudnn 60.205033 95.349967 \n", " viennacl 32.092750 59.440400 \n", "deepscale-squeezenet-1.1 clblas 8.918090 14.429650 \n", " clblast 40.404300 57.977600 \n", " cpu 78.524333 177.353333 \n", " cuda 3.875593 6.287157 \n", " cudnn 2.815753 3.779593 \n", " libdnn-clblas 6.856277 8.676000 \n", " libdnn-clblast 6.281213 8.374900 \n", " libdnn-cuda 3.277870 4.491733 \n", " libdnn-viennacl 6.205097 9.190557 \n", " nvidia-cuda 3.987883 6.297887 \n", " nvidia-cudnn 2.722807 3.598487 \n", " nvidia-fp16-cuda 3.490130 6.445357 \n", " nvidia-fp16-cudnn 41.547333 56.553567 \n", " viennacl 22.359000 36.004800 \n", "\n", "batch size 6 8 \\\n", "model lib \n", "bvlc-alexnet clblas 17.598450 21.729300 \n", " clblast 43.378700 60.318700 \n", " cpu 439.762000 539.069667 \n", " cuda 6.829427 8.675807 \n", " cudnn 3.343170 3.865250 \n", " libdnn-clblas 10.314033 11.572633 \n", " libdnn-clblast 14.100467 15.198567 \n", " libdnn-cuda 6.980030 8.327583 \n", " libdnn-viennacl 15.856133 17.548767 \n", " nvidia-cuda 6.899660 8.623540 \n", " nvidia-cudnn 3.851477 4.510857 \n", " nvidia-fp16-cuda 11.636033 14.838100 \n", " nvidia-fp16-cudnn 93.565733 130.988333 \n", " viennacl 78.415800 97.308100 \n", "bvlc-googlenet clblas 42.594400 52.756000 \n", " clblast 220.177000 296.289000 \n", " cpu 1039.220000 1354.396667 \n", " cuda 28.152067 36.753833 \n", " cudnn 11.028933 12.310200 \n", " libdnn-clblas 22.788033 26.169333 \n", " libdnn-clblast 23.612333 27.088633 \n", " libdnn-cuda 19.079333 23.439867 \n", " libdnn-viennacl 22.981600 26.832567 \n", " nvidia-cuda 26.470433 33.828033 \n", " nvidia-cudnn 11.132400 13.256500 \n", " nvidia-fp16-cuda 40.642200 51.500733 \n", " nvidia-fp16-cudnn 269.242333 358.974000 \n", " viennacl 177.672000 223.953000 \n", "deepscale-squeezenet-1.0 clblas 23.279300 27.985900 \n", " clblast 91.162900 173.550000 \n", " cpu 377.343000 488.207667 \n", " cuda 11.029533 14.354467 \n", " cudnn 7.240227 8.851117 \n", " libdnn-clblas 15.668533 17.667400 \n", " libdnn-clblast 14.549033 17.663900 \n", " libdnn-cuda 9.204537 11.964767 \n", " libdnn-viennacl 14.038533 17.176033 \n", " nvidia-cuda 10.760533 13.482167 \n", " nvidia-cudnn 6.713600 8.174560 \n", " nvidia-fp16-cuda 12.141733 15.987733 \n", " nvidia-fp16-cudnn 120.876667 143.157667 \n", " viennacl 87.622700 114.619000 \n", "deepscale-squeezenet-1.1 clblas 15.681367 21.861833 \n", " clblast 83.336300 139.916000 \n", " cpu 255.249000 307.899000 \n", " cuda 8.824223 11.317533 \n", " cudnn 4.752810 5.770730 \n", " libdnn-clblas 10.601467 13.996067 \n", " libdnn-clblast 10.623967 13.217833 \n", " libdnn-cuda 5.606570 7.216170 \n", " libdnn-viennacl 10.166567 12.817467 \n", " nvidia-cuda 8.173310 10.616767 \n", " nvidia-cudnn 4.451457 5.552780 \n", " nvidia-fp16-cuda 9.440820 12.444800 \n", " nvidia-fp16-cudnn 66.477700 84.152300 \n", " viennacl 52.913200 69.754550 \n", "\n", "batch size 10 12 \\\n", "model lib \n", "bvlc-alexnet clblas 25.904200 30.440867 \n", " clblast 77.927400 78.772400 \n", " cpu 639.491333 735.729000 \n", " cuda 10.615367 13.059600 \n", " cudnn 4.582807 5.881310 \n", " libdnn-clblas 13.432200 14.736400 \n", " libdnn-clblast 17.000033 18.703100 \n", " libdnn-cuda 9.763903 12.365167 \n", " libdnn-viennacl 20.079933 21.840067 \n", " nvidia-cuda 10.657200 12.695333 \n", " nvidia-cudnn 5.392727 6.492160 \n", " nvidia-fp16-cuda 18.250967 22.855700 \n", " nvidia-fp16-cudnn 144.137667 154.485333 \n", " viennacl 119.109000 138.577000 \n", "bvlc-googlenet clblas 65.452050 75.854900 \n", " clblast 426.498000 436.972000 \n", " cpu 1657.006667 1961.656667 \n", " cuda 44.835867 52.972367 \n", " cudnn 13.975733 15.500033 \n", " libdnn-clblas 29.820167 33.762233 \n", " libdnn-clblast 30.323333 35.093167 \n", " libdnn-cuda 26.126900 30.516967 \n", " libdnn-viennacl 29.988467 35.247800 \n", " nvidia-cuda 40.588367 47.846133 \n", " nvidia-cudnn 14.846633 16.417933 \n", " nvidia-fp16-cuda 64.652667 75.723100 \n", " nvidia-fp16-cudnn 405.485000 435.108000 \n", " viennacl 277.498000 327.713000 \n", "deepscale-squeezenet-1.0 clblas 34.144400 41.869900 \n", " clblast 198.661000 241.687000 \n", " cpu 599.415333 710.121000 \n", " cuda 17.240100 20.642767 \n", " cudnn 10.354500 12.333567 \n", " libdnn-clblas 19.751733 23.952233 \n", " libdnn-clblast 20.350633 24.259867 \n", " libdnn-cuda 14.468100 16.918333 \n", " libdnn-viennacl 20.299233 23.216733 \n", " nvidia-cuda 16.304333 18.911300 \n", " nvidia-cudnn 10.094800 11.821500 \n", " nvidia-fp16-cuda 19.805900 23.809200 \n", " nvidia-fp16-cudnn 188.578667 228.564667 \n", " viennacl 136.187333 159.243667 \n", "deepscale-squeezenet-1.1 clblas 24.720167 28.093500 \n", " clblast 196.898000 196.918000 \n", " cpu 366.832333 415.020000 \n", " cuda 13.593167 15.926300 \n", " cudnn 6.814283 7.803410 \n", " libdnn-clblas 15.513967 17.893100 \n", " libdnn-clblast 15.508833 17.219633 \n", " libdnn-cuda 8.435947 9.644853 \n", " libdnn-viennacl 16.154033 16.506667 \n", " nvidia-cuda 12.811667 15.271933 \n", " nvidia-cudnn 6.438230 7.266027 \n", " nvidia-fp16-cuda 15.425533 18.542067 \n", " nvidia-fp16-cudnn 108.708667 113.855667 \n", " viennacl 85.802000 102.307500 \n", "\n", "batch size 14 16 \n", "model lib \n", "bvlc-alexnet clblas 34.588100 38.660000 \n", " clblast 86.100000 105.131000 \n", " cpu 821.113333 895.766667 \n", " cuda 14.413300 16.716133 \n", " cudnn 5.923957 6.964593 \n", " libdnn-clblas 16.969700 17.952100 \n", " libdnn-clblast 20.811700 21.174600 \n", " libdnn-cuda 13.474133 15.000967 \n", " libdnn-viennacl 24.338300 27.799533 \n", " nvidia-cuda 13.700067 15.938300 \n", " nvidia-cudnn 6.400340 7.790177 \n", " nvidia-fp16-cuda 24.301267 29.284667 \n", " nvidia-fp16-cudnn 163.949333 207.075000 \n", " viennacl 157.278000 180.586500 \n", "bvlc-googlenet clblas 90.258333 95.115300 \n", " clblast 472.283000 541.096000 \n", " cpu 2274.083333 2776.333333 \n", " cuda 61.533967 70.139900 \n", " cudnn 17.695467 19.086067 \n", " libdnn-clblas 38.632933 42.732667 \n", " libdnn-clblast 40.129933 43.605667 \n", " libdnn-cuda 34.938733 40.144367 \n", " libdnn-viennacl 38.935800 43.204600 \n", " nvidia-cuda 55.134433 62.949500 \n", " nvidia-cudnn 19.033967 20.016133 \n", " nvidia-fp16-cuda 86.403267 97.686200 \n", " nvidia-fp16-cudnn 564.801333 541.463667 \n", " viennacl 380.063000 437.907000 \n", "deepscale-squeezenet-1.0 clblas 49.048600 52.768800 \n", " clblast 207.421000 298.166000 \n", " cpu 822.582333 919.386667 \n", " cuda 23.775133 26.934767 \n", " cudnn 14.053867 16.045067 \n", " libdnn-clblas 28.093467 32.187433 \n", " libdnn-clblast 27.493333 31.264433 \n", " libdnn-cuda 19.314067 21.488000 \n", " libdnn-viennacl 27.103767 32.512233 \n", " nvidia-cuda 22.065033 24.753133 \n", " nvidia-cudnn 13.333033 15.195567 \n", " nvidia-fp16-cuda 27.576467 31.311100 \n", " nvidia-fp16-cudnn 246.191333 258.554333 \n", " viennacl 183.791000 207.451000 \n", "deepscale-squeezenet-1.1 clblas 33.157367 36.114950 \n", " clblast 211.282000 218.173000 \n", " cpu 470.633333 527.504667 \n", " cuda 18.521500 20.884700 \n", " cudnn 9.048877 9.589717 \n", " libdnn-clblas 19.480333 21.003333 \n", " libdnn-clblast 19.453000 21.163700 \n", " libdnn-cuda 11.001467 12.298733 \n", " libdnn-viennacl 20.213367 21.877000 \n", " nvidia-cuda 17.402267 19.527767 \n", " nvidia-cudnn 8.506560 9.385337 \n", " nvidia-fp16-cuda 21.555467 24.530600 \n", " nvidia-fp16-cudnn 148.772000 132.387000 \n", " viennacl 116.321000 130.540333 " ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pd.options.display.max_columns = len(df_mean_time_per_batch.columns)\n", "pd.options.display.max_rows = len(df_mean_time_per_batch.index)\n", "df_mean_time_per_batch" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "batch_sizes = df_mean_time_per_batch.columns.tolist()\n", "# batch_sizes" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "\n", "### Mean execution time per image" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "collapsed": false, "deletable": true, "editable": true, "scrolled": true }, "outputs": [], "source": [ "df_mean_time_per_image = df_mean_time_per_batch / batch_sizes" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/html": [ "
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batch size246810121416
modellib
bvlc-alexnetclblas4.5672073.3467752.9330752.7161622.5904202.5367392.4705792.416250
clblast12.4206507.8734757.2297837.5398377.7927406.5643676.1500006.570688
cpu114.96350082.97566773.29366767.38370863.94913361.31075058.65095255.985417
cuda1.6891571.3690691.1382381.0844761.0615371.0883001.0295211.044758
cudnn1.1488330.8186530.5571950.4831560.4582810.4901090.4231400.435287
libdnn-clblas3.6286032.0798081.7190061.4465791.3432201.2280331.2121211.122006
libdnn-clblast5.7794503.0732422.3500781.8998211.7000031.5585921.4865501.323412
libdnn-cuda2.0221921.3438351.1633381.0409480.9763901.0304310.9624380.937560
libdnn-viennacl6.2883333.4449252.6426892.1935962.0079931.8200061.7384501.737471
nvidia-cuda1.6730731.3592751.1499431.0779431.0657201.0579440.9785760.996144
nvidia-cudnn1.2849750.8778910.6419130.5638570.5392730.5410130.4571670.486886
nvidia-fp16-cuda2.7606722.1580801.9393391.8547621.8250971.9046421.7358051.830292
nvidia-fp16-cudnn31.60598319.44456715.59428916.37354214.41376712.87377811.71066712.942187
viennacl16.76001712.84505013.06930012.16351211.91090011.54808311.23414311.286656
bvlc-googlenetclblas9.8828007.9941007.0990676.5945006.5452056.3212426.4470245.944706
clblast42.37260071.96425036.69616737.03612542.64980036.41433333.73450033.818500
cpu202.041167182.660417173.203333169.299583165.700667163.471389162.434524173.520833
cuda5.8328175.0069424.6920114.5942294.4835874.4143644.3952834.383744
cudnn3.8249872.3377311.8381561.5387751.3975731.2916691.2639621.192879
libdnn-clblas7.6025334.5941833.7980063.2711672.9820172.8135192.7594952.670792
libdnn-clblast8.1909834.9777333.9353893.3860793.0323332.9244312.8664242.725354
libdnn-cuda5.8807003.7960333.1798892.9299832.6126902.5430812.4956242.509023
libdnn-viennacl7.6944004.6571923.8302673.3540712.9988472.9373172.7811292.700287
nvidia-cuda5.8177334.8237174.4117394.2285044.0588373.9871783.9381743.934344
nvidia-cudnn3.9001552.5267781.8554001.6570631.4846631.3681611.3595691.251008
nvidia-fp16-cuda7.3024337.0224836.7737006.4375926.4652676.3102586.1716626.105387
nvidia-fp16-cudnn94.90583361.56058344.87372244.87175040.54850036.25900040.34295233.841479
viennacl33.98705032.33800029.61200027.99412527.74980027.30941727.14735727.369187
deepscale-squeezenet-1.0clblas4.6881284.0805003.8798833.4982383.4144403.4891583.5034713.298050
clblast25.86420020.04532515.19381721.69375019.86610020.14058314.81578618.635375
cpu65.67600067.35350062.89050061.02595859.94153359.17675058.75588157.461667
cuda2.2996381.9905091.8382561.7943081.7240101.7202311.6982241.683423
cudnn1.7223051.4154131.2067041.1063901.0354501.0277971.0038481.002817
libdnn-clblas3.6208802.5484252.6114222.2084251.9751731.9960192.0066762.011715
libdnn-clblast3.6295082.6410422.4248392.2079872.0350632.0216561.9638101.954027
libdnn-cuda2.2976371.7601711.5340891.4955961.4468101.4098611.3795761.343000
libdnn-viennacl3.7775632.6970582.3397562.1470042.0299231.9347281.9359832.032015
nvidia-cuda2.3849581.9281921.7934221.6852711.6304331.5759421.5760741.547071
nvidia-cudnn1.6450981.2463411.1189331.0218201.0094800.9851250.9523600.949723
nvidia-fp16-cuda2.2060002.0687312.0236221.9984671.9805901.9841001.9697481.956944
nvidia-fp16-cudnn30.10251723.83749220.14611117.89470818.85786719.04705617.58509516.159646
viennacl16.04637514.86010014.60378314.32737513.61873313.27030613.12792912.965687
deepscale-squeezenet-1.1clblas4.4590453.6074132.6135612.7327292.4720172.3411252.3683832.257184
clblast20.20215014.49440013.88938317.48950019.68980016.40983315.09157113.635813
cpu39.26216744.33833342.54150038.48737536.68323334.58500033.61666732.969042
cuda1.9377971.5717891.4707041.4146921.3593171.3271921.3229641.305294
cudnn1.4078770.9448980.7921350.7213410.6814280.6502840.6463480.599357
libdnn-clblas3.4281382.1690001.7669111.7495081.5513971.4910921.3914521.312708
libdnn-clblast3.1406072.0937251.7706611.6522291.5508831.4349691.3895001.322731
libdnn-cuda1.6389351.1229330.9344280.9020210.8435950.8037380.7858190.768671
libdnn-viennacl3.1025482.2976391.6944281.6021831.6154031.3755561.4438121.367312
nvidia-cuda1.9939421.5744721.3622181.3270961.2811671.2726611.2430191.220485
nvidia-cudnn1.3614030.8996220.7419090.6940980.6438230.6055020.6076110.586584
nvidia-fp16-cuda1.7450651.6113391.5734701.5556001.5425531.5451721.5396761.533162
nvidia-fp16-cudnn20.77366714.13839211.07961710.51903810.8708679.48797210.6265718.274188
viennacl11.1795009.0012008.8188678.7193198.5802008.5256258.3086438.158771
\n", "
" ], "text/plain": [ "batch size 2 4 \\\n", "model lib \n", "bvlc-alexnet clblas 4.567207 3.346775 \n", " clblast 12.420650 7.873475 \n", " cpu 114.963500 82.975667 \n", " cuda 1.689157 1.369069 \n", " cudnn 1.148833 0.818653 \n", " libdnn-clblas 3.628603 2.079808 \n", " libdnn-clblast 5.779450 3.073242 \n", " libdnn-cuda 2.022192 1.343835 \n", " libdnn-viennacl 6.288333 3.444925 \n", " nvidia-cuda 1.673073 1.359275 \n", " nvidia-cudnn 1.284975 0.877891 \n", " nvidia-fp16-cuda 2.760672 2.158080 \n", " nvidia-fp16-cudnn 31.605983 19.444567 \n", " viennacl 16.760017 12.845050 \n", "bvlc-googlenet clblas 9.882800 7.994100 \n", " clblast 42.372600 71.964250 \n", " cpu 202.041167 182.660417 \n", " cuda 5.832817 5.006942 \n", " cudnn 3.824987 2.337731 \n", " libdnn-clblas 7.602533 4.594183 \n", " libdnn-clblast 8.190983 4.977733 \n", " libdnn-cuda 5.880700 3.796033 \n", " libdnn-viennacl 7.694400 4.657192 \n", " nvidia-cuda 5.817733 4.823717 \n", " nvidia-cudnn 3.900155 2.526778 \n", " nvidia-fp16-cuda 7.302433 7.022483 \n", " nvidia-fp16-cudnn 94.905833 61.560583 \n", " viennacl 33.987050 32.338000 \n", "deepscale-squeezenet-1.0 clblas 4.688128 4.080500 \n", " clblast 25.864200 20.045325 \n", " cpu 65.676000 67.353500 \n", " cuda 2.299638 1.990509 \n", " cudnn 1.722305 1.415413 \n", " libdnn-clblas 3.620880 2.548425 \n", " libdnn-clblast 3.629508 2.641042 \n", " libdnn-cuda 2.297637 1.760171 \n", " libdnn-viennacl 3.777563 2.697058 \n", " nvidia-cuda 2.384958 1.928192 \n", " nvidia-cudnn 1.645098 1.246341 \n", " nvidia-fp16-cuda 2.206000 2.068731 \n", " nvidia-fp16-cudnn 30.102517 23.837492 \n", " viennacl 16.046375 14.860100 \n", "deepscale-squeezenet-1.1 clblas 4.459045 3.607413 \n", " clblast 20.202150 14.494400 \n", " cpu 39.262167 44.338333 \n", " cuda 1.937797 1.571789 \n", " cudnn 1.407877 0.944898 \n", " libdnn-clblas 3.428138 2.169000 \n", " libdnn-clblast 3.140607 2.093725 \n", " libdnn-cuda 1.638935 1.122933 \n", " libdnn-viennacl 3.102548 2.297639 \n", " nvidia-cuda 1.993942 1.574472 \n", " nvidia-cudnn 1.361403 0.899622 \n", " nvidia-fp16-cuda 1.745065 1.611339 \n", " nvidia-fp16-cudnn 20.773667 14.138392 \n", " viennacl 11.179500 9.001200 \n", "\n", "batch size 6 8 \\\n", "model lib \n", "bvlc-alexnet clblas 2.933075 2.716162 \n", " clblast 7.229783 7.539837 \n", " cpu 73.293667 67.383708 \n", " cuda 1.138238 1.084476 \n", " cudnn 0.557195 0.483156 \n", " libdnn-clblas 1.719006 1.446579 \n", " libdnn-clblast 2.350078 1.899821 \n", " libdnn-cuda 1.163338 1.040948 \n", " libdnn-viennacl 2.642689 2.193596 \n", " nvidia-cuda 1.149943 1.077943 \n", " nvidia-cudnn 0.641913 0.563857 \n", " nvidia-fp16-cuda 1.939339 1.854762 \n", " nvidia-fp16-cudnn 15.594289 16.373542 \n", " viennacl 13.069300 12.163512 \n", "bvlc-googlenet clblas 7.099067 6.594500 \n", " clblast 36.696167 37.036125 \n", " cpu 173.203333 169.299583 \n", " cuda 4.692011 4.594229 \n", " cudnn 1.838156 1.538775 \n", " libdnn-clblas 3.798006 3.271167 \n", " libdnn-clblast 3.935389 3.386079 \n", " libdnn-cuda 3.179889 2.929983 \n", " libdnn-viennacl 3.830267 3.354071 \n", " nvidia-cuda 4.411739 4.228504 \n", " nvidia-cudnn 1.855400 1.657063 \n", " nvidia-fp16-cuda 6.773700 6.437592 \n", " nvidia-fp16-cudnn 44.873722 44.871750 \n", " viennacl 29.612000 27.994125 \n", "deepscale-squeezenet-1.0 clblas 3.879883 3.498238 \n", " clblast 15.193817 21.693750 \n", " cpu 62.890500 61.025958 \n", " cuda 1.838256 1.794308 \n", " cudnn 1.206704 1.106390 \n", " libdnn-clblas 2.611422 2.208425 \n", " libdnn-clblast 2.424839 2.207987 \n", " libdnn-cuda 1.534089 1.495596 \n", " libdnn-viennacl 2.339756 2.147004 \n", " nvidia-cuda 1.793422 1.685271 \n", " nvidia-cudnn 1.118933 1.021820 \n", " nvidia-fp16-cuda 2.023622 1.998467 \n", " nvidia-fp16-cudnn 20.146111 17.894708 \n", " viennacl 14.603783 14.327375 \n", "deepscale-squeezenet-1.1 clblas 2.613561 2.732729 \n", " clblast 13.889383 17.489500 \n", " cpu 42.541500 38.487375 \n", " cuda 1.470704 1.414692 \n", " cudnn 0.792135 0.721341 \n", " libdnn-clblas 1.766911 1.749508 \n", " libdnn-clblast 1.770661 1.652229 \n", " libdnn-cuda 0.934428 0.902021 \n", " libdnn-viennacl 1.694428 1.602183 \n", " nvidia-cuda 1.362218 1.327096 \n", " nvidia-cudnn 0.741909 0.694098 \n", " nvidia-fp16-cuda 1.573470 1.555600 \n", " nvidia-fp16-cudnn 11.079617 10.519038 \n", " viennacl 8.818867 8.719319 \n", "\n", "batch size 10 12 \\\n", "model lib \n", "bvlc-alexnet clblas 2.590420 2.536739 \n", " clblast 7.792740 6.564367 \n", " cpu 63.949133 61.310750 \n", " cuda 1.061537 1.088300 \n", " cudnn 0.458281 0.490109 \n", " libdnn-clblas 1.343220 1.228033 \n", " libdnn-clblast 1.700003 1.558592 \n", " libdnn-cuda 0.976390 1.030431 \n", " libdnn-viennacl 2.007993 1.820006 \n", " nvidia-cuda 1.065720 1.057944 \n", " nvidia-cudnn 0.539273 0.541013 \n", " nvidia-fp16-cuda 1.825097 1.904642 \n", " nvidia-fp16-cudnn 14.413767 12.873778 \n", " viennacl 11.910900 11.548083 \n", "bvlc-googlenet clblas 6.545205 6.321242 \n", " clblast 42.649800 36.414333 \n", " cpu 165.700667 163.471389 \n", " cuda 4.483587 4.414364 \n", " cudnn 1.397573 1.291669 \n", " libdnn-clblas 2.982017 2.813519 \n", " libdnn-clblast 3.032333 2.924431 \n", " libdnn-cuda 2.612690 2.543081 \n", " libdnn-viennacl 2.998847 2.937317 \n", " nvidia-cuda 4.058837 3.987178 \n", " nvidia-cudnn 1.484663 1.368161 \n", " nvidia-fp16-cuda 6.465267 6.310258 \n", " nvidia-fp16-cudnn 40.548500 36.259000 \n", " viennacl 27.749800 27.309417 \n", "deepscale-squeezenet-1.0 clblas 3.414440 3.489158 \n", " clblast 19.866100 20.140583 \n", " cpu 59.941533 59.176750 \n", " cuda 1.724010 1.720231 \n", " cudnn 1.035450 1.027797 \n", " libdnn-clblas 1.975173 1.996019 \n", " libdnn-clblast 2.035063 2.021656 \n", " libdnn-cuda 1.446810 1.409861 \n", " libdnn-viennacl 2.029923 1.934728 \n", " nvidia-cuda 1.630433 1.575942 \n", " nvidia-cudnn 1.009480 0.985125 \n", " nvidia-fp16-cuda 1.980590 1.984100 \n", " nvidia-fp16-cudnn 18.857867 19.047056 \n", " viennacl 13.618733 13.270306 \n", "deepscale-squeezenet-1.1 clblas 2.472017 2.341125 \n", " clblast 19.689800 16.409833 \n", " cpu 36.683233 34.585000 \n", " cuda 1.359317 1.327192 \n", " cudnn 0.681428 0.650284 \n", " libdnn-clblas 1.551397 1.491092 \n", " libdnn-clblast 1.550883 1.434969 \n", " libdnn-cuda 0.843595 0.803738 \n", " libdnn-viennacl 1.615403 1.375556 \n", " nvidia-cuda 1.281167 1.272661 \n", " nvidia-cudnn 0.643823 0.605502 \n", " nvidia-fp16-cuda 1.542553 1.545172 \n", " nvidia-fp16-cudnn 10.870867 9.487972 \n", " viennacl 8.580200 8.525625 \n", "\n", "batch size 14 16 \n", "model lib \n", "bvlc-alexnet clblas 2.470579 2.416250 \n", " clblast 6.150000 6.570688 \n", " cpu 58.650952 55.985417 \n", " cuda 1.029521 1.044758 \n", " cudnn 0.423140 0.435287 \n", " libdnn-clblas 1.212121 1.122006 \n", " libdnn-clblast 1.486550 1.323412 \n", " libdnn-cuda 0.962438 0.937560 \n", " libdnn-viennacl 1.738450 1.737471 \n", " nvidia-cuda 0.978576 0.996144 \n", " nvidia-cudnn 0.457167 0.486886 \n", " nvidia-fp16-cuda 1.735805 1.830292 \n", " nvidia-fp16-cudnn 11.710667 12.942187 \n", " viennacl 11.234143 11.286656 \n", "bvlc-googlenet clblas 6.447024 5.944706 \n", " clblast 33.734500 33.818500 \n", " cpu 162.434524 173.520833 \n", " cuda 4.395283 4.383744 \n", " cudnn 1.263962 1.192879 \n", " libdnn-clblas 2.759495 2.670792 \n", " libdnn-clblast 2.866424 2.725354 \n", " libdnn-cuda 2.495624 2.509023 \n", " libdnn-viennacl 2.781129 2.700287 \n", " nvidia-cuda 3.938174 3.934344 \n", " nvidia-cudnn 1.359569 1.251008 \n", " nvidia-fp16-cuda 6.171662 6.105387 \n", " nvidia-fp16-cudnn 40.342952 33.841479 \n", " viennacl 27.147357 27.369187 \n", "deepscale-squeezenet-1.0 clblas 3.503471 3.298050 \n", " clblast 14.815786 18.635375 \n", " cpu 58.755881 57.461667 \n", " cuda 1.698224 1.683423 \n", " cudnn 1.003848 1.002817 \n", " libdnn-clblas 2.006676 2.011715 \n", " libdnn-clblast 1.963810 1.954027 \n", " libdnn-cuda 1.379576 1.343000 \n", " libdnn-viennacl 1.935983 2.032015 \n", " nvidia-cuda 1.576074 1.547071 \n", " nvidia-cudnn 0.952360 0.949723 \n", " nvidia-fp16-cuda 1.969748 1.956944 \n", " nvidia-fp16-cudnn 17.585095 16.159646 \n", " viennacl 13.127929 12.965687 \n", "deepscale-squeezenet-1.1 clblas 2.368383 2.257184 \n", " clblast 15.091571 13.635813 \n", " cpu 33.616667 32.969042 \n", " cuda 1.322964 1.305294 \n", " cudnn 0.646348 0.599357 \n", " libdnn-clblas 1.391452 1.312708 \n", " libdnn-clblast 1.389500 1.322731 \n", " libdnn-cuda 0.785819 0.768671 \n", " libdnn-viennacl 1.443812 1.367312 \n", " nvidia-cuda 1.243019 1.220485 \n", " nvidia-cudnn 0.607611 0.586584 \n", " nvidia-fp16-cuda 1.539676 1.533162 \n", " nvidia-fp16-cudnn 10.626571 8.274188 \n", " viennacl 8.308643 8.158771 " ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pd.options.display.max_columns = len(df_mean_time_per_image.columns)\n", "pd.options.display.max_rows = len(df_mean_time_per_image.index)\n", "df_mean_time_per_image" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "\n", "### Best mean execution time per image" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/plain": [ "model lib \n", "bvlc-alexnet clblas 2.416250\n", " clblast 6.150000\n", " cpu 55.985417\n", " cuda 1.029521\n", " cudnn 0.423140\n", " libdnn-clblas 1.122006\n", " libdnn-clblast 1.323412\n", " libdnn-cuda 0.937560\n", " libdnn-viennacl 1.737471\n", " nvidia-cuda 0.978576\n", " nvidia-cudnn 0.457167\n", " nvidia-fp16-cuda 1.735805\n", " nvidia-fp16-cudnn 11.710667\n", " viennacl 11.234143\n", "bvlc-googlenet clblas 5.944706\n", " clblast 33.734500\n", " cpu 162.434524\n", " cuda 4.383744\n", " cudnn 1.192879\n", " libdnn-clblas 2.670792\n", " libdnn-clblast 2.725354\n", " libdnn-cuda 2.495624\n", " libdnn-viennacl 2.700287\n", " nvidia-cuda 3.934344\n", " nvidia-cudnn 1.251008\n", " nvidia-fp16-cuda 6.105387\n", " nvidia-fp16-cudnn 33.841479\n", " viennacl 27.147357\n", "deepscale-squeezenet-1.0 clblas 3.298050\n", " clblast 14.815786\n", " cpu 57.461667\n", " cuda 1.683423\n", " cudnn 1.002817\n", " libdnn-clblas 1.975173\n", " libdnn-clblast 1.954027\n", " libdnn-cuda 1.343000\n", " libdnn-viennacl 1.934728\n", " nvidia-cuda 1.547071\n", " nvidia-cudnn 0.949723\n", " nvidia-fp16-cuda 1.956944\n", " nvidia-fp16-cudnn 16.159646\n", " viennacl 12.965687\n", "deepscale-squeezenet-1.1 clblas 2.257184\n", " clblast 13.635813\n", " cpu 32.969042\n", " cuda 1.305294\n", " cudnn 0.599357\n", " libdnn-clblas 1.312708\n", " libdnn-clblast 1.322731\n", " libdnn-cuda 0.768671\n", " libdnn-viennacl 1.367312\n", " nvidia-cuda 1.220485\n", " nvidia-cudnn 0.586584\n", " nvidia-fp16-cuda 1.533162\n", " nvidia-fp16-cudnn 8.274188\n", " viennacl 8.158771\n", "dtype: float64" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_mean_time_per_image.min(axis=1)" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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clEz4YMxRyUqHJizkJERNbKJopGiYgqExcXF3To0AEXL15EVlZWuedJTk7GBx98IOp7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\nFGT18OquXbuKZa6bLV68WD/88IOh7+WXX1bHjh2dHpN4gniir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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_max_num_images_per_second(df_mean_time_per_image, libs_to_drop=[], fontsize=14)" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/plain": [ "model lib \n", "bvlc-alexnet clblas 16\n", " clblast 14\n", " cpu 16\n", " cuda 14\n", " cudnn 14\n", " libdnn-clblas 16\n", " libdnn-clblast 16\n", " libdnn-cuda 16\n", " libdnn-viennacl 16\n", " nvidia-cuda 14\n", " nvidia-cudnn 14\n", " nvidia-fp16-cuda 14\n", " nvidia-fp16-cudnn 14\n", " viennacl 14\n", "bvlc-googlenet clblas 16\n", " clblast 14\n", " cpu 14\n", " cuda 16\n", " cudnn 16\n", " libdnn-clblas 16\n", " libdnn-clblast 16\n", " libdnn-cuda 14\n", " libdnn-viennacl 16\n", " nvidia-cuda 16\n", " nvidia-cudnn 16\n", " nvidia-fp16-cuda 16\n", " nvidia-fp16-cudnn 16\n", " viennacl 14\n", "deepscale-squeezenet-1.0 clblas 16\n", " clblast 14\n", " cpu 16\n", " cuda 16\n", " cudnn 16\n", " libdnn-clblas 10\n", " libdnn-clblast 16\n", " libdnn-cuda 16\n", " libdnn-viennacl 12\n", " nvidia-cuda 16\n", " nvidia-cudnn 16\n", " nvidia-fp16-cuda 16\n", " nvidia-fp16-cudnn 16\n", " viennacl 16\n", "deepscale-squeezenet-1.1 clblas 16\n", " clblast 16\n", " cpu 16\n", " cuda 16\n", " cudnn 16\n", " libdnn-clblas 16\n", " libdnn-clblast 16\n", " libdnn-cuda 16\n", " libdnn-viennacl 16\n", " nvidia-cuda 16\n", " nvidia-cudnn 16\n", " nvidia-fp16-cuda 16\n", " nvidia-fp16-cudnn 16\n", " viennacl 16\n", "dtype: int64" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# What is the batch size that gives the minimum time per image (or the maximum number of images per second)?\n", "df_mean_time_per_image.idxmin(axis=1)" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/plain": [ "model\n", "bvlc-alexnet 14\n", "bvlc-googlenet 16\n", "deepscale-squeezenet-1.0 16\n", "deepscale-squeezenet-1.1 16\n", "dtype: int64" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Focus on e.g. nvidia-fp16-cuda, for which the batch size of 16 is not always the best.\n", "df_mean_time_per_image.idxmin(axis=1).reorder_levels(['lib', 'model']).loc['nvidia-fp16-cuda']" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "# # Is the same answer as via .min(axis=1).values?\n", "# df_mean_time_per_image.lookup(df_mean_time_per_image.index, df_mean_time_per_image.idxmin(axis=1)) \\\n", "# == df_mean_time_per_image.min(axis=1).values" ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "df_time_per_image = df_time / (batch_sizes*(len(df_time.columns)/len(batch_sizes)))" ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "df_min_time_per_image_index = pd.DataFrame(df_mean_time_per_image.idxmin(axis=1)).set_index(0, append=True).index.values" ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "df_model_lib = df_time_per_image[df_min_time_per_image_index] \\\n", " .stack(['model', 'lib']).reorder_levels(['model','lib','repetition']).sum(axis=1)" ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "df_model_lib_mean = df_model_lib.groupby(level=['model', 'lib']).mean()\n", "df_model_lib_std = df_model_lib.groupby(level=['model', 'lib']).std()" ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "zero_positive_infinity = df_model_lib_mean > 1e5\n", "df_model_lib_mean[zero_positive_infinity] = 0" ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "# exclude_positive_infinity = df_model_lib_mean < 1e6\n", "# df_model_lib_mean = df_model_lib_mean[exclude_positive_infinity]\n", "# df_model_lib_std = df_model_lib_std[exclude_positive_infinity]" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "\n", "## Plot by Caffe models" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "\n", "### All libs" ] }, { "cell_type": "code", "execution_count": 46, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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vF5T5+/sX++BJZdCgQahfv76gTNz5pDBxhxxV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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mean = df_model_lib_mean.unstack('lib')\n", "std = df_model_lib_std.unstack('lib')\n", "plot(mean, std)" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "\n", "### Only GPU libs" ] }, { "cell_type": "code", "execution_count": 47, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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kveiii/TTTz/p448/9nqtc+fOuvvuu2vcpnASeT2/S/4C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\nW3JystasWeNw+T59+njsAf2yZctcvi9+5swZzZ492+H/atS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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mean = df_model_lib_mean.unstack('lib').drop('cpu', axis=1)\n", "std = df_model_lib_std.unstack('lib').drop('cpu', axis=1)\n", "plot(mean, std)" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "\n", "### Only GPU libs with CUDA-level fp32 performance" ] }, { "cell_type": "code", "execution_count": 48, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "cuda_level_performance = ['nvidia-cuda', 'nvidia-cudnn', 'libdnn-cuda']" ] }, { "cell_type": "code", "execution_count": 49, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 49, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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wcJw6dQoX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\ncXFx+OKLL9CzZ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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mean = df_model_lib_mean.reorder_levels(['lib', 'model'])[cuda_level_performance].unstack('lib')\n", "std = df_model_lib_std.reorder_levels(['lib', 'model'])[cuda_level_performance].unstack('lib')\n", "plot(mean, std)" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "\n", "### Only GPU libs using cuBLAS" ] }, { "cell_type": "code", "execution_count": 50, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "cublas_libs = ['cuda', 'nvidia-cuda', 'nvidia-fp16-cuda']" ] }, { "cell_type": "code", "execution_count": 51, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 51, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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mzZo1euedd5zm33nnnerZs6fatWtn2M7Z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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mean = df_model_lib_mean.reorder_levels(['lib', 'model'])[cublas_libs].unstack('lib')\n", "std = df_model_lib_std.reorder_levels(['lib', 'model'])[cublas_libs].unstack('lib')\n", "plot(mean, std)" ] }, { "cell_type": "code", "execution_count": 52, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/plain": [ "model\n", "bvlc-alexnet 1.052061\n", "bvlc-googlenet 1.114225\n", "deepscale-squeezenet-1.0 1.088136\n", "deepscale-squeezenet-1.1 1.069487\n", "dtype: float64" ] }, "execution_count": 52, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# With cuBLAS, BVLC's master is up to 11% slower than NVIDIA's mainline.\n", "cuda_vs_nvidia_cuda = mean['cuda'] / mean['nvidia-cuda']\n", "cuda_vs_nvidia_cuda" ] }, { "cell_type": "code", "execution_count": 53, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/plain": [ "model\n", "bvlc-alexnet 1.773806\n", "bvlc-googlenet 1.551819\n", "deepscale-squeezenet-1.0 1.264935\n", "deepscale-squeezenet-1.1 1.256191\n", "dtype: float64" ] }, "execution_count": 53, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# With cuBLAS, NVIDIA's fp16 branch is up to 77% slower than NVIDIA's fp32 mainline. Some of this difference\n", "# may be explained by the fp16 branch not being maintained, hence not including the latest improvements.\n", "# NB: But see below a more drastic performance difference and info on GTX 1080 support of fp16.\n", "nvidia_fp16_cuda_vs_nvidia_fp32_cuda = mean['nvidia-fp16-cuda'] / mean['nvidia-cuda']\n", "nvidia_fp16_cuda_vs_nvidia_fp32_cuda" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "\n", "### Only GPU libs using cuDNN" ] }, { "cell_type": "code", "execution_count": 54, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "cudnn_libs = ['cudnn', 'nvidia-cudnn', 'nvidia-fp16-cudnn']" ] }, { "cell_type": "code", "execution_count": 55, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 55, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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ggQfGv/zLv8SQIUOiQ4cOkUgk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s9vKT8/P7z44ot46aWXDCYBGuPv74/vv/8ev//+O3bv3m1wFEGguJNOr169MGLECHh4eMiu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\nEw0mUzo7O8PR0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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mean = df_model_lib_mean.reorder_levels(['lib', 'model'])[cudnn_libs].unstack('lib')\n", "std = df_model_lib_std.reorder_levels(['lib', 'model'])[cudnn_libs].unstack('lib')\n", "plot(mean, std)" ] }, { "cell_type": "code", "execution_count": 56, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/plain": [ "model\n", "bvlc-alexnet 0.925569\n", "bvlc-googlenet 0.953534\n", "deepscale-squeezenet-1.0 1.055904\n", "deepscale-squeezenet-1.1 1.021777\n", "dtype: float64" ] }, "execution_count": 56, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# With cuDNN, BVLC's master is between 8% faster and 5% slower than NVIDIA's mainline (i.e. they are roughly equivalent).\n", "cuda_vs_nvidia_cuda = mean['cudnn'] / mean['nvidia-cudnn']\n", "cuda_vs_nvidia_cuda" ] }, { "cell_type": "code", "execution_count": 57, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/plain": [ "model\n", "bvlc-alexnet 25.615722\n", "bvlc-googlenet 27.051362\n", "deepscale-squeezenet-1.0 17.015116\n", "deepscale-squeezenet-1.1 14.105727\n", "dtype: float64" ] }, "execution_count": 57, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# With cuDNN, NVIDIA's fp16 branch is up to 27 times slower than NVIDIA's fp32 mainline.\n", "nvidia_fp16_cudnn_vs_nvidia_fp32_cudnn = mean['nvidia-fp16-cudnn'] / mean['nvidia-cudnn']\n", "nvidia_fp16_cudnn_vs_nvidia_fp32_cudnn" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "http://www.anandtech.com/show/10325/the-nvidia-geforce-gtx-1080-and-1070-founders-edition-review/5\n", "\n", "> Low precision operations are in turn seen by NVIDIA as one of the keys into further growing their increasingly important datacenter market, as deep learning and certain other tasks are themselves rapidly growing fields. Pascal isn’t just faster than Maxwell overall, but when it comes to FP16 operations on the FP16x2 core, Pascal is a **lot** faster, with theoretical throughput over similar Maxwell GPUs increasing by over three-fold thanks to the combination of overall speed improvements and double speed FP16 execution.\n", "\n", "> GeForce GTX 1080, on the other hand, is **not** faster at FP16. In fact it’s downright slow. For their consumer cards, NVIDIA has severely limited FP16 CUDA performance. GTX 1080’s FP16 instruction rate is 1/128th its FP32 instruction rate, or after you factor in vec2 packing, the resulting theoretical performance (in FLOPs) is 1/64th the FP32 rate, or about 138 GFLOPs." ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "\n", "## Plot by Caffe libs" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "\n", "### All" ] }, { "cell_type": "code", "execution_count": 58, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 58, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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wX1N27cwI0bN9T2MTExwcqVK9G0aVNBvS67S/r5+eGnn37C9OnTFfclPz8fy5Ytw7Jly2BmZgZ7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\nMH/+fNHzLVmyBGZmZory33//jbfeeguPH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3R48exWQyYbfbufXWW8nMzBzTL5DHdGxsLPX19TQ2NuLxeHA6nQwODjJx4kRCQ0O/4V+n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KN6caF0lKSqK4uBiLxYJarWZoaIju7u5rxlak93Xw4EFOnTpFfHw89957L1VVVWKv3tPTw/Ll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XjwoIjDe+65h7vuukuUi5ll6cNMTk7yzDPP8NprrwHTjrIpKSnY7XZaWlqIjY3l2WefFWMU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\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06RKVlZUMDQ0xNjZGKpUilUrR3d3Nxo0b066woB1z8eLFjI+P09PTo/e/x8fHqaysvK6P\ncW1oWnvmYjAYCAaDXLlyhUgkQkVFBePj48RiMfbu3cuuXbv0ibMA99xzD48//jhms1mfWKIdV4Kc\nH2/X3lN7enq4ePEiK1as4Nlnn00bOk4nkUjwF3/xF5w4cQKArKwsPv/5z/PEE09gt9uvC1tq55ye\nnqatrY1f//rXHD9+nGg0qv/M7/ejqirLly/XJxRoP7NYLPozlFvRRv8zoVD5biyEuJNJmFMIIYQQ\nQgghhLjLZGRkkEwmaW9vJ5lMArODHi0tLbjd7rT7uFwuUqkUbW1txONxkskkgUCA7OxsPB7PvA9J\nMzIyADh16hRPPvkk3/zmNyXIKdKqqanhwIEDBINBYLb6RGFhIVVVVXMGlbW2Zjabsdls9Pf3Mzw8\nDMwOMiiKwvLlyzGZTGnDlUajkZycHM6fP8/Y2Bhms1lfHjUWi1FfXz+nupF2DFVVGR8f5/nnn+fc\nuXP68nzLly9n586dKIoigwXiQ5Gfn09HRwderxej0Ug0GsXr9XLfffdJJSzxvvzrv/4rX/va1+js\n7CQUCmEwGFi5cuUtv6dpQYrTp08zNDSk//1Tn/oUOTk5Cw6Tavfp0tJS/u///b/EYjGMRiPxeBy/\n309zc3PakIZ2/JKSEk6fPs3IyAgADz/8sFRbFgvidrs5ffo0K1eu5Hvf+55elUqIW0FVVWpqati7\ndy8Gg0H/PrZmzRpKSkoWNKlI26awsJC+vj6uXLlCMpkkkUgQDAbxeDwSZBcfqosXL+qTOd7PJBKt\nTQeDQY4ePcrLL7/MK6+8wokTJ5ienmZ0dJRAIEB3dzdvvfUWw8PD+vMMo9Gof/dcuXJl2uNr15Sb\nm0tXVxeDg4MoioLf78doNOLxeOZMPtQmhjidTuLxOGfPniUWiwEwMjLCsWPHeP311zl48CCvvPIK\n+/bt068BoK6ujmeeeea6Jdzle+bHx9WrVzl16hRlZWVpf661ufz8fDZv3swXvvAFMjMz9bDkjdqC\ntkx5IBDg2LFjAGzcuJFHH32UrKws4PpwZDQa5eLFi/z7v/87v/jFLzh58qQeWobZthePxwkGg+Tl\n5enXnW6ilLRTIYT44EiYUwghhBBCCCGEuAt5PB4OHjzI1NSUPhhhMploaGjAbDZft722VK9WkUIb\nMInH4yxduhSn05l28EVVVYqLi9mxYwcNDQ0f1ssTdyCHw0EoFOLcuXP6UmBDQ0O0tLSQnZ2ddh+t\nyuapU6dIJBIkk0mCwSBut5uKiop5BxPsdjsmk4nDhw+TSCQwGo16lc/u7m6MRiNutxuLxYLf7yeZ\nTLJ7927+6q/+it7e3jnL7v3u7/4ulZWVUpVTfGgURdHDHMFgEIfDwWOPPUZTU9PtvjRxB4rFYhw+\nfJj29na9oqVWbSo/P39By3lq21y+fJloNIrP58NgMKTtT1xLURQSiQT79u1jaGgIk8lENBolKyuL\nlpaWBd9XtW20CltXr17V/+71eikuLqaysvK616FV9XQ4HPpS2bt27eKhhx6SIKdYsM2bN7NmzZqb\nqmYoxPtVVFTEgQMHmJiYwGKxkEgkmJmZ4f777wfeO/Cl9WG1lRe6urr0ZXxHRkbIzc2lqqoKs9ks\nfVtxSw0ODvK3f/u3/PCHPySZTL7vSSTaPq+//jovvvgi7e3thMNh/edOp5OMjAy9OmYsFtMDb9ok\nko6ODlatWpU2yKwd3+VyEY1G6erqmjP5cMmSJZSVlV23qoOiKFRXVzMwMMDQ0BCxWAyz2Txn2epA\nIKDvk5GRwf33389TTz214HC2uLPE43F+/OMfs2vXLg4cOMCmTZvIzMy8bjvt/3tWVhaLFi0CZvva\nWoj/Rn1Ubd+qqipOnDhBfX09//W//ld9kvW7DQ0NceDAAV566SX27t3L9PS0/jOj0Uhpaan+zDAQ\nCJBMJmlqanrf4WshhBALJ2FOIYQQQgghhBDiLmQwGMjLy+PIkSPE43EArly5wtKlSyksLEz7UNbp\ndGIwGDh79qw+gOH3+8nIyGDZsmXzPsg1mUwywC0WpKamhjfffBOfz4eiKPh8Pmw2G0uXLp1TLVNj\nMBhwOByMjo7qS7QHAgESiQSNjY36MpLpQsY5OTl4vV76+vr0wTxFUejv7+fAgQMcP36c119/nSNH\njvCP//iPvPXWW3pVFZgNRP/xH/8x69atA6RaivhwOZ1OJicnaWho4LnnnpNqcOJ9MxgMLF68mEuX\nLjE0NISqqoRCIUKhEBs2bJhzf3y3mZkZOjo62L9/Pz/60Y/42c9+xt69e/k//+f/cOjQIfr6+rBY\nLGRnZ+vVjN+9FKnJZGJ0dJS2tjZUVSWZTOL3+1m3bp1eSXyh91eDwcDevXvxer0oiqIPeg8PD9PS\n0qJXJLqW9trq6+vZuHEjLpfr/f8yxV1Jgr/iw7ZixQpeeeUVPZDe399PS0vLggP42j21oKCA4eFh\nenp69D7uxMQEVVVV834fFOKDcPLkSZ588kn6+vr072+1tbXk5uYuqA2/289//nP+4R/+AZ/Pp/9b\nVlYWX/ziF/mDP/gD7r//fj796U9TWVlJMplkYGBAD3KaTCYSiQRTU1N6v+fdtL5Cfn4+vb299PX1\nkUqliMViRKNRPB7PnMmH1078q6iowOFw0NbWpk8+vJbBYKCxsZHf+q3fYuvWrZSUlOjHEB8fsViM\nnTt38uabb+r/b8PhMPfdd9+C9r92tRCAUCiU9vmItq3BYKCmpgaPx8PixYv195XW/hRF4fz587z0\n0kvs3r1brzir2bp1K9/5zndYsmQJx44dIxKJkEqlCAQCOJ1O6urqpI0KIcQtJmFOIYQQQgghhBDi\nLlVUVMSZM2fwer2oqkosFiMcDtPc3HzdUr3aw2On00kgEODcuXMARCIRIpEI5eXl5OXlyex88Z9i\nMpnIysri2LFjesi4r6+PxsZG8vPz0+7jdDpRVZUzZ84QCoWA2ZCxw+Fg6dKl87ZHq9WK0+nk8OHD\nRKNRPfRjMplIJpNMTk4yPj7O4OAgkUhE3y8rK4u1a9fye7/3ezcMMQtxq7W2trJy5UoJy4v/tIyM\nDCwWCwcPHtTDDVNTU+Tk5FxXeVj7nO/v7+dXv/oVL7/8Mr/+9a8ZGRkhmUwSDodRVZXJyUk6OjrY\nt28fp06doq6uDpfLpQ8ka8dTFIXs7Gz27dtHOBzWl3LMzMykvr5+wffYeDyO0Wjk/PnzXLx4UX8d\niqIwOTmJw+Ggrq7uuoHva69DCCHuBC6Xi8HBQS5duoTVaiUej9PV1cXDDz+84BCcdh/Ozs6mq6uL\noaEhfSKVxWKhqqoKu91+i1+JuFuFw2Ha29uZmppCVVVmZmaIRCKsXbv2poOcHR0dPP/883O+rz3w\nwAN85zvfYfny5WRnZ+N2u8nMzKS6uprNmzdjt9sZGhpienp6Tii6oqIi7dLX2jZWqxWj0UhXV5ce\nHPV6veTn51NZWTmnj3FtRc9ly5ZRXV2Ny+ViZmaGzMxMjEYjy5cv55FHHuGhhx5i7dq1865GIe5s\nWrA3Go1y8uRJ/blDV1cXy5Yto6Cg4D2PoS1hfubMGXbt2kUkEsHj8aT9Hqi1vZycHBYvXqzvr/1M\nURTefvtt/sf/+B96yFjT2NjIt7/9bT71qU9htVpJJpP6BFiYncgVjUapqakhKytLnv8JIcQtJGFO\nIYQQQgghhBDiLqUoCpWVlRw4cICZmRlgNjhXVlZGeXn5nIEU7QGt1WrFYrHQ09PD+Pg4BoMBn89H\nOBxm9erVEioS/2klJSWcOnWK4eFhVFUlEokQjUZpamrCarVet70WMvb7/Vy4cAFFUQiHw0QiEaqq\nqnC73WkHGRRFISsrC7/fT0dHh/7zoqIiNm7cSEFBAVNTU0QiEZxOJxaLhYceeoht27axfft2qVgk\nbjtpf+JmzMzM6GH1dNWKs7OzGR4e5sqVK/q91+fzsWbNmjlLKSqKQjAY5Kc//Smvvvoqo6Oj87ZF\nVVVRVZWhoSHOnj1LJBKhoaHhugBlMplkZGSE7u5uFEUhEokQi8Wor68nMzNzQQPFWp/lX/7lXxgY\nGMBms2G1WvVwh9frpbGxUR/UFkKIO1lraysvvPCCHmQfGxsjNzeX6urqm6rOmZ2dTSgUoru7W58U\nNTY2xpIlS1iyZIn0NcQt4XQ6MZvNHDlyRJ9UevnyZZqamuadwJdOOBzm7//+7+nu7tYrgG/bto2n\nn34aq9VKIpHQ+y7XTvKoqamhsLCQ8+fPMz09jcViIZFI0N/fz6ZNmzCbzWnPpygKRUVFeL1eLl++\nrE8+9Pl8egXEd9POWVJSwqpVq9i8eTOf/OQn2bp1K1u2bKG6uprc3NwbVkIXdz6tCvyJEycYGhrS\n2+vw8DCbNm16z+dogUCAv/u7v+MHP/gBo6OjxGIxqqqqyM3NvanriEajvPjii/zd3/3dnCXVc3Jy\n+MM//EO+9rWvkZOTo793srKy6Ovr49y5c/r7yO/3Y7FYaG1tlfYqhBC3kIQ5hRBCCCGEEEKIu5gW\n3ujq6iKVSgGzA3gtLS3zLjXqcrlIJBL6LP5EIsGqVatobm6WpSbFf5qqqpSXl3Pw4EHC4TAAvb29\neDweSktL07Yxm82G2Wyms7OTyclJYHbAw2QysWLFinkHGcxmMzk5OZw8eRK/3w/MDnDU19fzjW98\ngw0bNrBt2zbWrFnDk08+ydq1aykrK5t3gE8IIT5qTp8+zXe/+11GRkZoaWmZ935os9lwuVx6tWJF\nUZiensZsNrNs2TJgdiB6ZGSEv/zLv+TQoUNzKvlUVlaydOlS3G43ZrOZ6elpPYSpVfo8ceIEhYWF\nVFZWAv8RcLDZbESjUc6dO6eHibQB5pUrVy54oDgYDPLKK68wOTlJdXU1mZmZTE5OYjAYCAQCTE9P\ns2rVKrmHCyHueFo1+6NHj+rLRJ89e5ZHHnlEDwm9171T22bx4sVcvnyZgYEBVFUlGAzi8/lYvny5\nVOcUt4Sqqrjdbr3d5eXl8Ud/9EesXr36po5z9epVfvazn5FKpUgmkzgcDr761a+Sl5dHKpXSqxnC\nf1Qk1M5fXFxMfn4+v/nNb0gmkxgMBiYmJnC5XDQ0NFx3Lm3pdFVVcblcXLp0SZ/QMjExgdPpxOPx\nYLVa54QytT+1Zy0WiwWLxYLNZrsuvCnBuI8nRVH0kH1ubi779+/Xw5JDQ0MUFBTg8XhueIyzZ8/y\n8ssvEwqFMBgMDA4OkpubS1VVFWazecFB4HfeeYcXXnhBf/ahKAoPPPAAf/Znf0ZzczMAiUQCg8Gg\nH9NgMPD666/r20ejUWZmZiguLqagoECqcwohxC0iYU4hhBBCCCGEEOIuV1tby/79+/H7/SiKwtjY\nGNnZ2dTU1GA0Gq/b3mQyYbVa6ezsxOVy8eyzz/Lggw9KkFN8YNxuN1evXqWnp0cPAk1MTNDa2orT\n6Uy7j8vlIhqNcurUKQBisRihUIj8/HyKi4vnHeDQjnfixAkMBgOJRIKenh48Hg81NTU4nU4WLVqU\n9r0ghBAfVcFgkG9/+9v86Ec/YmhoiGQySXl5Obm5ufMOumZmZjIzM6NX34nFYkxMTNDU1KQv/bl3\n71727NmjBznLy8t55pln2LlzJ6tXr2br1q1s3LiR5cuXMzg4yNTUFIlEQq96df78efLy8vRwvja4\nbbfb9eqcMHsP93q95ObmUlFRccOBYu0Y//Iv/8Kvf/1rAB5//HHq6+s5evQo0WgUt9vN5z//+fcc\nLBdCiDuFx+Nh9+7dhMNhLBYLoVCISCTCypUr9dDZjWh97IyMDFRV5dy5c/j9fhYtWsSXvvQlamtr\nP6RXIu5GVqsVp9PJkiVL2LVrF+Xl5QA3VZ3y+PHjvPHGG8BsOPm+++5j+/btwMKCkaWlpYyMjHDp\n0iV96etLly6xfv36tN85tWPm5ubi8/no7u7WJx+Ojo5SUVFBaWlp2nNfGyZ99/HEx592Py4qKqKv\nr4+enh49eH/58mU2btyIzWabd/+CggICgQA9PT161fmJiQmqqqoWtGJIKpVieHiYZ599lv7+fr09\n/pf/8l/44he/SEFBgf7eu3ZJdpid8HXo0CGmp6f1f9OeHba2tmIymaSqrBBC3AIS5hRCCCGEEEII\nIe5yVqsVk8mkV9oE6O/vp7m5mby8vLT7uFwuVqxYwY4dO256aSchFqKmpob9+/cTCAT0anB5eXlU\nV1enXYbMZDJhs9kYGBhgcHAQmK3OmUqlaGlpwWKxpB1kMBgM5OTk0N3dzeDgIKlUiuLiYh588EFy\ncnI+lNcqhBAftI6ODl555RW9go/P58NkMrF8+fJ5l/I0mUxkZ2fT1tamD9gGg0Hi8TirV69mbGyM\nv/7rv9bvy5/97Gf59re/rQcXtMFcq9VKYWEhra2t2O12vX9hMBgIhUJMTU1RVFREfn6+Pphst9ux\nWCxcuXKFiYkJDAYDMzMznDx5kuXLl5OVlaUHLbRr10Kcqqpy5coV/tf/+l9MTk6SSqX43Oc+x5o1\na7h48SIPPvggu3btoqys7Pb8zxBCiFtAVVUaGxv5t3/7N1RVJZlMcv78eTZv3kxmZuaClluH2cBO\nQUEBw8PDfOITn+Av/uIvKCkp+RBegbibaUuPNzU1Af8xMWMhoTBtm7feeot33nlH3++zn/0s1dXV\nC6oUqJ2vtraWvXv3EgqFMJlMzMzMEIvF5q0Sqh07Ly+P7u5uBgYG9P6Soih4PJ55Jx+Ku5vW5srK\nynjjjTeYmZnBaDQyPT2NyWSitbU17X5am8vKyqKrq4uhoSEURcHn82GxWKiqqnrPKsra+2XPnj36\n58WyZcvYuXMnixYt0rdJZ3R0lJdeeol4PK5vl0gkCAQC+qQrCXIKIcQHT8KcQgghhBBCCCGEoKKi\ngiNHjjA+Pq4vr6coCo2NjVgsluu2V1UVh8NxG65U3C0yMjJIJpO0t7eTTCYB8Hq9tLS04Ha70+7j\ncrlIpVK0tbURj8dJJpMEAgGys7PxeDzzDjJkZGQAcOrUKZ588km++c1vSpBTCHFHc7lcGI1GTp48\nSSqVIh6P60s5LlmyZN77odPpRFEUjh8/DswOIE9MTODxeIhGo7z88svA7PLnX/nKV8jIyJgTGLr2\nuA6Hg2XLlunVPjWjo6OoqkpdXR02m03f3+12YzAYOH78OIlEArPZTDgc1pdfb2xsnLNkqnbOAwcO\n8Jd/+ZcMDAyQSqVoaGhg+/btWCwW1q1bpy8bKYQQHzeLFy/m2LFjDA8P6xWQBwcHuf/++xcc5Ewm\nkxiNRlasWEFjY+OHcNVCzKWFM7Xlzt+L1g947bXX6OnpwWQykUgkaGpqYunSpQsKlmmBNrvdTiwW\no62tTZ800tnZSWtrK4sXL5733A6Hg3g8Tnd3N4FAAJjt3+Tn51NRUbGg1yHuLlqby8rKIhQK0d7e\nrv/bxYsXWbNmjV4J/1pam8vOziYUCtHd3U0oFAJgeHiYsrKyG/btNT/60Y/o7+8nlUphNpt5+umn\nqaqqes8AdSAQ4LXXXiOZTJKZmalXow0Gg3q/2263S3VOIYT4gEmYUwghhBBCCCGEEBgMBoqKijh8\n+DDRaBSAvr4+6urqKCoqkoey4rbweDwcPHiQqakpFEXB7/djMploaGjAbDZft70WMh4fH9eXaNeq\nyi1duhSn05m2UouqqhQXF7Njxw4aGho+rJcnhBC3jMlkIiMjg+HhYa5evQrMLon+6U9/GpfLNe9+\nBoMBt9tNd3c3Q0NDqKrKzMwMfr+fWCzGmTNnsFgsfPWrX9WXLJ8vMKTdb5ctW0ZPTw+Dg4N6Zc3p\n6Wny8vKoqqrS9zcajZSXl5NMJjlz5gypVIpUKoXP56OtrY0LFy4wNjamhye6urr4n//zf/LSSy/p\nA8sAX/7yl6mvr9dfjxBCfJzdc8897N69W//71atX9e9wC6nO+e6AvBC3g7a8cyAQ4J/+6Z9QVZX8\n/Py0bVjrX3R0dHD27Fn976tWraK+vn5BlTmvPa/H4+G1114jFAphNptJJBKMjo6yadOmtO8LLbRW\nWFjIlStXGBgYIB6PE41GUVWVVatWpZ0QK4TWdmprazl06BCTk5MYjUZisRh+v58NGzak3U9r0/n5\n+fT09NDf3w9AOBwmHo/j8XjIzMyc97yBQIDdu3fj8/mA2cms27dvJzs7+z3fK/v37+fNN99EURQe\nfvhhRkdHCQaDwOwzQ7fbTUNDgzwzFEKID5iEOYUQQgghhBBCCAFAfn4+HR0deL1ejEYj0WgUr9fL\nfffdh81mu92XJ+5CBoOBvLw8jhw5oi/rdeXKFZYuXUphYWHaAQOn04nBYODs2bP6IIPf7ycjI4Nl\ny5bNO8hgMpkk9COEuKP4/X4mJibmXc7T5XIxMzNDX18fX/3qV/nDP/zDGwY5NRkZGWRkZPDmm2/q\n4ctwOExHR4e+pOKXvvQlzGbzDavwXFvxLScnh0uXLjExMQHMVvOx2+3U1NTMqeZjMBhobW2lv7+f\nsbExIpGIHqzwer2cOnWKf//3f+fo0aPs27ePkZGROdf9la98hU996lPv47cphBB3JrvdzvT0NOfP\nn9erc168eJFt27YteNlqIW4nrX2+8MILfOtb3+Kdd94hEomwYcOGtG1Y+++zZ89y9uxZvbphZmYm\n69atm7PNe503lUphMpkYHx/nwoULpFIpYHZFiOLiYiorK+fdz2w2Y7FYOH78ODMzMzz66KM888wz\n+qoPQrybtkS52WzGarVy+PBhYDbk2dvbS01NDcXFxWn3S6VS2Gw2FEWhq6uL6elpYLatFhYWUllZ\nidFoTHtes9nMnj17GBsbA2a/I6xfvx632532vaK95wYGBvjhD3/I1NQUbreb3/7t38ZgMHDhwgUA\nVq9ezRe+8AVp80IIcQtImFMIIYQQQgghhBDA7APimpoa9u7dSzAYxOFw8Nhjj9HU1HS7L03cxYqK\nijhz5gxerxdVVYnFYoTDYZqbm68LGWuDDk6nk0AgoC/rG4lEAwDLlwAAIABJREFUiEQilJeXk5eX\nd1PVWoQQ4qPon//5n/mTP/kTpqamaG1tnbdacVFREY899pheRXOhVdqysrLmVDkOhULMzMwA0NTU\nxEMPPUQqlVpwxbf8/HxGR0fp6uoiFosBs2HUhoaGOeF87foaGhooKCjg+PHj+vYGg0EPdgJ64AKg\npqaGL37xi2zdulWqywkh7jrNzc288MILxONxjEYjU1NT2O12vUqh3BfFR92hQ4f43ve+RyKRwGg0\nMjk5SW5uLhUVFdeFObW/T0xMcODAAT3M6fP5WLdu3byrMaSjbdPb28s777yjL/WeTCbp7e1l06ZN\nWK3WefcrKirC5XLx1FNPsXHjRgwGw4L6WuLuo7ULrf9cVVVFe3s7g4ODGI1GkskkXq+XTZs2YTKZ\n0h5DURSKioq4evUqvb29JBIJUqkUfr8fj8dDXl5e2v1mZmbo7Oykq6tL79eXl5frley191QqlZrz\nmbF7926OHj1KIpGgrq6OJ554AlVVCYVC7Ny5k8cff5yMjAyZNCCEELeAhDmFEEIIIYQQQgihczqd\nTE5O0tDQwHPPPac/3BXidlEUhcrKSg4cOKAHifr6+igrK6O8vHzOQJk2gGC1WrFYLPT09DA+Po7B\nYMDn8xEOh1m9erVU4BRC3LF8Ph9f+9rX2Lt3LwDDw8PU1tZSVFSUdhDVbDbrVYC0++VCBlytVitZ\nWVm8/fbbhMNhDAaDHp7MzMxky5YtCx601QIVWVlZHD9+nOnpaRRFIRgMUlZWRmNjo3592jXabDaq\nqqpoaGjAZrPh9XoJh8N6kDOZTAJQUVHBgw8+yBe+8AXuueceCU8IIe5KRqORwsJCDh06hMlkIpFI\ncO7cOT7zmc/o1Trl/ihuN60fka7/YLfbGRkZ4cqVK8Ds8tE+n4+1a9disVjmhDOvnSiyb98+/H6/\nXt07JyeH+vr6BfdRtD7R9PQ0e/fu1YOh2vdHm8027+RWbd+qqiqcTqfeR5HvmgKu729rE1Oj0Sjx\neByTyURJSQl79+4lHo+jKAqjo6O43W7q6uquO961Fe/tdjuXLl1ifHwcgLGxMTIzM6mqqsJqtV53\nbpPJRG9vrz7ZNZVK0dPTw7Jly+ZU51QUBVVViUQifP/73+cXv/iF3q537NhBdXU1brebBx54gKKi\nImBhE8WEEELcPAlzCiGEEEIIIYQQYo7W1lZWrlwpgxDiIyM7O5vh4WG6urr0QcCxsTFaWlrmXTLY\n5XKRSCRoa2sjkUiQSCRYtWoVzc3NMtgghLhjWSwWDh06xNjYmD7YGggEaG5uvuESh6qqkkgkMBgM\nKIqC1+tlbGyM7OzseatXuVwuotEo7e3tc/598eLFrFixArvdvqBr1o6dnZ3N5cuXuXjxoh4uGh0d\n1ZcCvpY2CJ2fn8+qVau4//77WbZsGUVFRbS0tFBaWsoTTzzBZz7zGdavX09ubq5UBBJC3NUqKip4\n9dVXCQaDZGRkEAqFGBwc1JeqFuJ20gJf135WX9v/sNlsOJ1ODh8+TDQa1QOWFouFxsbGtJ/xsViM\nkZERLl68iKIoRCIRzGYz1dXVuFyuBU1e0X4+MjLCoUOHiMVieoVCgM7OTu677z6ysrLm3RfQqy1K\nX0RotLbg9Xppb29nz549PP/887z55pu89NJLXLp0icrKSoaGhhgbGyOVSpFKpeju7mbjxo1p+9na\nMRcvXqxX0I9GowCMj49TWVlJcXFx2vfZokWL2L9/P4FAAIPBQDAY5MqVK0QiESoqKhgfHycWi7F3\n71527drFqVOn9GPcc889PP7445jNZn0pd+248vkihBC3hoQ5hRBCCCGEEEIIMYcMQIiPotraWvbv\n369XXtFCSDU1NfqAwrVMJhNWq5XOzk5cLhfPPvssDz74oAw2CCHuaIqisHTpUt544w2CwSAAAwMD\nlJaWUlFRccN7nKqqzMzM8IMf/IDnnnuOUCjEvffei9FoTBt4MJlM5OTk0N7ezuTkpL4EZCKR4OGH\nH76pZRW1Ad+8vDz+3//7f3qoIyMjg6amJnJycq57ndey2+2UlpbS0tJCc3Mzq1evpqSkBJfLJfd1\nIYRg9r7Z2trKr371K2KxGHa7nS1btlBTU3O7L03c5bSgI8wu2/z666+zZs2aOZ/1iqKQmZlJMBjk\nwoULKIpCPB5nYmKClpYWMjMzr5t8YjKZmJ6eprOzU+8TTU9Pk52dzdKlSxfUP9H6IydOnODQoUP6\ndUQiEYxGI5FIhHA4zNq1a294HHmG8vFx8eJFDAYDNptt3glPN6L1jYPBIEePHuXll1/mlVde4cSJ\nE0xPTzM6OkogEKC7u5u33nqL4eFh4vG4XnVTa8srV65Me3ztmnJzc+nq6mJwcBBFUfD7/RiNRjwe\nDw6HQ99eq+jpdDqJx+OcPXuWWCwGzIaYjx07xuuvv87Bgwd55ZVX2Ldvn34NAHV1dTzzzDPXLeEu\nbV4IIW4tCXMKIYQQQgghhBBCiI88q9WKyWTSK20C9Pf309zcfN3AgsblcrFixQp27NhBbm7uh3m5\nQghxy7hcLiYnJ7l48aJeOWpkZITW1lYyMzPn3a+7u5vf//3f58yZM8BsgMHtdlNWVgakH5R1OBwY\nDAbefvvtOYPMixcvpq6ujmQyuaAwpVblamZmhlOnTuHz+fQKRNu2bZu3ynI6Cw2QCiHE3cbtdnP6\n9GlWrlzJ9773Perr62/3JQmBoiicOHGC//7f/zt79uxBVVXWr1+PxWKZs53ZbCYnJ4eTJ0/qE/gC\ngQDJZJJVq1ZdVwlTURRcLhc9PT309fUBEIlECIVCLFq0iMLCwvcM42l9mFdffZWuri48Hg+f+MQn\nOHv2LEajkUQiQXd3N6tXr8btdt+C3474qBgcHORv//Zv+eEPf0gymWTlypXvq7+p7fP666/z4osv\n0t7eTjgc1n/udDrJyMjQq2PGYjE98Kz1jTs6Oli1alXaZxja8bUK+l1dXXr4cmhoiCVLllBWVjan\nf669X6qrqxkYGGBoaIhYLIbZbEZRFEKhEIFAgEAgoO+TkZHB/fffz1NPPUVJSYn0v4UQ4kMmYU4h\nhBBCCCGEEEIIcUeoqKjgyJEjjI+Po6oqwWAQRVFobGy8bjAQZgfnrq1KIYQQHxe1tbUcOHCA6elp\nFEVhYmICp9NJXV1d2mrFAD6fj76+PgYGBlBVFZ/PRzKZZNmyZWRkZKQNPKiqSk5Ojr6fwWAgmUwy\nOjrKgw8+iNlsXnDVIkVRMBgM/PKXvyQYDGIymQiHw6xZs4bCwsIFv3YZSBZCiPlt3ryZNWvWYDAY\nbvelCAHA6Ogof/Inf8Lg4CAAubm5bN26NW1/xeFwkEqlOHHiBIqikEgkmJiYoLy8fE44U+sL2O12\notEoly9fxu/3AzA5Ocno6Cj33nsvVqt13hCaVpXz6NGj/PznPycajZKTk8O3vvUtjh8/zvDwMEVF\nRXz9619nxYoVt/A3JG63kydP8uSTT9LX16eHiGtra8nNzdXbyc34+c9/zj/8wz/g8/n0f8vKyuKL\nX/wif/AHf8D999/Ppz/9aSorK0kmkwwMDOhBTpPJRCKRYGpqig0bNqQ9t9am8/Pz6e3tpa+vj1Qq\nRSwWIxqN4vF4yM7O1rfXqnMajUYqKipwOBz6JNlkMjnn2AaDgcbGRn7rt36LrVu3UlJSoh9DCCHE\nh0fCnEIIIYQQQgghhBDijmAwGCgqKuLw4cNEo1EA+vr6qKuro6ioSAYYhBB3DbPZjM1m48SJE3Oq\nFTc1NbFo0aK0+2RmZmIwGDh9+rReISgQCOByuairq5v3HpqRkYHD4eDgwYPEYjFUVSUUCuFwOPSq\nbwu9/yYSCd544w0mJib0qp5f/vKXsdvtN/srEEIIkcbNho6EuNWCwaC+xHQqlWJsbIx169bhdruv\nC1oaDAbcbjednZ0MDw+jqiozMzMEg0HWr1+PwWDQ99H+LCwsZHJykkuXLpFIJEilUgwODuL1emls\nbCQjIwP4j+WptXCeqqoEAgF+8pOf0N3dDcCmTZtYtWoV+fn5lJeX89/+23+jvLz8tvzexIcnHA7T\n3t7O1NSU3uYikQhr16696XtqR0cHzz//PJFIRP+3Bx54gO985zssX76c7Oxs3G43mZmZVFdXs3nz\nZux2O0NDQ/okrVQqRX9/PxUVFXoF/Wtp21itVoxGI11dXXpw1Ov1kp+fT2VlJSaTac4+MFvRc9my\nZVRXV+NyuZiZmSEzMxOj0cjy5ct55JFHeOihh1i7du2cQKgQQogPl4Q5hRBCCCGEEEIIIcQdIz8/\nn46ODrxeL0ajkWg0itfr5b777sNms93uyxNCiA9NWVkZx44dY2xsTB941iptpqtWrCgKDoeDqakp\nOjs79WUVo9Eo1dXVZGdnp62yqSgKWVlZ+Hw+fb9EIsHo6CgrVqzA5XK9Z9Ui7bher5ef/vSnwGzg\nKDc3ly1btkiYUwghhPiYstvtvPHGG3i9XgwGAzabjaVLl1JeXp52MojNZsNms3Hw4EG9WuHU1BQ5\nOTlUVVXpIU4t0GY2m8nMzMTn89Hb26tXpb1y5Qo9PT3YbDZKSkr0for25/79+/nzP/9zLl68iKIo\nFBQU8NRTT5GZmUlhYSENDQ0A76syo7izOJ1OzGYzR44cQVVVYrEYly9fpqmpifz8/AUfJxwO8/d/\n//d0d3djNBpJJpNs27aNp59+GqvVSiKRmNN2tbZcU1NDYWEh58+fZ3p6GovFQiKRoL+/n02bNmE2\nm9OeT1EUioqK8Hq9XL58mXg8DsxW4/d4PCxevPi6fbRzlpSUsGrVKjZv3swnP/lJtm7dypYtW6iu\nriY3N1df9l0mzAohxO0hYU4hhBBCCCGEEEIIccfQBjv27t1LMBjE4XDw2GOP0dTUdLsvTQghPlSq\nqlJaWsqhQ4f06j+9vb3U1tZSUlKSdvDVbrdjNpvp6OjQK/j4/X7MZjOtra3zDthaLBaysrI4duwY\nwWAQVVWZnJzE5/Oxfv369ww5aMf9zW9+w9GjR7FYLMTjcZYtW8aWLVskJCGEEEJ8DGmTOUZHR2lr\nawMgFotx7733UlVVlTYoqaoqOTk5jI2N0dPTg6qqRCIRJicnuffee8nIyLhuuXW3201FRQWnT59m\nYmJCr+A5ODjIgQMHePvtt5mamuLkyZNcuHCBH/zgB/zyl78kFArp533ggQfYtGnTnOOmUinpo9wF\nVFXF7XZz+fJlBgYGyMvL44/+6I9YvXr1TR3n6tWr/OxnPyOVSpFMJnE4HHz1q18lLy9Pb0ta27q2\nnamqSnFxMfn5+fzmN78hmUxiMBiYmJjA5XLpweJraUunq6qKy+Xi0qVLjI6OoigKExMTOJ1OPB4P\nVqt1Tijz2rYNs318i8WCzWa7LrwpQU4hhLh9JMwphBBCCCGEEEIIIe4oTqeTyclJGhoaeO655/Rl\nfoUQ4m6zaNEiuru7uXLlij6o6/P5aGlpweFwzNlWG6B1uVyEw2FOnz4NzIYqZmZmKCoqoqCgIG11\nTkCvwKmFMRRF4fLly+Tk5FBRUYHBYLgulKENZquqSk9PDz/+8Y+ZmprSl4Z/5JFHqKurk8o/Qggh\nxMeQ9tl+5swZ2traMJvNJBIJzGYzGzZsmDcoabVacblcvPXWW0QiERRFwe/3YzKZaG5uTttnyMzM\npL6+nq6uLkZHRwEwGo2oqqqHSdvb2zl16hTj4+P6MTIyMvjc5z7HV77ylTlhu2uvX3z8Wa1WnE4n\nS5YsYdeuXZSXlwPcVB/1+PHjvPHGG8BskPm+++5j+/btwMLaUmlpKSMjI1y6dAmDwUAymeTSpUus\nX78ep9N53fbaMXNzc/H5fHR3dxMOhwEYHR2loqKC0tLStOe+Nkz67uMJIYS4/STMKYQQQgghhBBC\nCCHuOK2traxcuVJfRk8IIe5WNTU1HDhwgGAwCMDQ0BCFhYVUVVXNuUdqA7RmsxmbzUZ/fz/Dw8PA\nbHVORVFYvnw5JpMp7cC10WgkJyeH8+fPMzY2pgcyzp07RywWo76+HpPJpG+vHUNVVcbHx3n++ec5\nd+6cvuzk8uXL2blzZ9rBZCGEEELc+bQJIqqq8q//+q/6ZI4lS5awcuXKeZePhtlwZjgc5uzZsyiK\nQjwe1yf05eTkpJ1A4na7aWhoQFVVOjs79fNd2wdKJpP6PjU1NWzfvp0tW7Zgs9lkSfW7mLb0uLbi\nh9YWFhLm1LZ56623eOedd/T9PvvZz1JdXT3vRKlraeerra1l7969hEIhTCYTMzMzxGKxeauEasfO\ny8uju7ubgYEBFEUhGAyiKAoejydtEFQIIcRHm4Q5hRBCCCGEEEIIIcQdR4I/Qggxy+FwEAqFOHfu\nnL5k4tDQEC0tLWRnZ6fdR6uyeerUKRKJBMlkkmAwqC9TOt891m63YzKZOHz4MIlEAqPRqFf57O7u\nxmg04na7sVgs+P1+kskku3fv5q/+6q/o7e3Vq4cajUZ+93d/l8rKSqnKKYQQQnzEJZPJ9/V5rW0f\niUQ4ceIE09PTwGxw7bHHHrvhviaTiZycHE6fPs3U1JQeUIvFYqxZs+a60KV2rqysLFatWkVrayux\nWIxAIEAwGNSvP5lMUltby9atW9myZQvr1q3Tq5lLkFMAc9rKQiaPam3vtddeo6enB5PJRCKRoKmp\niaVLly7ofaOqKslkErvdTiwWo62tTa/O2dnZSWtrK4sXL5733A6Hg3g8Tnd3N4FAAJitzpmfn69X\n0BdCCHHnkDCnEEIIIYQQQgghhBBCCHEHq6mp4c0338Tn86EoCj6fD5vNxtKlS+dUy9QYDAYcDgej\no6P6Eu2BQIBEIkFjYyN2uz1tFSFVVcnJycHr9dLX1zenYlF/fz8HDhzg+PHjvP766xw5coR//Md/\n5K233iIWi+nH8Hg8/PEf/zHr1q0DJJwvhBBCfJQlEgkMBgOKojA4OPi+qvzFYjFeffVVQqEQBoOB\ncDhMc3MzixYtuuF+DocDVVU5evQoMBsqnZycpLi4mJKSkrR9Fa1fsmjRItasWcOmTZtYtWoVGzdu\npLW1lc997nM89thjNDQ0UFJSIiE3kZZWUTYQCPBP//RPqKpKfn5+2uqtWjvs6Ojg7Nmz+t9XrVpF\nfX39gipzXntej8fDa6+9RigU0ivhj46OsmnTprSBY63NFxYWcuXKFQYGBojH40SjUVRVZdWqVVgs\nlg/k9yKEEOLDIWFOIYQQQgghhBBCCCGEEOIOZjKZyMrK4tixY8TjcQD6+vpobGwkPz8/7T5OpxNV\nVTlz5gyhUAiYXW7d4XDcsIqQ1WrF6XRy+PBhotGoXjXIZDLpIYvx8XEGBweJRCL6fllZWaxdu5bf\n+73fY9myZRLiFEIIIe4AqqoSDAb5wQ9+wHPPPcfExARVVVXY7fYF7Z9KpbDb7Zw5c4a+vj4AbDYb\nGzduTFtp8FoGg4GcnBwuX77M4OAgqqoyMzNDIBBg/fr1GI3G6yqGvvu/MzIyKCgooLi4mKqqKhYt\nWoTJZNInu0iFcPFuWnt44YUX+Na3vsU777xDJBJhw4YNaZde1/777NmznD17Vq+ymZmZeVOTlxRF\nIZVKYTKZGB8f58KFC3rVfa/XS3FxMZWVlfPuZzabsVgsHD9+nJmZGR599FGeeeYZMjIy/tO/EyGE\nEB8uCXMKIYQQQgghhBBCCCGEEHe4kpISTp06xfDwMKqqEolEiEajNDU1YbVar9teURScTid+v58L\nFy6gKArhcJhIJEJVVRVutzttJSFFUcjKysLv99PR0aH/vKioiI0bN1JQUMDU1BSRSASn04nFYuGh\nhx5i27ZtbN++ncLCQglNCCGEEHeIAwcO8JWvfIWLFy8C0NnZycDAAEuWLCEnJ+c991cUhUQiQVdX\nF+fPn0dVVcLhMDU1NdTW1r5n1UKbzYbdbufgwYMkEgkApqamcDqd1NbW6ueY79zvdqPwpxCaQ4cO\n8b3vfY9EIoHRaGRycpLc3FwqKiqua0Pa3ycmJjhw4IAe5vT5fKxbtw6n07ng6pzaNr29vbzzzjv6\nUu/JZJLe3l42bdo0b78eZvvjLpeLp556io0bN2IwGNJWExVCCPHRJmFOIYQQQgghhBBCCCGEEOIO\np6oq5eXlHDx4kHA4DMwOBHs8HkpLS9MO4tpsNsxmM52dnUxOTgIQCAQwmUysWLFi3kFns9lMTk4O\nJ0+exO/3AxCNRqmvr+cb3/gGGzZsYNu2baxZs4Ynn3yStWvXUlZWhtlsvkWvXgghhBAftEQiwcDA\nACdOnCAWi6EoCoqi0N/fz+nTpykrK2Px4sV6ZcD5+g2qqnLx4kVOnTqFyWQikUjgdrtZvXr1e4bM\ntEkkExMTdHV1oaoq0WiUyclJ7rnnHhwOx00vYy0EoFe9TNcm7HY7IyMjXLlyBYBwOIzP52Pt2rVY\nLJY5bU77Mz8/n3379uH3+1EURa8sW19fv+B2p72Ppqen2bt3rx4MNRgM+Hw+bDYbTU1NN9y3qqoK\np9Oph58NBsPN/WKEEELcdhLmFEIIIYQQQgghhBDi/7d370F21vX9wN/nsrfsbu4JkBskbEggIUDC\nPdyLXLWKWrT+o9apoFMFR3GYVpl2RPpz1LbTsbb+oTLqtI7aMqASqCJkIEYgQAIxlrAJJOQC5LZs\nskl29+w5vz8yewQTQoKEleT1mmHCeZ7n+5zPc+b7zDmz530+X4DDwJgxY7Ju3bqsXr26HqzYunVr\n5s6dm/b29n2OGT58ePr6+vL4448nSfr7+7Nz584cffTRmTRp0muGMwbPt2TJknrXn9WrV2f69OmZ\nMWNG2tvbM378+JTL5UN3wQDAIVMsFjNlypSccsop2b59ez3YViqV0tXVleXLl6dSqWTWrFmvGVYb\nDL01Nzfn5z//eT1gNnXq1Jx//vkH1DWwqakpo0aNysMPP5ydO3emUChk+/btKRaLmTdvnoAmB21w\n3r1y7rwyoNnS0pL29vYsWrQofX199YBlU1NTTj755H3Ouf7+/rz00kt5+umnUygU0tvbm8bGxpxw\nwgkZPnz4fgPPgwb3v/TSS3nooYfqIerB4OnKlSszf/78jBw58jXHJnuCnX94fQC8fQhzAgAAAADA\nYWLGjBl54IEHsmPHjhQKhbz00ksZN25cTjjhhH125mloaEhLS0vWr1+fjRs3JtnTnbNWq+W0005L\nU1PTPr98Huw2tGrVqmzcuDG1Wi2TJk3KZZdddkDLrgIAbw/jxo3L3Llz09XVldWrV9dDb93d3Vmy\nZEmampoyduzYtLW17RXOHPz88MILL2TJkiXZtWtXarVaurq6cs011xzwjz7a29vT39+fZcuWpVAo\npFKppLu7OyeccELGjRt3UN05ObINBh2T5Cc/+UnuvvvunHvuua+aP4VCISNGjEhPT09+97vf1efc\n1q1bc9ppp2XEiBF7zbmGhoZ0d3dn5cqV6enpSZJ0d3dn1KhR+w08v9Lg/bNkyZI89NBD9Tp6e3tT\nLpfT29ub3bt357zzztvvedwLAG9vwpwAAAAAAHCYGDZsWKrVap588slUq9UkyYYNG3LaaadlzJgx\n+xwz2C3oiSeeSKVSSbVazY4dOzJq1KhMnz79Nb8QHjZsWJLk8ccfz/XXX5+bb75ZkBMA3gb+8Ica\ng58ZXus9v7m5OWeccUYaGxvT2dmZ3t7eNDQ0pFqtZsWKFVm1alXOOeecNDc37/P87e3t+e///u/s\n3LkzpVIpw4cPz5w5czJ27NgDqrdcLmf06NFZvnx5tm7dmnK5nG3btqWnpycXXXSR8BoHrFAoZMmS\nJfn7v//73HvvvSkWi7ngggvS1NT0quMaGxszevToPPbYY/Wl03fs2JFqtZqzzjprr06YhUIhw4cP\nz+rVq7N27dokSW9vb3bu3Jnx48dnwoQJrxs6HgyZ3nXXXens7Mz06dNz0UUXZfny5SmXyxkYGKjf\na6/1uR6Atz9hTgAAAAAAOIxMnz49Dz74YLq6uupLkTY0NGT27NlpbGzc6/hisZi2trZs2bKlvkR7\nT09PfenU9vb2fX75XCwWM2nSpHzoQx/K7Nmz36rLAwAO0ivDlYPd/9auXZstW7Zk165dGTZsWL2D\n977e82u1WsrlcubMmZOJEydmxYoV2b59e33/unXrsmbNmrS0tGTy5MlJfh8MrVaraWxszNNPP53n\nnnsutVotvb29ufrqqzNmzJgD7qrZ1taWxsbG/PrXv061Ws0pp5yS6667bp9LTsNr2bRpU2666aZ6\nR/qxY8fm6quv3meX2La2ttRqtSxZsiSFQiEDAwPZunVrpk6d+qpw5uD8bW1tTV9fX5599tn6/bFt\n27Zs2rQpZ599dpqbm19zufXB+/Lhhx/OD37wg/T19WX06NH5whe+kEcffTQvvvhiJk6cmBtuuCGn\nn376IXyFABhqwpwAAAAAAHAYKZVKGTduXBYvXpxKpZIkWbNmTWbNmpUJEybs8wvk9vb2lEqlLF++\nvL405Pbt2zNs2LDMmTPnNUMWDQ0N+1y+HQD401E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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mean = df_model_lib_mean.unstack('model')\n", "std = df_model_lib_std.unstack('model')\n", "plot(mean, std, rot=30)" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "\n", "### All models, only GPU libs" ] }, { "cell_type": "code", "execution_count": 59, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 59, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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hAAAg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\nHDkiSg8bNkzjluWGlJmZibNnz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fdePieIiIiIiKhXYh9Td31N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oSPZzWloaW7duFfav0WjE29ubKVOmyCqVMjcdBoOBwsJCCgoK+P3vf8/27dtFV6QdO3aI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rVavSLC+OjRozzxxBOMjo4SjUaprKzkzjvvRK/Xs337dmpraz/6CyyRfIIodd5mszE/P09f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\nRNiwYQMWi4Xm5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c9EXfq4F+xVKhV+v59f/vKXIo7PYDBQX19PampqzEKzaDRKQkICMzMz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\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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mean = df_model_lib_mean.unstack('model').drop('cpu', axis=0)\n", "std = df_model_lib_std.unstack('model').drop('cpu', axis=0)\n", "plot(mean, std, rot=30)" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "\n", "### Only models with AlexNet-level accuracy" ] }, { "cell_type": "code", "execution_count": 60, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "alexnet_level_accuracy = ['bvlc-alexnet','deepscale-squeezenet-1.0','deepscale-squeezenet-1.1']" ] }, { "cell_type": "code", "execution_count": 61, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 61, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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3WN8r3UZTetVq1aYcGCBViwYAFycnJw9uxZnD59GmfOnMHZs2cFx0UDwLVr1+Dn54eLFy/C2dlZ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\nGYQxTGLXpTkQM7viO5FY8VlMY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GDOnDnAyILG9bKpaRoNDQ384x//YOvW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\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4t8p98803OXr0KABr164lLy+PsrIydDodCQkJPProo0yYMOGL/KpkZEYgjXODwYBOp+Pw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A44HA5kZmZCLBbPuIZCoYDVasXVq1fBMNPVRgwGA3JycmZ1CbkW0iZNJhPOnTtHxcEulwuDg4NY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OotfrMRqNHD58mIGBAdFvdTodmZmZcoyUfK3p7e3lrbfeAsDPz4+enh5cLpdYRByN7u5uTp8+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59w8OBBfvGLX3DkyBH6+/vR6/XYbDbi4uKWLIoqgrOJiQmamppQq9VEIhE8Hg/btm3DaDRe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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# On this platform with all the libraries, SqueezeNet 1.0 is always slower than AlexNet\n", "# despite a 50x reduction in weights (5 MB vs. 250 MB).\n", "mean = df_model_lib_mean[alexnet_level_accuracy].unstack('model')\n", "std = df_model_lib_std[alexnet_level_accuracy].unstack('model')\n", "plot(mean, std, rot=30)" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "\n", "### Only models with AlexNet-level accuracy, only CPU lib" ] }, { "cell_type": "code", "execution_count": 62, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 62, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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qjN62YMe/bsweuvv4579+4BkH0PzZo1C2vXrsWMGTPg6+uLLl26CIJKnz9/jj/++AOxsbE4evQo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\nREREREREZCTJuUBwuOwzERERE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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# SqueezeNet 1.1 is 41% faster than AlexNet with OpenBLAS (on the CPU).\n", "mean = df_model_lib_mean[alexnet_level_accuracy].unstack('model').ix[['cpu']]\n", "std = df_model_lib_std[alexnet_level_accuracy].unstack('model').ix[['cpu']]\n", "plot(mean, std)" ] }, { "cell_type": "code", "execution_count": 63, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/plain": [ "lib\n", "cpu 0.588886\n", "dtype: float64" ] }, "execution_count": 63, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mean['deepscale-squeezenet-1.1'] / mean['bvlc-alexnet']" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "\n", "### Only models with AlexNet-level accuracy, only libs with CUDA-level performance" ] }, { "cell_type": "code", "execution_count": 64, "metadata": { "collapsed": false, "deletable": true, "editable": true, "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 64, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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8AAAg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\n7t3DvXv3sHPnTgC121gvXLgQc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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# SqueezeNet 1.0 is slower than AlexNet. SqueezeNet 1.1 is 18% faster than AlexNet with libDNN-CUDA.\n", "mean = df_model_lib_mean[alexnet_level_accuracy].unstack('model').ix[cuda_level_performance]\n", "std = df_model_lib_std[alexnet_level_accuracy].unstack('model').ix[cuda_level_performance]\n", "plot(mean, std)" ] }, { "cell_type": "code", "execution_count": 65, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/plain": [ "lib\n", "nvidia-cuda 1.580941\n", "nvidia-cudnn 2.077409\n", "libdnn-cuda 1.432441\n", "dtype: float64" ] }, "execution_count": 65, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mean['deepscale-squeezenet-1.0'] / mean['bvlc-alexnet']" ] }, { "cell_type": "code", "execution_count": 66, "metadata": { "collapsed": false, "deletable": true, "editable": true, "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "lib\n", "nvidia-cuda 1.247205\n", "nvidia-cudnn 1.283083\n", "libdnn-cuda 0.819863\n", "dtype: float64" ] }, "execution_count": 66, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mean['deepscale-squeezenet-1.1'] / mean['bvlc-alexnet']" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "\n", "### Only models with AlexNet-level accuracy, only libDNN libs" ] }, { "cell_type": "code", "execution_count": 67, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "libdnn_libs = [ 'libdnn-cuda', 'libdnn-clblas', 'libdnn-clblast', 'libdnn-viennacl' ]" ] }, { "cell_type": "code", "execution_count": 68, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 68, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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WAAAg\nAElEQVT6ih4LqA3hz5w5U1quqalReC8n9ZWWlgrKDa3AqoiiVV5l+yVqDUorgaTM2p9EREREpHv4\nvEZERESk2/i8RkSkmvI9YYmI2qj79+8jNzdXWjYwMICXl5daffj4+GD58uWijpUN2kyaNEmtsQDA\n0tISTk5O0u2SExMTUVRUBAsLC5Vj1Q8vqWPIkCGC1REvXbqEwYMHi2o7ZcoUtcaytbXFsGHDcOXK\nFWnd5cuX5baJNzc3R//+/aXhqfz8fLzxxhvYuXOn2oFBRaKiogTlN954Q+XW6tpUUlKCpKQkpKen\no7CwEMXFxQ0GGFNTU7U6B21cpwAwePBg6bbp+fn5uHPnDvr169fo+dUnu614cHAwnJ2dMWPGjEb3\nHRsbKwjkduvWDcOGDVOrDx8fH7lVNXVJW7sn1VdTU4NZs2YJwrampqY4duwY+vbtq7Jtc543RQYM\nGKDWSqKyKzfX34Jd1vnz5wXXvbu7u0arLg4ZMkRQvnTpEqZOnap2PyRkYmKCkpISabmiokLtPsrL\nyxX2S9Ta3M4Chm4D4ucDQ7q39GyIiIiISBaf14iIiNqG9PR0pKena9y+W7du6NatmxZnRGLxeY2I\nSDUGMYmIZNy8eVNQ7tOnD8zMzNTqw9nZGebm5g2uyFhcXIzExERB3blz5zRazbB+iKKmpgbPnj2T\nC+/I9puRkYGtW7eqPZbsanPq/GVJNogjtk39IKbsZ1Tnvffew6JFi6TlEydOwN7eHlOnToW3tzfG\njRuHLl26qD0+ULtyX32jR4/WqB+x0tLSsGvXLhw4cABJSUlqrxypKlSlCdlr59q1a8jIyFC7n+zs\nbEE5PT1d60HMyZMnw9bWFmlpaQBqg6wzZ85Ev3798MYbb8DT0xNDhgzRKEgre+1pej3rqrZ4T6pv\n8eLFOHTokLRsYGCAn376qcHve3OfN0UcHBzUGsfS0lJQLigoUHqs7PsoLi7W6HOqC5jWacz/aKP/\nsrCwEAQxy8rK1O5D0eqXYq47IiIiIiIiIiIiInWFhobiyy+/1Lj9ypUrERQUpL0JERERaQmDmERE\nMnJycgRle3t7tfvQ19dHjx495EInsjIzMwWrjAHARx99pPZ4iuTm5qJXr16CumfPngnK+/fvF6wi\n15ixxNLkfMoGjGQ/ozoLFizAyZMn8csvv0jrysrKsG/fPum2wb169cKoUaMwduxYjB8/Ho6Ojg2O\nX1lZKRdslD232iKRSBASEoJVq1YJgjXqKiws1Nqcampq5AKUX331lVb6lr12CgsLsWfPHtHtXVxc\nMG7cOEGdiYkJfvzxR0yaNEkQart16xZWrlyJlStXwtzcHC+//DJcXV3h7u4ONzc3Udv5auP+8MIL\nL8DU1FQnt/1ti/ekOl9//TU2bdokqNuyZQu8vb0bbNvc500Ra2trtfo1MDAQlFWFvWU/p19//VWw\nVbmmNPmcxNDGfeTPxMLCApmZmdKyJr87GMSktqKjGfDu4NqfRERERKR7+LxGRETUNgQEBCj9f++e\nnp7IyspC586dcerUKYXHcDXMlsPnNSIi1RjEJCKSIRu4s7Ky0qif9u3bN3hMU4VQAMVBjKYaT53Q\nhybnU/Zc5uXlKTzOwMAAR44cwcqVK7FhwwaFq4I9fPgQDx8+xO7duwHUbmO9cOFCzJ49Wy6YVEfR\neVM39CSWv78/duzY0eh+ZENhjZGXl6fV/uqTvXZycnKwYMEC0e19fX0VBqjGjRuHmJgY+Pv74/r1\n63KvFxcX49y5czh37hyCg4NhbW2N119/HUuXLlUZetPm/UEXg5ht8Z4EAGFhYfjHP/4hqAsKCoK/\nv7+o9s193hTR09NrsjnoyucklrbuI38WHTp0EJQ1Wa1Y0eqksv0StQb21sD2KS09CyIiIiJShs9r\nREREbYOqrcXrFs0wNjbW6R3G2io+rxERqabf0hMgImrLKioqmqxvRcG5phqvqUJ6mjAyMsLXX3+N\n5ORkhISEYPjw4UoDlgAQGxsLPz8/DBkyBHfv3m3Gmcr74Ycf5EKYFhYWmDt3LsLDwxEbG4u0tDQU\nFhaisrISEolE8KepNPd1qi1Dhw5FfHw8Tp06hdmzZ6vclj4/Px/btm1Dnz59sGrVKp26pptTW7wn\nnTx5Ui5wGRAQgJUrV4ru48/6HRFLFz4nUs7Z2VlQ/uOPP9TuIzU1VVDW19dvspWfiYiIiIiIiIiI\niIiIiFojrohJRCRDdqXDgoICjfp5/vx5g8fY2NjI1ZWUlMDU1FSjMdUdb/PmzWqtGqYNBQUF6Ny5\ns1ptZM+lmFW6unbtisDAQAQGBqKwsBAXL15EdHQ0YmJicPHiRcGW1QCQkJAAd3d3xMXFwc7OTvCa\nos9JdmXExpJIJPj8888FdePHj8f+/fvRsWPHBtsXFRVpdT71KXr/t27dQt++fZtsTG3R09ODh4cH\nPDw8AAB37tzBhQsXEB0djQsXLiA5OVlwfFVVFT7//HOUlZVh1apVcv015/1Bm1RtO11fW7snxcXF\nYebMmaiqqpLWTZkyRW6L8oY093lrbrLvb+nSpVizZk0LzYZk9enTR1B+9OiR2n3I3gsdHBxgYmLS\nqHkRERERERERERERERERtSVcEZOISIZs6C0lJUXtPmpqauRWl1JEUSAxJydH7fHEkh2vKcdSRpPz\n+fjxY0FZTDCxPktLS3h4eOCrr77Cb7/9hpycHBw4cACjR48WHJeRkYFly5bJtTcyMpIL4D148ECt\nOTQkPj5esIqZtbU1Dh48KPq9Zmdna3U+9bVr1w6WlpaCuqa6dhwcHORW+lT1JywsTK3++/TpA39/\nf4SHh+PRo0e4desWAgMDYW5uLjguJCRE4Qqp2rg/ZGZmqrUtueyKrtXV1WqPKTY43JbuSQ8ePICX\nlxeKi4uldWPGjMG+fftUrqKrSHOft+amC7871NHU9xFd069fP0H51q1baofzL1++LCj/GYL2RERE\nRERERERERERERLqEQUwiIhkDBw4UlO/cuYOSkhK1+rh3756oEISNjQ1efPFFQd3169fVGksdgwYN\naraxlLl27Vqj28h+RuoyNzfHzJkzERMTg/fff1/w2qFDh1BWVibXZujQoYLyxYsXGzUHWQkJCYLy\n5MmTRa38WScuLk6r85GlC9dOU+jbty9CQkJw7do1Qdi2uroaP/30k9zxsteeNq7nhlhYWAjK6gas\nJBKJqGA40HbuSc+ePYOHhweysrKkdf369cOxY8c0WsWyuc9bc2ut3//WYuzYsdDX/+9f66qrq+WC\nlQ2JiYkRlMePH6+VuRERERERERERERERERG1FQxiEhHJcHJyEmzDWl1djRMnTqjVx5EjR0Qf++qr\nrwrK6o6lDtmxIiMj1VqZTxuOHj2q1vFpaWlyIcORI0dqbT6rV6+GkZGRtFxaWor79+/LHefu7i4o\nHzhwQLCdcWNlZmYKyrKhroYcO3ZMa3NRpDmv05bg7OyMgIAAQZ1sOBYAhg8fDj09PWk5PT1d7RCs\nOvcHALCyshKMmZ+fL3qFSwC4efOmWse39ntSUVER/va3vwm2b7azs8OpU6fUCj/Las3fEdn3duPG\nDTx9+rRJxzQ0NBSUNVkJtq3o3Lmz3ArP+/fvF90+Ojpa7vOcMmWKVuZGRERERERERERERERE1FYw\niElEJENPTw9eXl6Cus2bN4tuX1FRge3bt4s+fsaMGYJyeHh4kwVcRo4cCVtbW2k5Ly8PW7dubZKx\nlDlz5oxa23pv3boVNTU10nKHDh0wZswYrc3H0tJSbrvp+lsV15kxY4YgDJeWloZdu3ZpbR7GxsaC\nsjrBudTUVLVCN5qYNm2a4P2fPn1ao9UgdZmjo6OgrOg6sLa2hqurq6BOnftDTk6OwpU2VTEwMICT\nk5OgTnb1OlVCQ0PVGq8135MqKysxffp0wbVrbW2NkydPqh1+ltWc5625vfjiixg+fLi0XFNTgzVr\n1jTpmJaWloLy8+fPm3S8P7upU6cKyj/99JPoc7Zt2zZB+S9/+Qt69uyptbkRERERERERERERERER\ntQUMYhIRKSC7Ml5UVBT27t0rqm1ISAgePnwoeqxJkyZh2LBh0nJZWRneeustVFRUiO5DlkQiUVhv\nZGSE5cuXC+pWrFjRqECdsrGUqaqqwgcffCCq3b1797Bu3TpBnZ+fn8KtgzVdnTI7O1uwPTEAdO3a\nVe64Pn36wMfHR1D3ySef4M6dOxqNK8vOzk5QPn36tKj3VF1djbfffrtR14sY/fv3x/Tp0wV1s2bN\nUiswKkvda0csTa+F27dvC8qKrgNA/v4QHh4uOhi5ZMkSjQJl9UNwAESHva9cuYIdO3aoNVZrvSdJ\nJBLMnTsXZ86ckdaZmJggIiICAwYM0Hi8Os153lrCF198IShv2rSpUat+NvTeZL9/st/P1ioqKgp6\nenqCP2FhYQ22e/fddwWreRcVFWHZsmUNtrt48SL27NkjqAsMDFR73kR/FtU1QEFZ7U8iIiIi0j18\nXiMiIiLSbXxeIyJSjUFMIiIFxowZI7cV9bx583D27FmV7Xbu3ImgoCC1x1u3bh0MDAyk5fPnz2PC\nhAlITU0V3YdEIsHZs2fx2muv4fDhw0qP8/f3F4SOSkpKMGHCBJVtFElJSUFgYCB8fX3VagfUhgwX\nLlyocqvZx48fw8PDA2VlZdI6CwsLfPTRRwqPP3HiBF555RUcPnxYdBCvuroaH374oWAejo6OsLe3\nV3j8V199JQiBFhYWws3NDRcuXBA1XklJCTZu3Ci3DTkAjB07VrDi5KNHj+SCT7KKi4sxffp0REVF\niRq/sYKDg2FhYSEt37lzB66urkhMTFSrn9jYWMyaNQsbN27U9hQB1G6jvHTpUqSkpIhuc/XqVXz/\n/feCunHjxik8dubMmXBxcZGWJRIJfHx8FG5lXv+YoKAgjVdRlV1t8ciRI9i3b5/KNnFxcZgyZQoq\nKyvVHq813pMCAwOxe/duaVlfXx979+7FK6+8otY4qjTneWtuXl5emDhxorRcXV2NGTNmqL2CaVZW\nFoKDg+Hp6anyuMGDBwvKhw4dajUrjDaF9u3bY+nSpYK60NBQlaHtBw8eYNasWYJVp/v374+33nqr\nyeZJ1NJuZgDtQ2p/EhEREZHu4fMaERERkW7j8xoRkWqGLT0BIiJd9f333+Oll15CaWkpAKC0tBQT\nJ06Ev78/5s+fj0GDBkFfXx+VlZWIiYnBxo0bcejQIQC1W9126dIFd+/eFTWWm5sbNmzYgMWLF0vr\nLly4AGdnZ8yePRvTpk3DiBEjBKtdVVRU4P79+0hISEBUVBQiIiKQkVH71KsqHGlsbIyIiAgMGzYM\nOTk5AGq3A542bRpGjRqFefPmwc3NDb169ZIGAyUSCdLT05GQkIC4uDhEREQgPj4eEolEbhv3howY\nMQJXrlzB1q1bERsbi+XLl8PT01Ma8EtOTsbevXuxZs0aFBYWCtquWbMGPXr0UNivRCJBdHQ0oqOj\nYWNjA29vb4wfPx6DBw+Gk5OTYOvvp0+fIjIyEhs2bEB8fLygn8WLFwsCkfX1798fmzdvxjvvvCOt\ny8rKgpubG6ZNm4Y5c+Zg7Nix6NChg/T11NRUXL16FcePH8fhw4eRl5eH1157Ta7vLl26wMfHRxC8\nWr16NZKSkvDpp59i5MiRMDIyAlAbODt69Ci++eYbpKWlAagNcp47d07hvLXF2dkZu3fvxtSpU6Wr\n2SUlJWHQoEGYPn063nzzTYwePRpdunSRtqmqqkJycjISEhIQHR2No0ePIjk5GYB80Epb8vLysHbt\nWqxbtw7Dhg3DlClTMHz4cAwaNAidOnWSHldWVoaEhATs378fW7ZskX7XAcDW1lZuBdA6xsbG2L59\nO9zc3KTnITs7G8OHD8fHH38MX19fuLi4QE9PD2VlZTh79izWrVsnDcw6ODigpKREYSBXGS8vLzg6\nOkrPHQDMmTMHcXFxCAgIkAZDq6qqEBcXhx9++AE7duxAZWUlbGxs0LlzZ9H3I6D13ZNSU1Oxdu1a\nQd2YMWPw7NkzjbZCHzdunCCMW6c5z1tL2LdvH0aMGIEHDx4AqP0OLViwAJs2bUJAQADc3d3Rt29f\nQRg1KysLv//+O+Lj43H8+HHExMSguroa/fv3VznWK6+8Amtra+mqu7m5uRgwYACmTp2KPn36wMLC\nQnCvdnFxURqebqyIiAilIVDZ79XTp0+VXlOWlpaYNWuW1udXZ/Hixfjhhx9w69YtALXfE39/f8TE\nxODjjz9G//79YWBggMzMTOzevRurV69Gdna2tL2+vj6+++476Ovz3+oRERERERERERERERERqYtB\nTCIiJXr37o09e/bg9ddfl66wWFNTg9DQUISGhsLAwABWVlbIz88XbLGqp6eH77//Ht99951awadF\nixahpKQEn332mXR1qrKyMmzfvl26olW7du1gaWmJ4uJiQWhMXY6Ojjhz5gymTp2KP/74Q1p/6dIl\nXLp0CUBtIKN9+/aoqalBQUGB1rbI/fHHHzFy5Ejk5ubi2rVrmDlzJoDa1bzKyspQXl6usN28efOw\nYMECUWPk5uYiLCxMsJ2rubk5TE1NUVRUJFhlsz5PT09BgEoRPz8/5OTkYOnSpYJVxA4dOiQN4pqY\nmMDMzAwFBQVqbZP9zTffIDIyUrDdd0REBCIiImBoaIj27dujsLBQbqtjW1tb7N69Gy+++KLosTQ1\nZcoUhIeHY/78+dLzWF1djQMHDuDAgQMAarebtrKyQllZGYqLi5t8TspIJBLExsYiNjZWWld3Hqur\nq1FQUCD4DOuYmJjghx9+EKz+KcvV1RXffvut4HopLy9HSEgIQkJCYGRkBHNzc7mt29u1a4c9e/bg\n73//u1rvxdDQENu3b8eECROk38Xq6mps2LABGzZsgImJCUxNTeXuR8bGxti/fz9WrVql1v0IaF33\nJEWr7164cEH0araydu3apTCICTTveWtuNjY2OH36NHx8fPD7779L6xMTE7Fo0SIAtb8DraysoKen\nh8LCQpUrH6tiamqKTz75BJ9//rm0Li8vDzt37lR4vK+vb5MFMdevXy866H7//n2lv6vs7e2bNIhp\namqKI0eOwNXVVRD0rvt9aGRkhHbt2qGoqEhh+3//+99yq4ETtTaW7YCJvWp/EhEREZHu4fMaERER\nkW7j8xoRkWoMYhKpkF4E2P2rpWfROqUrzgDonKlTp+LgwYPw8/PD8+fPBa9VV1cjLy9PUGdsbIzQ\n0FDMmDED3333ndrjBQYGYujQoZg/f75g5bs65eXlSoOKdTp37gxbW9sGxxoyZAji4+Ph7++PI0eO\nyL1eU1Mj9/5kGRoaCrYUFsPJyQlnzpzBa6+9hvT0dGm97Pmto6enhw8//BDr169XulJl3XGqFBcX\nKw0F6unpwd/fX/RKYJ988glcXFwQEBCgcJW0srIypWFPAErH6N27N44ePYpp06ZJVwasU1VVJVcH\nAH369MGxY8dgZ2fX4Ly1Zc6cORgwYAD8/PwUbsddWVmpcK71WVlZoWfPnk0yP1XXgrLzWKdHjx7Y\ns2cPXF1dGxxn0aJFMDQ0xP/8z//Ifd6VlZVyIUxLS0scOHAAo0ePbrBvRf76179i586dmDdvnly4\nTdE11759e+zfvx8TJkzAqlWrNBqzLdyTmkJznrfm1rNnT1y+fBmLFy9GWFiY3LUokUiU3s/r6Onp\nYeDAgQ2O9dlnnyE9PR2bN29u1JzbEicnJ0RHR2Pq1KlISkoSvFZZWYnKykq5Nqampvjuu+8wd+7c\n5pomUYtx6gicntPSsyAiIiIiZfi8RkRERKTb+LxGRKQa950jUqFGAqQV8k9T/KnRzuKKzcLHxwe3\nb9+Gr68vzM3NFR6jr6+P1157DfHx8fDz82vUeBMmTMC9e/cQHh4OV1dX6XbUqtjb22Pu3Lk4evQo\nnj59ilGjRokaq1OnTjh8+DCuX7+O2bNnC7ZtVsbc3ByTJk3Ct99+iydPniAkJETUWPUNHTpUuoKa\nslUH9fX14ebmhvPnz2PDhg0NBi2nTJmC+Ph4BAUF4ZVXXoGpqWmD87C0tMTs2bMRGxuL0NBQUee6\nzuTJk/Hw4UOsX78ef/nLXxo83t7eHh988AESEhKUbq8O1G5tfP36dfj5+amcT/fu3REcHIzr16+j\nd+/eouetLYMHD8aNGzdw9OhRTJw4UdT57tKlC/7+979j7969yMjIwLRp05pkbpGRkdi7dy/mzJkD\nBwcHUW0GDhyIf/3rX7h7966oEGadBQsWICEhAT4+PjA2NlZ4jLGxMWbPno3ExER4enqK7lsRPz8/\nXL58GRMmTFD6nTA2Noavry+SkpLg4eHRqPGAtnFPagrNed6am5mZGbZv3467d+/ivffeExUYbdeu\nHdzd3bF69Wo8evQIe/bsabCNvr4+Nm3ahISEBCxbtgzjxo1D9+7dYW5u3uDvhLbMyckJ165dw7p1\n61T+vjExMYGvry8SExMZwiQiIiIiIiIiIiIiIiJqJL3IyMg/URyKWouZM2ciOzsbtra2ePLkidb6\ntbOzQ1paWqP7ffnll5GRkaG1eZFyXbt2xdWrV1t6GqKVlJTg3Llz+OOPP5CdnQ0zMzP07NkTY8aM\nERUY0nTMK1eu4MmTJ8jJyUFRURHMzc3Rvn17ODo6om/fvujatatWxpJIJEhMTMSdO3eQnZ2NvLw8\nGBoawtLSEt27d4eLiwt69+4NQ0PxCyrLhmVktxMuKyvDpUuXcPv2beTl5cHCwgK2trYYPXo0unfv\nrvF7qaysxN27d/Hw4UM8efJEukWuhYUFOnXqhP79+6Nfv35Kw3PqysjIQGxsLDIzM5GdnQ2gdtVH\ne3t79O/fX3QgsL7CwkLExMTg4cOHyM/Ph5GREbp27YqXXnoJAwcO1KkgUkVFBeLi4pCSkoKcnBw8\nf/4cpqam0nPQp08flYGgppSZmYk7d+4gOTkZOTk5KCkpQbt27WBlZQUHBwcMHDhQK9+h/Px8nD9/\nHqmpqcjLy4OVlRWcnJwwZswYWFlZCY51cHBASkqKtJycnKz2NZKZmYnz58/j6dOnKCgogIWFBVxc\nXODq6gpLS8tGvx9l/uz3pJbSnOetJdy/fx8JCQnIyclBTk4O9PX1YWlpiRdeeAEuLi5wdnZGu3bc\nq6Ql3Lx5Ezdu3EBGRgaqqqpgbW0NFxcXjB49GmZmZs02D209p1Pzkn5ulsCTT1p6NlSf3b9q/4Eb\nv1NERERtG5/XdBef14iIiDTT2v4/Ip/XdBef14gI+O99ulOnTjh48GCj+2MQk1qErgcxiUh7Ggpi\nErVF2ghiEhH9mfA5/c+J/6NYd/F/FBMRERHA5zVdxuc1IiIizbS2/4/I5zXdxec1IgK0H8TU/eWD\niIiIiIiIiIiIiIiIiIiIiEhOa9rtMT09XfrTzs6uhWfTeHXvh4iI2gYGMYmIiIiIiIiIiIiIiIiI\niIj+hDIyMpCWltbS09CqmpqaVveeiIio9WMQk4iIiIiIiIiIiIiIiIiIiOhPTB9At5aeRCOlA6hB\n63gvAMAoKRFR28IgJhEREREREREREREREREREdGfWDcAT1p6Eo1kh9rwYmt4LwBggNpgKRERtQ36\nLT0BIiIiIiIiIqKmdiMdsPq69icRERER6R4+rxERERHpNj6vERGpxiAmEREREREREbV6NRKgsKL2\nJxERERHpHj6vEREREek2Pq8REanGICYRERERERERtXomhkC/zrU/iYiIiEj38HmNiIiISLfxeY2I\nSDXeHomIqElJJPwnUUSyHj9+3NJTICIianP6vQAkvd/SsyAiIiIiZfi8RkRERKTb+LxGRKQaV8Qk\nIiIiIiIiIiIiIiIiIiIiIiIiItIQg5hERERERERERERERERERERERERERBpiEJOIiIiIiIiIiIiI\niIiIiIiIiIiISEMMYhIRERERERERERERERERERERERERaYhBTCIiIiIiIiIiIiIiIiIiIiIiIiIi\nDTGISURERERERERERERERERERERERESkIQYxiYiIiIiIiIiIiIiIiIiIiIiIiIg0xCAmERERERER\nEbV6tzKB/ptqfxIRERGR7uHzGhEREZFu4/MaEZFqDGISERERERERUatXVgXcyqr9SURERES6h89r\nRERERLqNz2tERKoZtvQEiIiIiIiIiIiamr4eYGlc+5OIiIiIdA+f14iIiNqG9P//R5GKej+vKTmm\n2///Q82Pz2tERKoxiElERERERERErd6gbkDBZy09CyIiIiJShs9rREREbUMogC8bOCYLwFAlr60E\nEKTNCZFofF4jIlKNQUwiIiIiIiIiIiIiIiIiIiIianIBALwb0Z6rYRIRka5iEJOIiIiIiIiIiIiI\niIiIiIiImhy3FiciotZKv6UnQERERERERERERERERERERERERET0Z8UgJhERERERERERERERERER\nERERERGRhhjEJCIiIiIiIiIiIiIiIiIiIiIiIiLSEIOYREREREREREREREREREREREREREQaYhCT\niIiIiIiIiIiIiIiIiIiIiIiIiEhDDGISERERERERUat3Pwfw+LH2JxERERHpHj6vEREREek2Pq8R\nEanGICYRERERERERtXqF5cCZh7U/iYiIiEj38HmNiIiISLfxeY2ISDUGMYmIiIiIiIiIiIiIiIiI\niIiIiIiINGTY0hMgIiIiIiIiImpqA7sCz5cB5sYtPRMiIiIiUoTPa0RERES6jc9rRESqcUVMIqIm\n4u7uDj09PemfqKiolp4SkQCvUSIiImpLDPQBK5Pan0RERESke/i8RkRERKTb+LxGRKQaV8QkUuDl\nl19GRkZGS0+jTejatSuuXr3a0tMgIiIiUqmyshIJCQmIi4tDbGws4uLicOvWLdTU1EiPGTt2rE6E\n2lNSUhAXFyeda3x8PAoLCwXHJCcnw8HBoWUmSERERERERERERERERNTKMIhJpNELCIkAACAASURB\nVEBGRgbS0tJaehpEREREbdKRI0dw48YNadnHxweDBg1q9nncvn0bW7ZsQWxsLG7cuIHy8vJmn4NY\n//znP6UB0czMzJaeDhEREREREREREREREVGbwiAmkQr6+kC3bi09i9YpPR2ot4AUERERkdSRI0cQ\nHh4uLTs4OLRIEPPKlSvYuHFjs4+riZUrV7b0FIiIiIiIiIiIiIiIiIjaLAYxiVTo1g148qSlZ9E6\n2dkBXHSUiIiIiIiIiIiIiIiIiIiIiIj+7BjEJCIiIiIiEqFz584YNmyY9M+OHTtw+PDhlp6WnHbt\n2mHgwIHSeVZWVsLf37+lp0VERERERERERERERETUajGISUREREREpIC9vT2WLFmC4cOHY9iwYbC3\ntxe8fvDgwRaamby5c+dKg5cvvfQSjIyMpK9FRUW13MSIiIiIiIiIiIiIiIiI2gAGMYmIiIiIiBQY\nN24cxo0b19LTEGXHjh0tPQUinZeSD3x1Dvh8LGBv3dKzISIiIiJZfF4jIiIi0m18XiMiUk2/pSdA\nRERERERERNTUckqAHddrfxIRERGR7uHzGhEREZFu4/MaEZFqXBGTiEgNpaWlOHfuHP744w9kZ2fD\nzMwMPXv2xOjRo9GpU6cmGfPx48e4fv06MjMzkZOTA0tLS7zwwgsYNGgQXFxctDpWUVERLl26hKdP\nnyIrKwsSiQSdO3eGo6MjRo0aBWNjY62OBwBlZWW4dOkSbt++jby8PFhZWaF79+4YPXo0unXr1uj+\nMzMzcfPmTTx69AjPnz9HRUUFzMzM0L59ezg4OMDZ2Rkvvvhio8d5/vw5Ll++jIyMDGRnZ6O8vBxW\nVlbo0aMH+vfvj169emnUb35+Pm7duoX79+8jNzcXJSUlsLS0RIcOHeDi4oIhQ4bA0LDlf51nZGQg\nNjYWmZmZyM7OhomJCV544QX069cPAwcOhJ6eXovOr7KyErdv30ZiYiKys7NRWFgIQ0NDmJubo1u3\nbnB0dES/fv1gYmKi8RjPnz/H+fPn8eTJE+Tm5sLS0hLOzs4YM2YMLC0ttfhuWlZrvyc1leY8b3Xy\n8vIQHR2NBw8eoKSkBB06dICdnR3c3Nxgba29f6paXl6Oy5cvIzU1FVlZWaioqEDnzp1hZ2cHV1dX\nmJmZaW0sIiIiIiIiIiIiIiIiIiJd1PLJDSKiP4GMjAwsX74cBw8eRHFxsdzrBgYG8PLyQnBwMAYM\nGNDo8QoKCrBhwwbs3bsX9+7dU3qco6MjAgICsHjxYpiammo83tGjR/Htt98iJiYGFRUVCo+xsLCA\nt7c3goKC4OTkJLpv2QCeRCIBAOTm5uLLL7/Ezp07UVRUJNdOX18fbm5uCA4OxujRo9V4N7Vj/Pjj\nj9iyZQsuX77c4PHdunWDu7s73nzzTXh7e4sep7KyEjt37sTOnTsRHx+P6upqpcfa2dnhb3/7G+bO\nnYsRI0ao7Pfy5cs4ePAgzp49i4SEBOk5U8Tc3Bze3t5YunQpBg0aJHru2lBeXo4tW7YgLCwMN2/e\nVHpct27d4Ovri8DAQK2Gv8RISUnB6tWrceDAAeTl5ak81sjICIMHD4a3tzf8/Pxga2sraowHDx4g\nMDAQx48fV/j9MTY2xuuvv47g4GD06NEDAODg4ICUlBTpMcnJyXBwcFDY/+PHj+Ho6Cgt29vb4/Hj\nx6LmVsfd3R3nzp2TliMjI+Hu7i66fWu4J/n5+SE8PFzjOdW3a9cu+Pn5NXhcU563sLAwvPPOO9Ky\nr68vwsLCAAD37t3DihUrcPjwYVRVVcm1NTAwgLe3N1avXt2oEOj58+exdu1a/PbbbygpUfzPX9u1\na4dXX30VQUFBGDp0qMr+VH1G77zzjuD9yqr//omIlOnbGUhcCPTs0NIzISIiIiJF+LxGREREpNv4\nvEZEpBq3JiciakBERAT69u2LsLAwhSFMAKiurkZERASGDBmCXbt2NWq8H3/8ET179kRQUJDK4A5Q\nG95atmwZXFxcEB8fr/ZYDx8+xKhRo+Dj44PIyEilgSegdmW6vXv3ol+/fggODlZ7rPri4+PRv39/\n/O///q/CECYA1NTUICoqCq6urvj0009VhhHry87OhqurK3x9fUWFMAEgPT0d+/btw9tvvy36PZw+\nfRq9e/fGe++9h9jYWJUhTAB48uQJtm3bhpEjRwoCeLLefPNNjBo1CuvXr8fNmzcbfN/FxcXYt28f\nBg8ejM8++ww1NTWi30NjnDp1Ck5OTvj4449VhjCB2vMbEhKCXr164eTJk80yPwDYsWMH+vbti9DQ\n0AZDmEBtsDY2NhYrVqzAwYMHRY2xbds2/OUvf8GhQ4eUfn8qKiqwe/duDBgwoFnfv7a0hXtSU2jO\n8yY77sCBA3Hw4EGFIUyg9nfW4cOHMWTIEI2uyaysLHh5eWHs2LE4fvy40hAmUBvYPn78OIYNG4YP\nPvigwXslEVFTMjUC+r9Q+5OIiIiIdA+f14iIiIh0G5/XiIhUYxCTiEiFiIgIzJgxA/n5+XKvGRgY\noEOHDoIVHysrK/Huu+/i559/VnssiUSCFStW4O2330ZOTo7C8WxsbBRuxZuamoqxY8fi7Nmzose7\nePEiRo4cqTSsaGlpCSsrK7n6qqoqrFixAgsWLBA9Vn3379/Hq6++ioyMDEG9lZWVwvcmkUjwr3/9\nCwsXLmwwlFheXo6//vWvuHjxosLXzczM0KlTJ5ibm2s09zrr16+Hl5cX/vjjD4Wvt2vXDjY2NjAw\nMFD4uqr3oehaA2pXFrWyskKHDh2U9rt69Wr4+/s3MPvG27JlCyZPnozU1FS51/T19dGhQweFq/rl\n5ubC29sbu3fvbvI57t27F/PmzUNpaancawYGBrC2toaNjQ2MjDT/m+KWLVsQEBCAsrIyudeMjIzk\nVv8sLCzE1KlTlV6fuqat3JO0rbnPW33h4eHw9fUVXJN130lF13pJSQl8fHyQlJQkeoy7d+9i5MiR\n+OWXXxS+bm5urnDlW4lEgk2bNsHHx0dpQJSIiIiIiIiIiIiIiIiI6M+KQUwiIiUePXqEt956C5WV\nldI6fX19BAQEIC4uDuXl5cjNzUV5eTl+++03TJ06FUBt2GTevHlyQcOGrFu3Tm5VNycnJ3z77be4\nc+cOKisrkZOTg/Lycjx8+BDr1q1Dly5dpMcWFxfjjTfeQFpaWoNjPXz4EJMmTUJ2dra0zszMDAsX\nLsT58+dRWlqKgoICPH/+HAUFBThy5Ajc3NwEfWzduhVbt25V6z0CwJw5c6SrEw4ZMgQHDhyQjlX3\n3latWgULCwu58bZt26ay7/Xr1+P3338X1E2dOhUnTpxATk4OiouLkZWVhaKiIlRUVCAxMRG7d+/G\nrFmzRG+ZHRYWhk8++URuVbepU6fiP//5D3JyclBWVoacnBxUVVUhJSUF//nPf/DOO++gQwfx6/T3\n7dsXn376KY4dO4bk5GRUV1fj+fPnyM3NRUVFBW7fvo1vv/1WbkvmnTt3NmnQ8eDBg1i4cKHg/Xfv\n3h3BwcG4ceMGKisrkZubi5KSEqSlpSE0NBQ9e/aUHltVVYV58+Y1uIpmYxQVFWHx4sWCuq5du+Kb\nb75BUlISSktLkZeXh5ycHFRUVCAzMxORkZH48ssvMWzYMFFjXLp0CR988IGgztjYGIGBgUhKSkJ5\neTny8vJQUlKCY8eOSbcBLy8vx6xZsxQGRHVNa7sn+fr6YsuWLWr/mT17tlxfysLQzX3e6vv9998R\nEBAAiUQCMzMzLFmyBPHx8dLvZHl5Oa5evYq///3vgnYVFRV47733RI2Rk5ODV199FY8ePZLWGRoa\nYvbs2Thz5gwKCgpQVFSEvLw8lJaW4v/+7/8wZcoUQR/Hjx/HihUrFPZf/zMaOXKk4LW3335b5efk\n6+sr6j0QERERERERERERERERETUFvcjISHF7vRJp0cyZM5GdnQ1bW1s8efJEa/3a2dkhLS2t0f3+\ntx9Ai9OjeuzsgLQ0aP0a0Kbx48fjt99+k5ZNTU0RERGBCRMmKG2zY8cO+Pv7K1zxMDIyUhrGknXp\n0iW4ubkJVgn7+OOPERISonDVtDrZ2dnw8fFBTEyMtM7LywvHjx9X2qaiogIjR47E9evXpXWDBg3C\nwYMH0bt3b6XtgNoVFz/77DNp2cTEBPfu3cOLL76otE39FUPrCwgIwHfffQdDQ0OFrycnJ+Ovf/0r\nHj9+LK2ztLREUlKS0vH69u2LO3fuSMvr1q3DJ598ouotSZWUlODw4cOYNWuW0mN+//13DB8+XLDa\nXKdOnfCf//xHLhSmbIzt27fjzTffxAsvvKDwmI0bN2LYsGFyISRlysvLsXjxYkFItWfPnrh//z70\n9VX/ewt3d3ecO3dOWlZ1jQK1YbkhQ4agoKBAWvfWW28hNDQUlpaWStuVlJRg9uzZOHz4sLRuwIAB\nSEhIUHp9NMb+/fvx5ptvSss9e/bE5cuX0blzZ1Htb968ifLycgwfPlzh6xUVFRg0aBBu374trevY\nsSPOnj2LgQMHKmwjkUjw5Zdf4ssvv1T4enJyMhwcHBS+9vjxYzg6OkrL9vb2gu+FGOp+1q35nqSO\npKQkuLq6ClaqdXNzw5kzZ9CuXTu545vzvIWFheGdd96Rq+/duzd++eUXuZB2fUFBQXLX4o0bN5Re\nv3UmT56MEydOSMv29vb4+eef8fLLL6ts9+OPP2Lu3LnS86Knp4fLly8r/Y4BgJ+fH8LDw6XlXbt2\nwc/PT+U4LUF2nmPHjkVUVFTLTUiJqKgojBs3TlCn6r7TFLT1nE7NS/q5WQJPxD1SUTOx+xeQVqjb\nf58iIiKipsfnNd3F5zUiImpO0mcCAPyto1sMANQAfF7TQXxeIyLgv79DO3XqhIMHDza6P66ISUSk\nwMWLFwUhTADYvn27yhAmALz77rsICgpSe7wlS5YIgjsffvgh1q9frzK4A9SGACMiImBvby+tO3Hi\nBBITE5W2+eGHHwSBp169euHXX39tMPAEAMuXL8eiRYuk5bKyMnz77bcNtpPl4eGBLVu2KA1hAoCj\noyNOnz4NExMTaV1hYSH+/e9/Kzy+tLRUEMLs3r07Pv74Y9FzMjMzUxnCBIAVK1YIQpgWFha4cOGC\nqBBm3RiLFy9WGsIEgEWLFokOYQK126CHhoYKAjaPHj3CyZMnRfch1sqVKwUhzGnTpmH37t0qQ5hA\n7fvet2+fIKyVmJgoCHRp07Vr1wTlpUuXig5hAsDAgQNVBsR+/vlnQQhTT08PR48eVRli09PTQ1BQ\nkMLgnC5qa/ckRZ48eQJPT09BCHPAgAE4evSowhAm0LznTRErKyucOnVKZQgTAL744gu89NJLgrqG\n/mLx66+/Cr6zdeHjhkKYQO1KyGvWrJGWJRIJvvnmmwbbERERERERERERERERERH9WTCISUSkQGho\nqKA8duxYue1clVm2bJlgK+aGXLx4UbAKmoODA0JCQkS3t7GxkQt/KtvCWyKRYN26dYK6TZs2oWPH\njqLH++c//4n27dtLyzt27JDbplsVQ0NDfPfdd6JWQnR2dsann34qqAsLCxOEIevUbXdex97evsEV\nIdWRlJSEY8eOCerWr1+PPn36aG2MxliyZImgHBkZqdX+U1JSsH//fmnZysoKW7ZsEX2O27Vrh7Vr\n1wrqGtpqXlOy10L91SS1Qfb+8Pbbb2PMmDGi2q5du1bw/dFFbe2epEh+fj48PT0F/wKyR48eOHXq\nFKytrRW2ac7zpsyyZcvQq1evBo/T19fHvHnzBHXx8fEq28gGJ4ODg0WNVWfx4sWC342HDx9GVlaW\n6PZERERERERERERERERERLqMQUwiIhkSiURuO9j3339fdHtjY2P4+/uLPn7fvn2C8vz58wWrQIox\nffp0weqS9bcgru/atWu4e/eutOzi4gIPDw+1xrK2toanp6e0nJ+fj4SEBNHtJ06cKGqluzrvvfee\nIOyXm5uL6OhoueNkw223b99GcXGx6HEacujQIcGW87a2tjq1uqHsKpqXL1/Wav8///yzYKU/Vdur\nK+Pu7o6uXbtKyxcuXEBNTY3W5lhHNih39epVrfWdn5+PCxcuCOrUuT907NhRsG26Lmpr9yRZZWVl\n8Pb2RlJSkrTOxsYGp06dgq2trdJ2zXneFNHX18f8+fNFHy8bHq6/orCs7Oxs/Prrr9Jy+/bt4evr\nK3osoDaEP3PmTGm5pqZG4b2ciIiIiIiIiIiIiIiIiOjPiEFMIiIZ9+/fR25urrRsYGAALy8vtfrw\n8fERfaxs0GbSpElqjQUAlpaWgq1oExMTUVRU1OBY9cNL6hgyZIigfOnSJdFtp0yZotZYtra2GDZs\nmKBOUcjQ3Nwc/fv3l5bz8/PxxhtvIDMzU63xlImKihKU33jjDZVbq2tTSUkJ4uLiEBERgT179mDb\ntm3YunWr4E/91SoBIDU1Vatz0MZ1CgCDBw+W/nd+fr7K8JemZLcVDw4Oxs8//6yVvmNjYwWB3G7d\nusldnw1R5/7QEtraPam+mpoazJo1SxC2NTU1xbFjx9C3b1+VbZvzvCkyYMAAtVYSlV25uf4W7LLO\nnz8vuO7d3d3VDpkC2vuciIg0lV4IBEXW/iQiIiIi3cPnNSIiIiLdxuc1IiLVmidBQkT0J3Lz5k1B\nuU+fPjAzM1OrD2dnZ5ibmze4ImNxcTESExMFdefOndNoNcPy8nLpf9fU1ODZs2ewsLAQHCPbb0ZG\nBrZu3ar2WLKrzaWnp4tuKxvEEdvmypUr0rLsZ1Tnvffew6JFi6TlEydOwN7eHlOnToW3tzfGjRuH\nLl26qD0+ULtyX32jR4/WqB+x0tLSsGvXLhw4cABJSUlqrxypKlSlCdlr59q1a8jIyFC7n+zsbEE5\nPT0d/fr1a9TcZE2ePBm2trZIS0sDUBtknTlzJvr164c33ngDnp6eGDJkiEZBWtlrT9PrWVe1xXtS\nfYsXL8ahQ4ekZQMDA/z0008Nft+b+7wp4uDgoNY4lpaWgnJBQYHSY2XfR3FxsUaf0+3btwVlTT8n\nIiJNpRcCX54DvF2AbpYNH09EREREzYvPa0RERES6jc9rRESqMYhJRCQjJydHULa3t1e7D319ffTo\n0UMudCIrMzNTsMoYAHz00Udqj6dIbm4uevXqJah79uyZoLx//365lRQ1HUssTc6nbMBI9jOqs2DB\nApw8eRK//PKLtK6srAz79u2Tbhvcq1cvjBo1CmPHjsX48ePh6OjY4PiVlZVywUbZc6stEokEISEh\nWLVqFUpKSjTup7BQe/8UraamRi5A+dVXX2mlb9lrp7CwEHv27BHd3sXFBePGjRPUmZiY4Mcff8Sk\nSZMEobZbt25h5cqVWLlyJczNzfHyyy/D1dUV7u7ucHNzg7GxcYPjaeP+8MILL8DU1BSlpaVqt21q\nbfGeVOfrr7/Gpk2bBHVbtmyBt7d3g22b+7wpYm1trVa/BgYGgrKqsLfs5/Trr78KtirXlCafkxja\nuI8QEREREREREREREREREamDQUwiIhmygTsrKyuN+mnfvn2DxzRVCAWAwhBfU42nTmBQk/Mpey7z\n8vIUHmdgYIAjR45g5cqV2LBhA8rKyuSOefjwIR4+fIjdu3cDqN3GeuHChZg9e7ZcMKmOovOmbuhJ\nLH9/f+zYsaPR/ciGwhojLy9Pq/3VJ3vt5OTkYMGCBaLb+/r6KgxQjRs3DjExMfD398f169flXi8u\nLsa5c+dw7tw5BAcHw9raGq+//jqWLl2qMvSmzfuDLgYx2+I9CQDCwsLwj3/8Q1AXFBQEf39/Ue2b\n+7wpoqen12Rz0JXPSSxt3UeIqPXpbQOcml37k4iIiIh0D5/XiIiIiHQbn9eIiFTTb+kJEBG1ZRUV\nFU3Wt6LgXFON11QhPU0YGRnh66+/RnJyMkJCQjB8+HClAUsAiI2NhZ+fH4YMGYK7d+8240zl/fDD\nD3IhTAsLC8ydOxfh4eGIjY1FWloaCgsLUVlZCYlEIvjTVJr7OtWWoUOHIj4+HqdOncLs2bNVbkuf\nn5+Pbdu2oU+fPli1apVOXdPNqS3ek06ePCkXuAwICMDKlStF9/Fn/Y6IpQufExGRNliZAB69a38S\nERERke7h8xoRERGRbuPzGhGRalwRk4hIhuxKhwUFBRr18/z58waPsbGR/+dCJSUlMDU11WhMdcfb\nvHmzWquGaUNBQQE6d+6sVhvZc9mhQ4cG23Tt2hWBgYEIDAxEYWEhLl68iOjoaMTExODixYuCLasB\nICEhAe7u7oiLi4OdnZ3gNUWfk+zKiI0lkUjw+eefC+rGjx+P/fv3o2PHjg22Lyoq0up86lP0/m/d\nuoW+ffs22ZjaoqenBw8PD3h4eAAA7ty5gwsXLiA6OhoXLlxAcnKy4Piqqip8/vnnKCsrw6pVq+T6\na877gzap2na6vrZ2T4qLi8PMmTNRVVUlrZsyZYrcFuUNae7z1txk39/SpUuxZs2aFpoNERERERER\nEREREREREZHu4YqYREQyZENvKSkpavdRU1OD1NTUBo9TFEjMyclRezyxZMdryrGU0eR8Pn78WFAW\nE0ysz9LSEh4eHvjqq6/w22+/I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2flevXtW8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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# With the libDNN libs, SqueezeNet 1.1 is roughly equivalent to AlexNet.\n", "mean = df_model_lib_mean[alexnet_level_accuracy].unstack('model').ix[libdnn_libs]\n", "std = df_model_lib_std[alexnet_level_accuracy].unstack('model').ix[libdnn_libs]\n", "plot(mean, std)" ] }, { "cell_type": "code", "execution_count": 69, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/plain": [ "lib\n", "libdnn-cuda 0.819863\n", "libdnn-clblas 1.169965\n", "libdnn-clblast 0.999485\n", "libdnn-viennacl 0.786956\n", "dtype: float64" ] }, "execution_count": 69, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mean['deepscale-squeezenet-1.1'] / mean['bvlc-alexnet']" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "\n", "### Only models with AlexNet-level accuracy, only OpenCL libs" ] }, { "cell_type": "code", "execution_count": 70, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "opencl_libs = [ 'clblas', 'clblast', 'viennacl' ]" ] }, { "cell_type": "code", "execution_count": 71, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 71, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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UAAAg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\nndL23gAwfPhwwQqQjx49UgowK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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# SqueezeNet 1.0 is slower than AlexNet with all the OpenCL BLAS libs. \n", "# SqueezeNet 1.1 is 28% faster than AlexNet with ViennaCL and 6.5% faster with clBLAS,\n", "# but over 2 times slower with CLBlast.\n", "mean = df_model_lib_mean[alexnet_level_accuracy].unstack('model').ix[opencl_libs]\n", "std = df_model_lib_std[alexnet_level_accuracy].unstack('model').ix[opencl_libs]\n", "plot(mean, std)" ] }, { "cell_type": "code", "execution_count": 72, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/plain": [ "lib\n", "clblas 0.934168\n", "clblast 2.217205\n", "viennacl 0.726248\n", "dtype: float64" ] }, "execution_count": 72, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mean['deepscale-squeezenet-1.1'] / mean['bvlc-alexnet']" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "\n", "## Plot execution time per image per layer" ] }, { "cell_type": "code", "execution_count": 73, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "df_per_layer_info = get_per_layer_info(df_all)" ] }, { "cell_type": "code", "execution_count": 74, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "# pd.options.display.max_columns = len(df_per_layer_info.columns)\n", "# pd.options.display.max_rows = len(df_per_layer_info.index)\n", "# df_per_layer_info" ] }, { "cell_type": "code", "execution_count": 75, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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DztF3nkuXLkVKSorUdnFxwebNm9GlSxe9rnP/\n/n2D5lVebm5usrbqCrxPKoVCgR49eqBHjx4AgEuXLuHQoUP4888/cejQISQkJMiOLywsxCeffIK8\nvDzMnTvXLHNKS0tDUFCQtK0aADRq1Ag7d+40eFXmGjVqyLZv27lzJ3r27GmyuRIRERERERFR5ecB\nYKuW14IA3APgpuWYkteJiIiIiIgsgX+QRkRETzzVojAAuH79usHjqBZJubq6atyaWPV6N27cMPha\nhsxPtfhPdftrMowxed29e1dthUxN952pmeLe0jbPzZs3y9pLlizRu/ATgKxwtCKofh0kJCSYfav5\nyqhp06YICQlBWFgYrl27hri4OMyYMQPVq1eXHbdgwQJcvnzZ5Nd/8OAB+vTpg0uXLkl9Hh4eiI6O\nhoeHh8Hj8flHRERERERERLrkAGit5aOksPOejteJiIiIiIgsgcWfRET0xHN3d4enp6es7/jx4waP\no3rOs88+q/E4X19fWfvkyZMGX8uQc/z8/GTtU6dOGXw9+h9T5GVnZ4fGjRubakp6X9eYc1TvV+DR\n6o9xcXFS28bGBsOGDdP7GkVFRUbNrTxat24ta2dlZeH8+fMVOofKqFmzZliwYAFOnjwJFxcXqb+o\nqAjr16836bWKioowbNgwHDlyROpzcHDAzp070ahRI6PG5POPiIiIiIiIiHSpDuCEkR+G7blDRERE\nRERkWiz+JCIiAtC+fXtZOyoqyqDzlUql2kqIHTp00Hhs27ZtZe0tW7YYdK28vDxER0frffxLL70k\na58+fRq3b9826Jr0P0lJSfjnn38MOuf333+XtVu1agUbGxtTTksjQ++txMREtc+tXbt2aselpKRA\nqVRKbXd3d9ja2up9ndjYWGRnZxs0typVqsjaRUVFBp3v7e2tVkC4du1ag8Z4kjVu3Bjjxo2T9Z09\ne9ak13jrrbewdev/NlCzsbHBpk2b1Ap3DaH6/Nu1a5fs3iUisaSkpGDlypUVvjo06Yf5iIvZiIvZ\niI35iIvZiIvZiI35GM8aQCsjP6rqMT6zERezERvzERezERezERvzERezERez0Y3Fn0RERACCg4Nl\n7V27duHq1at6n799+3a1bd9VxyzRu3dv2XbwcXFxiI2N1fta4eHhyMjI0Pv4unXrIiAgQGoXFxdj\n4cKFep9P6n744Qe9j01NTVVbIbFPnz6mnpJGe/bswZUrV/Q+fsWKFbKt0F1dXfH888+rHVe1qvz/\n1s7KyjJoC/WvvvpK72NLODo6ytqZmZkGjzFkyBBZe+XKlbh7967B4zypfHx8ZO2cnByTjT1nzhz8\n9NNPUluhUODXX39F9+7dyzVuz549YW9vL7UvXryoVoxNROL477//EBISgv/++8/SUyENmI+4mI24\nmI3YmI+4mI24mI3YmI+4mI24mI3YmI+4mI24mI3YmI+4mI24mI1uLP4kIiIC8Morr8DNzU1qFxYW\nYsKECXoVtGVlZWHy5MmyPn9/f40rJgJAo0aN8OKLL8r63nnnHeTn5+u8VkpKCmbOnKnzOFWffvqp\nrP39999jx44dBo9Twhwr5x04cAAKhUL2ERoaavLrmEJYWBgOHz6s17HTpk2TFSpWrVoVY8aM0Xme\n6nsxevRog+dZWFiIt99+W6+8/v33XyxatEjWN3r0aNjZ2akd6+rqKiuoy8nJwYEDB/Sa06+//ord\nu3frdWxptWvXlrUvXrxo8BiTJ0+WrVCanp6OUaNGobCw0OCxKjNjP1/V91w1E2OtXLkSs2fPlvUt\nXLgQI0aMKPfY7u7ueOutt2R9EyZMwI0bN4wekyuHEhEREREREREREREREZEIWPxJREQEwM7ODu+/\n/76sb+/evRg7diwKCgq0npeRkYHg4GC1VT9Viy1VffTRR7L2uXPnMGTIEDx48EDrOSkpKejRo4dR\nKxUGBwfLVtArKirCoEGDsGLFCoPGuXfvHubNm4egoCCD5/A4USqV6N+/P86cOVPmcZ999hlWrVol\n6xs/fjxq1qxpzunJREdH46233ipzm/Tr16+jR48eyMvLk/ocHBwwZcoUjccrFAp07txZ1jdp0iSk\np6eXOZewsDC1rcP19cwzz8Da2lpqX7lyBdHR0QaNUatWLUybNk3Wt3v3bvTt21fn3EvEx8cb/HUj\nmpdeegnTp083qADy+PHj+Pnnn2V9Xbp0Kfdctm3bhvHjx8v6pkyZopZTecyYMQN16tSR2nfu3MEL\nL7yAQ4cOGTROXFwcJkyYgA8++MBkcyMiuXr16uHnn39GvXr1LD0V0oD5iIvZiIvZiI35iIvZiIvZ\niI35iIvZiIvZiI35iIvZiIvZiI35iIvZiIvZ6FbF0hMgIiISxbRp07Bjxw78+eefUt+qVavwzz//\n4IMPPkBwcDBcXFwAAElJSYiKisLcuXORlJQkG+fNN99E7969y7xWYGAgQkJCZMVUW7duha+vLz7+\n+GP06dMHrq6uAIDbt2/jt99+w9y5c3Hv3j0AQLt27XD06FGDPr+IiAi0bdtW2gY8Ly8PEyZMwPff\nf49x48YhMDAQzZo1kxXY3bt3D+fOncOJEyewfft2HD58GEVFRWjRooVB136cBAQE4NixY0hJSUFA\nQACmTJmCUaNGoVmzZlAoFMjLy8Mff/yBRYsWISYmRnauj48P5s+fX2Fzbdu2Lf7++2+sWLECx44d\nw4cffoigoCA4ODgAABISErBu3TosXLgQ2dnZsnMXLlxY5g/R48ePx65du6T2hQsX8Nxzz2H27Nno\n06ePtJLu/fv3ERMTg++++w579uwBANja2uLZZ5/FsWPH9P5c7O3t0a1bN1nBZ58+fdC7d2+0bt0a\nLi4usnvX0dERw4cPVxtn1qxZOHz4MP744w+pb9euXWjYsCHefvtt9O3bF35+frCxsQEAFBQU4MKF\nCzhy5Ag2bdqEAwcO4IUXXlArWKxM0tPT8dVXX2HRokXw9/dHv379EBAQAD8/P7i7u0vH5eXl4ezZ\ns4iMjMTy5ctlxeleXl4YOHBguecyZcoUWWGyp6cnGjdubFSBbZMmTTQWpLq7uyMqKgqdO3eWCpxv\n3ryJzp07o0ePHhg5ciSef/551K1bFwqFAgBQXFyMmzdv4uzZs/jrr7+wZcsWxMXFAQAmTpxozKdK\nRHpwd3fH2LFjLT0N0oL5iIvZiIvZiI35iIvZiIvZiI35iIvZiIvZiI35iIvZiIvZiI35iIvZiIvZ\n6MbiTyIiov9nbW2NDRs2oHv37jh//rzUf/78eWn7YUdHRxQWFmpdobNnz55YunSpXtdbsmQJLl++\njIMHD0p98fHxGDVqVJnX8vf3x6xZs9CzZ0+DPr8aNWogOjoa/fv3x7lz52Sf3zvvvAPg0YqOTk5O\nUCgUyM7OLnO1yIpgZSXeIuU9e/ZEQEAAvvvuOzx8+BBffvklvvzyS9jY2MDBwUHrCpJubm6IiopC\n9erVjbquMe/FmjVr0K5dO6SlpeHkyZMYPHgwAMDZ2Rl5eXnIz8/XeN7YsWMxYcKEMsfu27cvevfu\nje3bt0t9N27cwOuvvw4AcHJyAgBkZWWpnfvDDz8gNjbWoOJPAJg5cyb27t2L4uJiAI8KM6OiohAV\nFaV2bP369TUWf1pbW+O3337Dyy+/LNuqPiMjA3PnzsXcuXMBPHqPlEqlxvk/LpRKJY4dOybLoUqV\nKnB2dkZRURGysrKk97o0W1tbrF69WioiLg/VZ0xSUpLaNu36GjVqlNbVSAMCArBlyxYMGzZM+hpV\nKpXYvXs3du/eDeDRveHs7IyCggLcv3+f27sTERERERERERERERERkdDEq6ggIiKyIE9PT/z5559a\nV+7Mzs7WWPhpZWWFt956C1u3boWdnZ1e16pevTp27NiB4OBgva/Vvn177Ny5E7a2tnpdQ1XDhg1x\n9OhRvPHGG7JVEksolUpkZmYiIyNDa+GnQqGAr6+vUdcvS8mqeiXs7e0NLnCtKEuXLlVb+bGgoEBr\n4WeDBg2wb98+vd831fcCgFGrLD799NPYs2cPPD09Zf2ZmZkaCz8VCgWmTJmCn376SVoBsSzr1q3T\nWmyXlZWlVjhZtWpVrFy5UioQNVSnTp3w888/w97e3qjzS7i6umLPnj2YNGkSqlTR/LdQmZmZWgs/\nRSxKNkRZ2RYWFiI1NRUZGRkaCz/r1auHvXv3omvXruacoll0794dJ06cQKdOnTS+XlRUhLS0NGRn\nZ2st/LS1tUXTpk3NOU0iIiIiIiIiIiIiIiIiIr1U7n+5JiIiMgNnZ2ds27YN+/btw4svviht/6yJ\ng4MDBg0ahFOnTuH777/XWkhW1vnbt29HeHh4mVup16lTB19//TUOHjwo25bZGPb29li5ciUuX76M\n8ePHw8vLS+c51apVQ2BgIL744gtcu3YN4eHh5ZqDJqVXYQQeba1cs2ZNk1/HFKytrbF8+XJs27YN\nrVu31nqch4cHPvzwQ1y4cAF+fn56j6/6Xvj7+2stEtaldevW0uqu2lZqtLKyQqdOnXDw4EEsWbJE\nr8JP4NHqtHv37sXSpUvh7e2t9biqVati2LBhOHv2LN544w2jPo8SY8aMwdWrV7Fo0SL07t0bPj4+\ncHJy0ljMXBYbGxssW7YMFy9exBtvvKHzXrO2tkaHDh2wbNkybN68uTyfgsXFxMRg3bp1eO2119Cg\nQQO9zvH19cXXX3+Ny5cvo2PHjuadoBn5+PggNjYWBw4cQP/+/aUVasvi6uqKAQMG4Oeff0ZycjLe\nfvvtCpgpEREREREREREREREREVHZFDExMdzPkB57gwcPRkpKCry8vHDr1i2Tjevt7Y3ExESTj0tE\nYrl//z4OHz6MxMRE3Lt3D9bW1vDw8ED9+vXRvn17VK1a1WTXunjxIk6dOoXbt2+joKAAHh4e8PX1\nRatWrcy62mB8fDzOnj2L1NRUpKamwsrKCo6OjvDw8ECTJk3QuHFjVKtWzWzXB4BatWrh7t27AB6t\nipqQkCBs8aeqa9eu4e+//8atW7dQWFiIWrVq4emnn0aHDh0MLkoEgCFDhmDjxo1Se8eOHejVq1e5\n55mXl4e//voLFy9eRHp6OhwcHODl5YUOHTqgTp065Rq7uLgYZ86cwcmTJ5GSkoKioiK4uLigcePG\naN++vdHb3VcUpVKJM2fO4PLly7h37x4yMjJgZ2cHV1dXNG7cGM888wycnZ0tPU2zuHv3Li5duoSE\nhASkpqYiNzcX1apVg5OTExo0aABfX1/Url3b0tM0i6KiIpw6dQpXrlyRVjytVq0aHB0d4e3tjaZN\nm8LHx6fSr/ZKVJH4OxIREREREVUW0u8vAIz97cUbQCLA34GIiIiIiEinkt9B3N3dZfUA5cHiT3oi\nsPiTiEhsFy9eRPPmzaX29OnTsXDhQgvOyLJq166NO3fuAAACAgLw999/W3hGRERE+uHvSERERERE\nVFmw+JOIiIiIiCqSOYo/uYQNERERWVzpbc6rV6+OadOmWW4yFnbx4kWp8BMAZs+ebbnJEBERERER\nERERERERERERkZBY/ElEREQWV7r48+2334a7u7vlJmNhpd+Ltm3bomfPnpabDBERUQXKyspCdHQ0\nsrKyLD0V0oD5iIvZiIvZiI35iIvZiIvZiI35iIvZiIvZiI35iIvZiIvZiI35iIvZiIvZ6MbiTyIi\nIrK4gwcPAgAcHBzw/vvvW3g2lhUbGyv9N1f9JCKiJ8mVK1cQFBSEK1euWHoqpAHzERezERezERvz\nERezERezERvzERezERezERvzERezERezERvzERezERez0a2KpSdARERElJSUZOkpCGP9+vVYv369\npadBREREREREREREREREREREAuPKn0RERERERERkcZ6enpg1axY8PT0tPRXSgPmIi9mIi9mIjfmI\ni9mIi9mIjfmIi9mIi9mIjfmIi9mIi9mIjfmIi9mIi9nopoiJiVFaehJE5jZ48GCkpKTAy8sLt27d\nMtm43t7eSExMNPm4RERERERElRF/RyIiIiIiospC+v0FgLG/vXgDSAT4OxAREREREelU8juIu7s7\nNm7caJIxufInEREREREREREREREREREREREREVElwuJPIiIiIiIiIiIiIiIiIiIiIiIiIqJKhMWf\nRERERERERERERERERERERERERESVCIs/iYiIiIiIiIiIiIiIiIiIiIiIiIgqERZ/EhERERERERER\nERERERERERERERFVIiz+JCIiIiIiIiIiIiIiIiIiIiIiIiKqRFj8SUREREREREQW9+DBA1y4cAEP\nHjyw9FRIA+YjLmYjLmYjNuYjLmYjLmYjNuYjLmYjLmYjNuYjLmYjLmYjNuYjLmYjLmajG4s/iYiI\niIiIiMjiLl68iJYtW+LixYuWngppwHzExWzExWzExnzExWzExWzExnzExWzExWzExnzExWzExWzE\nxnzExWzExWx0Y/EnEREREREREREREREREREREREREVElwuJPIiIiIiIiIrI4Nzc3vPHGG3Bzc7P0\nVEgD5iMuZiMuZiM25iMuZiMuZiM25iMuZiMuZiM25iMuZiMuZiM25iMuZiMuZqObIiYmRmnpSRCZ\n2+DBg5GSkgIvLy/cunXLZON6e3sjMTHR5OMSERERERFVRvwdiYiIiIiIKgvp9xcAxv724g0gEeDv\nQEREREREpFPJ7yDu7u7YuHGjScbkyp9ERERERERERERERERERERERERERJUIiz+JiIiIiIiIiIiI\niIiIiIiIiIiIiCoRFn8SEREREREREREREREREREREREREVUiLP4kIiIiIiIiIiIiIiIiIiIiIiIi\nIqpEWPxJRERERERERERERERERERERERERFSJsPiTiIiIiIiIiIiIiIiIiIiIiIiIiKgSYfEnERER\nEREREVlcUVERsrKyUFRUZOmpkAbMR1zMRlzMRmzMR1zMRlzMRmzMR1zMRlzMRmzMR1zMRlzMRmzM\nR1zMRlzMRjcWfxIRERERERGRxZ05cwbOzs44c+aMpadCGjAfcTEbcTEbsTEfcTEbcTEbsTEfcTEb\ncTEbsTEfcTEbcTEbsTEfcTEbcTEb3Vj8SURERERERERERERERERERERERERUibD4k4iIiIiIiIgs\nztHREd27d4ejo6Olp0IaMB9xMRtxMRuxMR9xMRtxMRuxMR9xMRtxMRuxMR9xMRtxMRuxMR9xMRtx\nMRvdFDExMUpLT4LI3AYPHoyUlBR4eXnh1q1bJhvX29sbiYmJJh+XiIiIiIioMuLvSEREREREVFlI\nv78AMPa3F28AiQB/ByIiIiIiIp1Kfgdxd3fHxo0bTTImV/4kIiIiIiIiIiIiIiIiIiIiIiIiIqpE\nWPxJRCSo7Oxs1KlTBwqFAgqFAu+9916Zx48ePVo6VqFQIDQ0tGImWgECAwNln9uBAwcsPaVKhe8f\nUcWr6GfygQMHZNcLDAzUeU7p4xUKhVnnR5bXoEEDWd7Xr1+39JSEkpKSgtjYWPzyyy9YtGgR5s+f\nj+XLl+O3337D1atXyzX20aNHZe99dHS0iWZNRERERERERERERERET7Iqlp4AERFpNnv2bCQlJQEA\nnJ2d8dFHH1l4RkRERESPhwcPHmDXrl2Ijo7G/v37dRZ41q5dG6NGjcLEiRNRt25dg67Vrl07DBgw\nAFFRUQCAyZMn49y5c7CxsTF6/kREREREREREREREREQs/iQSQJs2bZCcnGzpaTwRateujePHj1t6\nGjpdunQJ3377rdSeNm0a3NzcLDgjIhJZRkYGli5dKrVdXFwwZcoUC86IiEhcb775JiIiInD//n29\nz0lOTsbChQuxbNkyfPHFF5g8ebJBK+bOmzcPW7ZsQXFxMS5fvoxvvvkGU6dONWb6RERERERERERE\nRERERABY/EkkhOTkZCQmJlp6GiSQTz75BAUFBQAAJycnvP322xaeERGJLCMjA3PmzJHa9evXZ/En\nEZEWW7duLbPw08bGBo6OjsjIyEBxcbHstby8PLz77rs4efIkwsLC9C4AbdasGfr374/NmzcDAObP\nn4+QkBA4OTkZ/4kQERERERERERERERHRE43Fn0QCsQLgaelJPKaSABTrPEoMp06dwqZNm6T2+PHj\n4ezsbMEZERERET2+mjRpggEDBiAwMBBt2rSRVlsvKirCiRMnEBoail9++QUPHz6UzlmzZg3q1KmD\nBQsW6H2dDz74QCr+TEtLw+LFizF79myTfi5ERERERERERERERET05GDxJ5FAPAHcsvQkHlPeACrL\n2qrz5s2DUqkEAFhbW3PVTyKiSig0NBShoaGWnkaZSr7XED2JFAoFBg4ciIkTJyIwMFDjMdbW1ggI\nCEBAQABef/119OnTB3fu3JFe//rrr/Haa6+hRYsWel3T398fHTp0wJEjRwAAS5cuxfvvvw8HB4dy\nfz5ERERERERERERERET05LGy9ASIiOh/EhISEBUVJbWDgoJQt25dC86IiIiI6PHSs2dPnDx5Ehs3\nbtRa+KnK398f27Ztg7W1tdRXWFiIr7/+2qBrh4SESP+dmZmJVatWGXT+4+706dNwcnLC6dOnktuA\nxgAAIABJREFULT0V0oD5iIvZiIvZiI35iIvZiIvZiI35iIvZiIvZiI35iIvZiIvZiI35iIvZiIvZ\n6MbiTyIigXz77bcoLv7fBvVjx4614GyIiIiIHj+rVq2Cn5+fwef5+/tj+PDhsr7t27fLfnbTZciQ\nIbKVPr/55huuwltKcXExsrOzDXpPqeIwH3ExG3ExG7ExH3ExG3ExG7ExH3ExG3ExG7ExH3ExG3Ex\nG7ExH3ExG3ExG91Y/ElEJIjCwkKsWbNGajs6OqJnz54WnBERERERlTZw4EBZ+969e7h9+7be59vb\n2yM4OFhqX7lyBYcOHTLZ/Co7W1tbNG/eHLa2tpaeCmnAfMTFbMTFbMTGfMTFbMTFbMTGfMTFbMTF\nbMTGfMTFbMTFbMTGfMTFbMTFbHSrYukJEBHRI7t370ZKSorUDg4ORrVq1Ux6jbi4OJw4cQJJSUkA\nAE9PTzRr1gxt2rQx6XVElpmZiaNHjyI5ORkpKSnIz8+Hk5MT6tWrhxYtWqBRo0YWmVdGRgbi4uIQ\nHx+PtLQ05ObmwtHREa6urmjSpAlatWqFKlUs/207OTkZx44dw927d5GSkgJbW1t4eHigefPm8PX1\nhUKhsPQUjaZUKnH69GmcOnUKd+7cQZUqVVCzZk34+fmZ/HO7fv06Tp06hbt37yI1NRWOjo7w8PCA\nn58fmjRpYrLrPA7S09Px559/4sqVK8jNzYWrqyu8vb3RqVMnuLi4WHp6Znfp0iWcPn0aiYmJKCgo\nQM2aNeHr64vWrVtb/OstLy8Ply5dwuXLl3Hnzh1kZ2fD1tYWNWrUQN26ddGuXTvZCoeiuHv3ruw5\nVlxcDCcnJ/j4+OCZZ56Bt7e3paeot8zMTBw8eBC3bt1CWloaHB0d0bhxYzz//PNwdHQ06bUqa96m\npunnhOTkZIPum0GDBiEyMlJqr1mzBp06dTLJ/Cq75s2b48KFC5aeBmnBfMTFbMTFbMTGfMTFbMTF\nbMTGfMTFbMTFbMTGfMTFbMTFbMTGfMTFbMTFbHSzfBUJEREBADZs2CBrBwUFmWzs1atXY/78+bh8\n+bLG1+vXr4933nkHkydP1llg2LhxY8THx0vtVatWYfTo0UbNq127dvj777+l9qJFizB16lSjxipL\nQUEBfv31V/z66684ceIEioqKtB7r7e2NXr16YcyYMWjbtq3J51La0aNHsXHjRuzfvx9nz54tc9vX\n6tWro2/fvpg+fbpRW9WWR35+PpYvX47Q0FCcOXNG63Genp4YNWoUZsyYobMor7CwEF26dMGff/4p\n9TVs2BAnT56Es7OzXvPKzMxEq1atcO3aNamvffv2iI2NhY2NjdrxDRo0wI0bN6R2QkICGjRogOLi\nYqxYsQJfffUVrl+/rvFaXl5emDlzJt58802ji3CzsrKwZMkSrFu3Dv/++6/W43x8fDBu3DhMmjQJ\ndnZ2Wo+7fv06fHx8NL5248YNnYWBJZ+/JYWGhuL111+X2qNGjUJoaCgA4N9//8XHH3+MqKgoFBYW\nqp1rbW2Nvn374osvvtBZMPvSSy9h3759UnvWrFmYPXu2UXMeNmyYrGjr7bffxrfffqt23OjRoxEW\nFia1DX1Wrl+/HvPnz8e5c+c0vu7l5YX33nsPkyZNMvqeVL1H9Nl6+tq1a4iMjER0dDSOHj2K/Px8\nrcdaW1ujY8eOmDp1Knr37m3RYtWcnBx8//33CA8Px7lz58r8XJ966in06dMHY8eORfPmzTUeM3v2\nbMyZM0dqG3pPqX791q9fX+vzR5MrV65gxowZ2L59Ox4+fKj2etWqVTFkyBDMmzcP9erV03tcVZU1\nb3PS9H4b+rl2794d1tbW0s8jmzZtwooVK2BtbW2SORIREREREREREREREdGTgdu+ExEJQKlUIjo6\nWtYXGBhY7nFzc3PRr18/jBo1SmvhJ/CoUOz9999HQEAAbt26VeaYqsVLJYVahrp48aKs8LNKlSp4\n7bXXjBqrLNHR0Xjqqacwfvx4HDt2rMzCTwC4desWfvrpJ7Rr105WKGhqw4YNQ/v27bF48WKcOXNG\nZ9FVTk4OIiIi8Nxzz2HmzJkoLi4229xK2717N55++mm8++67ZRZ+AkBSUhIWLFiARo0aYdeuXWUe\nW6VKFaxfvx7u7u5S37Vr1/DGG2/oPbcxY8bICj/d3NwQGRmpsfBTm9TUVHTp0gUTJ04ss/AqMTER\nEydORL9+/fDgwQO9xy+xZs0aNGzYELNnzy6z8BN4VJT5wQcfoEmTJjhx4oTB13ocrFmzBr6+vti4\ncaPGwk8AKCoqQlRUFFq1aqXzfitdYAo8KojXp9BRVXp6On7//XdZ35gxYwwepyy5ubno27cvXnnl\nFa2Fn8Cje3Lq1Kl44YUXZKtGm9Py5cvRqFEjzJw5E7GxsWUWAgKPMoqNjUXfvn3Rq1cvZGRkVMg8\nVa1ZswYNGjTAjBkzdBbaA48KK5csWYIWLVpU0AwN89NPP+GZZ57B5s2bNRYiAo8KFNeuXYuWLVvq\n/PrQprLmbW5XrlxR66tdu7ZBYzg5OeG5556T2unp6Th69Gi550ZERERERERERERERERPFhZ/EhEJ\n4PTp07h7967UrlevHurXr1+uMZVKJYYNG4atW7fK+qtVqwYnJyeN55w6dQqBgYFlFoCOHDkSVlb/\n+/Zx8OBBWQGevlatWiVrBwcHw8PDw+BxyrJ48WIEBwfjv//+0/h6tWrVUKNGDa0rbRlTHKYvbUUx\nCoUCTk5OcHV11TqvL774AiEhIWabW4nly5ejd+/euHnzptprVlZWcHV11bgyZVpaGvr27Yu1a9eW\nOb6XlxfWrl0rWzFt06ZN+Oabb3TObdmyZdi8ebPUVigUCAsLQ926dXWeWyIrKwvdunXDwYMHZf32\n9vZav0Z27txp0HuvVCrx8ccfY+TIkUhNTVV73draGjVq1EDVqlXVXrt58yY6d+6M/fv36329x0FY\nWBhGjRqFvLw8qa/kftNU2Jubm4v+/fuXudz/gAEDZCvKJiQk4MCBAwbPLSIiQlYA5+vrKyvgKq/c\n3Fz07t0b27Zt0/i6g4MDbG1tZX1Hjx5Fr169ZO+XuWRmZmp9zd7eHm5ubhrvZeBRIfkLL7yA3Nxc\nc01PjVKpxNSpUzFy5EitBbJ2dnZwdXWVfV8T2fLlyzFu3DiNedvY2KitupydnY0BAwbgyJEjBl+r\nsuVdUTZt2iRre3p6ok6dOgaPo7rN++7du8s1LyIiIiIiIiIiIiIiInryVI5/5SQiesyprvbk6+tb\n7jF//PFHqYDI0dERc+fOxdWrV5GXl4fMzExkZWUhMjJSrXDp6tWrGDp0qNaVJb29vdG9e3eprVQq\nDV79s6ioCGvWrJH1qa7MV16hoaGYOnWq2kqfAwYMwKZNm5Camoq8vDykpqaisLAQN27cwKZNm/D6\n66/D1dXVpHMpS7NmzfD+++9j27ZtSEhIQFFRETIzM5GWloaHDx/i4sWLWLZsGZ5++mnZeb/++qvO\n4sry2LhxI9566y3Z+1enTh3MmzcPp0+fRkFBAdLS0pCbm4vExET8+OOPaNiwoXRsYWEhxo4dq3O1\n0B49euCjjz6S9U2bNg3Hjh3Tes6xY8cwbdo0Wd/06dMRHBxsyKeI8ePH4/Tp0wAAf39/rF+/Hqmp\nqcjJyZEy+OWXX+Dp6Sk7Lzw8XO+CzEWLFmHevHmyvqeffhrLli3DpUuXUFBQgNTUVOTn5+Pq1atY\ntGgRatWqJR2bk5ODoUOHIjExUW1sNzc3LF++HMuXL8fcuXNlr9WoUUN6TduHm5ubXp9DRTp37hzG\njRsHpVIJe3t7TJs2DSdOnJDut/z8fBw/fhyvvvqq7LyHDx9i/PjxWse1s7PDK6+8IutTLUDXh+o5\npn5uTZ06FTExMbK+p556CqGhoUhNTUV2djYePHiAW7duYenSpahZsyYA4J9//jF6G3tj1KpVC6+/\n/jrWrVuH8+fP4+HDh8jJyUFKSgry8/Nx8+ZNREREqK1gff78eUyaNKnC5jlnzhwsXrxY1mdtbY3R\no0dj586dyMrKQm5uLtLS0lBYWIj4+HiEh4djyJAhqF69eoXNU19//fUX3n77bVlf1apVMWPGDFy4\ncAH5+flIT09Hbm4utm3bJr3/+fn5GD58uFGrFgOVJ++KkJSUhC1btsj6goODjdriXvVnvb/++qtc\ncyMiIiIiIiIiIiIiIqInjyImJsZ8y5oRCWLw4MFISUmBl5eXzi2tDeHt7Y3ExMRyjyuNA8B0s6PS\nvAEkAia/B0zljTfewK+//iq1Z86cqVYwpsvo0aMRFham1t+wYUP88ccfWlcSLSwsxIQJE7By5UpZ\n/9KlSzF58mSN52zYsAFDhw6V2vXr10dCQoLexQ87duxA7969pXatWrVw69YtVKlSRePxgYGBiI2N\nldoxMTFqRSalnTt3DgEBAbKV0dzd3bFp0ya1lbY0yc3NxcqVKzFs2DCTr0Za4ttvv4W/vz/atWun\n1/H5+fmYNGkSfvrpJ6mvYcOGiI+P17linaHv39WrV9GqVStkZWVJfa+88gp+/PFHODo6aj0vNzcX\nI0aMQFRUlNTXsmVLnD17tsx7o6ioCN26dZOtxNigQQOcPHlSrRA3PT0dzz33HG7cuCH1dezYETEx\nMVrvn9Jjlj6vxKeffoo5c+ZoPe/mzZvo0KGD7NnRv39/2eepyV9//YVOnTrJti1/9913sWDBAq2r\n5QFASkoK+vfvj8OHD0t9wcHB2L59u9Zzrl+/Dh8fH6ldv379MrexF0VoaKjGAsqnnnoKO3fuVCt6\nLm327NlquZ0+fVpr8fyxY8fQtm1bqW1vb4/k5OQy7+nSLly4gJYtW0rtqlWr4vbt21qLaFWfyatW\nrcLo0aO1jn/w4EEEBgbKVhzu27cv1q9fr3GFXeDRvdKjRw+cPHlS7bXOnTvrXN1U9etS12rH27Zt\nQ35+PgYMGKB1ZWJVK1euxPjx46VCcisrK8THx8uKxc1hz549CAoKkn1ODRs2xJYtW2Q5apOeno7v\nv/8eH3/8scbXVe+/WbNmGVSAa+jX7MOHD+Hn54eLFy9KfW5ubti/f7/We16pVGLOnDlan28JCQlo\n0KCB1mtWprwrysiRI9X+eOWff/5BmzZtDB7rzJkz8PPzk9rOzs5IT083qpBUNKb6HYmIiIiIiMjc\nTPFvM6L/2wMREREREYmj5HcQd3d3bNy40SRjcuVPIiIBxMXFydqNGjUyybh2dnaIjo4ucwv5KlWq\n4Mcff0S3bt1k/QsWLEBBQYHGc/r164caNWpI7Rs3buCPP/7Qe16qq+eNGDFCZ+GeIT7++GNZ4aeD\ngwMOHTqkV+En8KgobNKkSWYr/ASAd955R+/CT+DRFvU//vgjunTpIvVdu3YNu3btMvncZs2aJSv8\nfPnll7F27VqdRXL29vaIiIiQFcGcP38eO3bsKPM8a2trREREyFa8vH79ulqhnFKpxKhRo2QFnO7u\n7li/fr3R989bb71VZuEnANStWxdLliyR9W3fvl3nNtvTpk2TFX5OnjwZixcvLrPwE3j0OW3dulX2\ndbtjxw6cP3++zPMeF05OTti9e3eZhZ/Ao6LdZ599VtZX1g/IAQEBaNGihdTOzc3Fhg0b9J6X6nOr\nT58+Jl09de7cubJCxWeeeQaRkZFaCz+BR/fK7t27zfqsKq1Pnz4YNGiQ3oWAADB27Fh8+umnUru4\nuBjLly83x/Rkpk+fLns/vby8cOTIEb0KPwHA1dVVa+GnJfz222+ywk+FQoEtW7aUuVK4QqHA7Nmz\njV6htjLlXRF+//13tcLPwYMHG1X4Caj/rJeZmcl/JCQiIiIiIiIiIiIiIiKDsPiTiEgAqqt9eXl5\nmWTc6dOn46mnntJ5nJWVFb7//ntZgUdycrLWlQ2rVaumtu2yvlsop6amStvRlzDl1skXLlxQG3/x\n4sVo2rSpya5hSarbnatuEV1eN27cQGRkpNR2cnLC8uXLda4uWqJatWr46quvZH2lVyvVpnbt2li3\nbp3sOlu3bsWiRYuk9qJFi2TZKhQKrF271uivlxo1auDLL7/U69gBAwbICuwKCwvL3NL+yJEjspU7\nGzRogAULFhg0N9VVBPV5Hx8HH3zwgV4F8FZWVhg7dqys78SJE2Weo/qs0fe5VVhYiLVr15Y5Vnlc\nvXoV+/btk/V98803sLW11XluzZo1MX/+fJPNxRwmT54sK3o29XNL1a5du9S+PletWiUrMK9sfvzx\nR1l75MiReP755/U696uvvoKzs7M5pqVRReddEa5du4YxY8bI+lxdXbFs2TKjx3RwcICTk5OsrzKs\n2ExERERERERERERERETiYPEnEZGFFRQU4M6dO7K+2rVrl3tca2trjB8/Xu/jGzdurLb659atW7Ue\nr1r4tHnzZtlqkdqEh4fj4cOHUlt1Nb7y2rx5s9pqb6Ys0rI01dVCjx49atLxf/vtN9lqlcOGDTN4\nVcHAwEDZPXzo0CEUFxfrPK9r166YNWuWrO/DDz/EkSNHcOTIEcycOVP22syZM9GjRw+D5lbaa6+9\nhurVq+t1rLW1tWzLcAC4dOmS1uMjIiJk7TfffFOvQr7SBg4cKFvRNDY21qDzKyMrKyu8+eabeh+v\nWvxWViaA+irDhw8fRnx8vM7r7Ny5U/ac9vT0RFBQkN7z1GX79u2y51bz5s0RGBio9/nDhw+v0OI+\nQzk7O8sK8M+cOYMHDx6Y7Xq//fabrB0QEICXXnrJbNczt4yMDBw6dEjWN3HiRL3Pd3Nzw7Bhw0w9\nLa0qOm9zy8zMRN++fZGeni7rX7lyJTw9Pcs1tur5N2/eLNd4j4O4uDi0aNFCbVV8EgPzERezERez\nERvzERezERezERvzERezERezERvzERezERezERvzERezERez0c10e+wSEZFR7t+/Lyv6AaB3QVpZ\nAgICDC4i7d+/P6Kjo6V2WYWFrVq1wrPPPouzZ88CAB48eIDIyEiEhISUeY3Q0FBZ29SFmQcOHJC1\nhw4datIt5c0pNzcXFy5cQFJSErKzs5GTk6OzaNLUhSKqBYY9e/Y0apznnntO2pI+IyMDly5dQvPm\nzXWe9/HHH+PPP//E3r17ATxacXHo0KHSf5fo3Lmzzu3adencubNBxzds2FDWzsjI0HqsKd5HR0dH\nPP3009JWz+fPn8f9+/fh4OBg8FiVRcuWLQ3aSt2QTACgVq1a6NWrl6ywPTQ0FPPmzSvzPNXn1siR\nIw3aCluXv//+W9bu16+fQefb2toiKChItmpvRSksLMS///6L69evIysrC9nZ2SgqKlI7rnTxX2Fh\nIZKTk+Hj42OWOal+HxgxYoRZrlNRjh07Jvs5wdPTE/7+/gaN0b9/f7XVQ40hYt7mlJ+fjwEDBuDC\nhQuy/hkzZuDll18u9/iqP+/p80c0j7u8vDzExcUhLy/P0lMhDZiPuJiNuJiN2JiPuJiNuJiN2JiP\nuJiNuJiN2JiPuJiNuJiN2JiPuJiNuJiNbpWjGoaI6DGWm5ur1mdnZ1fucVu1alXuc65evVpmsdmY\nMWMwZcoUqb1q1aoyiz/PnDmDU6dOSW1bW1uTr0Z28uRJWbtDhw4mHd/UEhMTsWrVKmzYsAEXLlzQ\na4XM0nQVuxlKteD35MmTSE5ONniclJQUWTspKUmv4k8rKyusXbsWzz33HG7fvg0AuHXrluwYDw8P\nRERElLv4rkGDBgYd7+joKGtrK9LJycnB+fPnZX2xsbFGrdKan58v/XdxcTHu3LnzWBd/miuT0saM\nGSMr/ly9ejU+//xzWFlpXhD/3r172L59u6zP1EXrqluUG/v8rqjiz9zcXISHhyMiIgKHDx+Wreas\nL1M/u0pkZmbi2rVrsj7Rvw/oYqr7w1gi521ORUVFePXVV9W2rR81ahS++OILk1xD9ec9TT8TPmms\nrKzg6Oio9ZlMlsV8xMVsxMVsxMZ8xMVsxMVsxMZ8xMVsxMVsxMZ8xMVsxMVsxMZ8xMVsxMVsdGPx\nJxGRgFRXAjVG/fr1DT5HU+FVWlqa1mKz4cOHY9q0aSgoKAAA/PXXX7h8+TKaNGmi8fhVq1bJ2i+/\n/DJcXFwMnqc2BQUFagUmjRo1Mtn4ALBixQq9j61Tpw769u2r8TWlUokFCxZg7ty55Sr2yM7ONvpc\nVcXFxWpFm59//rlJxk5LS9P72JLizq5du6qtKGdlZYXw8PByb7ULwOB7T7XYVNNqdwBw9+5dta/h\n0kXS5ZGWlmbye1ok5c1En+Lp4OBgeHh44O7duwAeFRfv3bsXPXr00Hh8eHi49IwDHhUSanvGGSs1\nNVXWNtXz2xy2bduGiRMnlnvVYW3PrpiYGFy+fFnvcYYPHy4rAr53757aMZX9a8YU94eHhwfs7OwM\n3n7d3HmLSqlUIiQkBJs3b5b19+vXD7/88gsUCoXJrkNyfn5+XAFVYMxHXMxGXMxGbMxHXMxGXMxG\nbMxHXMxGXMxGbMxHXMxGXMxGbMxHXMxGXMxGNxZ/EhFZmL29vVqfKZasdnJyMvgcZ2dntb709HTU\nq1dP4/Hu7u7o06ePrDgiNDRU44pYBQUFWLdunazP1KvnaSowNGVxKQBMmDBB72M7d+6stfgzJCQE\nv/zyS7nnY8rCkfT0dLMVohha4NqpUyf06NEDO3fulPWPHz8e3bp1M8mcTFW8o8qQQldDPe6rwpkr\nk9KqVKmCESNGYPHixVJfaGio1uJP1S3fTf3cAtRXRTTV89vUwsLCMGbMGINXKNZE2xhhYWEICwvT\ne5ygoCBZ8adqoaRCoTDq/RSJKe4P4NE9YkjxZ0XkLar33ntP7Q9WunbtisjIyHKvOl2aah6q28AT\nERERERERERERERERlYVrohIRWZijo6NawdP9+/ctNBvDjRkzRtZevXq1xhURt2/fLluRrV69euja\ntavZ5yei1atXqxV+Ojg4YMyYMQgLC8OxY8eQmJiI7OxsFBQUQKlUyj7MxZitfPVl6LyjoqLUCj8B\nYPPmzbhz546ppmUWIr2PpJnqc+v333/XuC31qVOnZFtu29vbY+jQoWafn4iuXLmCcePGyYr4rK2t\n0bt3b3zzzTc4ePAgrl27hqysLOTn56s9tzp37mzB2ZOhnuS8Z82ahaVLl8r62rVrhy1btqBatWom\nvVZOTo6sXdkLlYmIiIiIiIiIiIiIiKhiceVPIiILq1KlCjw9PXH79m2pLykpCX5+fuUa15ilrzMz\nM9X6XF1dyzwnKCgInp6eSEpKAgDcvn0be/bsQc+ePWXHqa6gNXr0aFhZmfZvEGrUqKHWp6mgy5KU\nSiU++eQTWd+LL76IyMhIuLm56TzfnIXBmt6/uLg4NGvWzGzX1CQhIUGtOK9EcnIyhg8fjj179pj8\n/jEVTe9jbm4u7OzsLDAb0qRFixbw9/fHP//8A+DRassRERFqK/uqPrcGDRokW2XSVFxcXGRFzaZ6\nfpvSZ599hvz8fKldr149bNu2Dc8++6xe51fUHzWoPkeVSiWysrJMvgp0eRmyEqbq3I3d2sKQe6Sy\n5G1qixcvxmeffSbr8/X1xa5du+Dg4GDy65X87FRC20rrRERERERERERERERERJqIWTVBRPSEadCg\ngaydmJhY7jFv3Lhh8DnXr19X69NUyFaatbU1XnvtNVmfasHUnTt3sGvXLqmtUCgwevRog+eni42N\njVqRzJUrV0x6DdXVzcr6OHDggNr5J06cwH///Se1XVxcsHHjRr0KPwEgJSXFVJ+KmmrVqqkVtqlu\noWxuDx8+xJAhQ2RFu/Xq1ZNts7t//358/vnnFTovQ9SsWVOtr6LfR9JNdft21efWw4cPsW7dujLP\nMRXVr39TPb9NpbCwENu2bZP1hYWF6V0ICOj/7AoNDTXoOav6/VPT15+pvw8AUNv6W9OK12Ux5A8T\nTHF/3L17V+8t3ysyb5H8/PPPmDp1qqyvSZMm2LNnj1mKh7Ozs5GdnS3rq1+/vsmvQ0RERERERERE\nRERERI8vFn8SEQmgRYsWsrYpClVOnjxZ7nMaNWqk10pXqgVRW7duRXp6utReu3YtCgsLpXbnzp3h\n4+Nj8Pz00bp1a1n7yJEjZrmOsc6ePStr9+7dW+fqqqWVrFRoLqorzp46dcqs11M1depUHD9+XGrb\n2dlhx44daiuxffbZZ4iJianQuemrRo0aqFu3rqyvot9H0u2VV16Bra2t1P7nn38QFxcntbdt2yYr\n2m3YsKHZtrL29fWVtU3x/Dal//77T1as6O3tjcDAQL3Pv3v3rlEFi8ZwdnZGo0aNZH3m+D6g+r3R\n0JUuDXk/Kvr+qEx5m0pERATGjx8v66tfvz727dsHDw8Ps1xT9Wc9FxcXeHt7m+VaRERERERERERE\nRERE9Hhi8ScRkQDatGkja587d67cYx47dgzJyckGnfP777/L2u3atdPrvKZNm6J9+/ZSOz8/X7Zi\nnuqKetq29DYF1QKVDRs2yApPLe3u3buytmqRoC6qq7GZ2ksvvSRr79ixw6zXK23Tpk347rvvZH3f\nffcdWrZsiQ8//BA9evSQ+ouLi/Hqq6/KtsoWSUW/j1WqVJG1DV2F8Enk4uKCAQMGyPpKP6tUn1uj\nR4+GQqEwy1zatm0ra2/ZssWg8/Py8hAdHW3KKcmU97m1fft2U05HJ9XvA+Hh4Sa/hupKkAkJCQad\nHxsbq/exAQEBsnsvKSnJ4D8EUP3+XpbKlnd5bd26FSNHjkRxcbHU5+npif3795u1GFP1j0FUfxYk\nIiIiIiIiIiIiIiIi0oXFn0REAlAtsjx9+nS5xywqKsKPP/6o9/H//vsv9u3bJ+vr06eP3udr20L5\nn3/+wYULF6R+R0dHDBw4UO9xDTVo0CBZkUxiYqJaEZclVa1aVdY2ZOvfmzdvIjIy0tRTknn55Zdl\n7190dLRZVxQscfXqVbWi4JEjR0p9CoUCa9asgZeXl/R6cnIyhg8fLivYEcWgQYNk7bANza3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2bMwNSpU0vt96Vq1arh3Llz+M9//oO1a9ciMTFR4XE2NjYYPnw45s+fr7T4vjSNHTsWgwYNwqpV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Cw8Mx\nc+ZMbNiwgQ7PqpGNGzciJSWljI4MDQ1hbm7O60j8AJq7LywsDC9evMCGDRtgamqqmheoo+zduxe3\nbt2q0oANEG6OFhYWYseOHYiNjcXChQtps7qa2LZtG38wKq4fhmFgbGyMoqIi5OTk8PeL33P8+HHE\nx8dj1apVZDitZJ4+fYoTJ04Ifm9tbW04ODigY8eOMDAwwNu3b3Ht2jU8efJEYADar18/pKWl8d9Z\nWFhg1qxZZSLqsCyLq1evYvv27Xj9+jV//969e+Hs7EypjyohISEBx48fL6Of3r17o0OHDgL9cO2L\nZVkcOHAA/fr14+cTLMuiZcuWmDFjBnr16iWoo7i4GOHh4fjzzz/x5s0bgX4GDx5M+qmE6namldZ4\niqiY6tQR6Uc+ZP1t1qxZwxuoA6W/e5MmTfDVV1/BwcEB5ubm/L1paWmIiIjA0aNH8fLlS37OUVBQ\nAA8PDz5SNVExsupn06ZNZdZFenp6GDJkCBwcHGBpaQljY2OIRCK8fPkSERER+Pvvv5GTk8M/k52d\njfXr10udjllTkVU3f/zxB549e1Zm3t23b99ydXP9+nVcvHgRxcXF/FwgNTUVmzdvxpIlS6rjleoE\ncXFxAgOcnj17VvnM0aNHeYN2bm43Y8YMDB8+vMy9hoaGMDQ0RNu2bTF8+HCEhoZiy5YtyM3NBVAa\nJTwgIIBSjJdDfHy8QDfSRHo8dOgQCgoKeN0YGBhg0aJFcHBwKPd+IyMj2Nvbw97eHtHR0Vi5ciUy\nMjIAAHl5eTh69Ch++OEH5b1UHUFSN9K0m2PHjvFjB9dufvzxR4waNarMvbq6ujAxMcHHH3+MUaNG\nITg4GF5eXvweHRfBcsKECcp9sTpMRYaGRUVFCA8PR3h4OExMTODk5ARnZ2e0bdtWVaJqDAzDwMzM\nDCkpKSgpKanQ2JBzWLO2toarqyscHR3J2LCaYRgG9evXLzdrAaeb2NhYPH78WJAWvlevXrSOrEZO\nnjwpMMjU1tbGpEmTMHLkSEGbyMzMxNGjR3H06FEAwIsXL+Dn54e4uDheP99//z3Gjx8vKN/Q0BDt\n27dH+/bt8cUXX2DhwoV49eoV//egoCAy/lSAXbt2obCwkNefoaEhli1bJnUkb1tbW9ja2mLo0KFY\ntmwZfwZRVFSE3bt3Y+XKldUpvtpBxp8EoSYcPXqU34QBAAcHByxbtgza2qXN9MGDB4L7xTdB7ezs\n8NVXX+HBgwdYt24dXrx4gZiYGHh4eGDjxo3khUgQBEEQKiYqKgrXrl0TbNbY2Nhg+vTp6Nq1q+D7\nGzduIDAwkL+fW/g8f/4cM2bMwMaNG9GyZUtVvk6dJDo6GuHh4QJdWFlZYfr06ejWrRufTqekpATX\nr19HYGAgIiMjBTpKSEjAjBkzsGHDBrRo0UKVr1NnSExMxJEjRwR6MTAwwJgxY9CvXz80b94cRUVF\nePXqFS5duoSQkBCkp6cL9HL+/HlkZWVh+fLl0NfXV/Eb1S1iY2Nx5swZgX7MzMwwefJk9O3bl99k\ny8zMxKVLl3Dq1Cl+U43TT0xMDNzc3LBu3To0atRIla9TpwgMDBRET2nRogU8PDxgYWEhuO+7775D\nYGAgvL29AZSm6ROPPGVlZQVPT89yDxEYhkGfPn3QqVMnuLm54cWLFwBKI1KFhoZi9OjR1fV6tZ7A\nwED+IAcAmjVrBg8PjzJRO6ZNm4bjx4/jjz/+AABcv35doJ927dph06ZN5RpyamlpoV+/fujcuTPm\nzJmDly9fAig9sD537ly5B6pEKdVxMCNuUFhV9GqiapStI9JPzXL37l3cuXOHnwswDIN+/fph0aJF\n0NXVLXP/Rx99hKFDh8LFxQXe3t74+++/eT3FxcXh5s2blB5ZiSQkJODy5cuC6N8dO3bEsmXLyjgi\nmpqawtTUFF26dMH48eOxatUq3LhxQxBx+sGDB+jYsaMqXqXOkZSUhH/++Ucw927ZsiWWLl2Kdu3a\nlbnfxsYGAwcOxOTJk7FixQqBw8/FixcxceJESk9aAUlJSYJra2vrKp/hIg5x/drixYulihgKAIMG\nDULjxo3x66+/oqSkBCzL4vTp02T8WQ6vX78WXH/88cdVPhMWFsbrpl69evDw8ECXLl2kqs/Ozg4b\nNmzAzz//jIKCArAsi5CQEDL+LAd52s358+cF7WbRokXo37+/VPU5OzujSZMmWLBggaDdkPGndMyY\nMQNNmjTBmTNncOPGDRQVFQEoG1E6IyMD/v7+8Pf3h5WVFZ8W3sjISGWy13XGjx+PPn36ICQkBCEh\nIWWifQNljQ23b9+OPn36wNnZGT179iRjw2pi+vTpsLa2xpkzZ3DhwgVkZ2cDKKubgoICXL58GZcv\nX4apqSkGDx4MZ2dnjYtCWBMEBwcLxpGVK1fi008/LXOfiYkJfvjhB7Ru3Rpr164FAOzbt4//+/Dh\nw8sYfkrSvHlzeHh4YPr06cjLy+Od4ktKSvizI0J6RCIRf77GGe5u3LhRqvmDJN27d8eGDRswc+ZM\nFBcXg2VZXL9+HSKRSKMM4+l/IUGoAdyhNNe5mZqa4rfffuMNP6WlY8eO2LlzJzp27AiWZfH06VP8\n/vvvtEFN1Erevn1b4//Eo1IRBEEok+PHjwuu+/btC29vb9jZ2Qk2BxiGQa9evbB69Wps2LABZmZm\ngpQiKSkpmDVrFuLi4mr6Feo8kjqyt7fHtm3b0KNHD8HivV69erC3t8fatWuxbt06NGnSRKCjN2/e\nYNasWXj69GlNv0Kd5Pjx44K5bKtWreDj44PvvvsObdu2hb6+PgwNDWFjY4MffvgBhw8fxsSJE/ko\nn9z8+ubNm5g3bx5EIpGqXqVOEhAQILju1KkTdu/eDRcXF8HGiomJCYYPH45du3Zh3rx5aNCggSDV\nTlxcHGbPns2nFiUUR/zwWVdXF+vXry9j+MkxYsQITJgwASzLori4GDExMQAAbW1tLFmypMpNsoYN\nG2Lx4sWCiBT//vuvcl+ojlGefipK1zZ69GiMHz+e1090dDSAUuPOJUuWVBnBk9tfENdPSEiIcl+o\nDsKyrFL/SVM2IT2kn9qN+LybW/8sW7asXMNPcbS0tDBnzhw4OzsLHBwCAwOrVV5Nw9/fn//MMAxs\nbGzg6elZZQYKIyMjeHh44JNPPhG0GdKP8vD390dJSQmAD4aff/zxR7mGn+K0aNECXl5esLGxEXxP\nuqmYzMxM/rO2tnaV8603b97wRomcQbu0hp8cdnZ2GDZsGN9+UlJSeOcd4gOcoQ1QGgmyQYMGld6f\nmJiItLQ0AKW6cXFxkdrwk6Nt27b48ssved28e/cOCQkJMkpe9+GiowKl7aaqoDRv3rzhDUYZhsFn\nn30mteEnR/fu3fHFF1/wuklOThZEZCMqRltbG3379sXq1avh5+eHH3/8Ee3atePnvtz6kVu3siyL\nJ0+eYNu2bRgzZgyWLVuGiIgIflwilIupqSm+/vpr7NmzBzt27MDw4cNhaGhYoX4KCgpw8eJFuLu7\n46uvvoKPjw/voEsoFxsbG7i5ucHf3x+///47Pv30U4HTlGS7SUtLw5EjRzBlyhT8/PPPOHXqFJ1F\nK4mXL1/yYw/DMHB1dS3X8FOcwYMHw97eHizL8pGj9fT0MHXqVKnqbNmypWC+VlBQQOdAcnLnzh2B\n48Ho0aPlMvzksLGxwahRo3jdFBcX486dO0qRtbZAkT8JQg1ISEjgUxswDIORI0fKna5dX18fq1ev\nxqRJk5CdnY179+7h77//Lje9iKYzcOBAldQrPgkkKmbcuHEq8U4j/VTNN998U+N1ikc4IiqH9KN+\nFBUVCaKfmJubw93dHTo6OpU+16NHD+zatQtr167F1atX+XlCRkYG5syZgzVr1qBz58419BZ1m6Ki\nIoGXoZmZGRYvXlzlAXTPnj3h4+MDDw8PRERE8Dp69+4d3NzcsHbtWopyoyDiBlIGBgZYvXq1IAK+\nJLq6upg6dSocHBywYsUKQarjhw8fYs6cOVi/fj1FmFQCJSUluHLlCv/7NmzYECtXrqzSUHDIkCHo\n3r07li9fjtjYWP75ly9fYtasWRTdWAkkJiZCJBLxfdIXX3yBZs2aVfrM+PHj4e/vj/z8fEEUtooM\nRiWxsrJCnz59EBYWBqA0EltBQUGV/agm8uLFCz7VMcMwGDp0aJXRoidMmICAgAA+2hB3OCpt1Ahr\na2s4ODjgypUrAEg/0sKl0R05cqTCa9NffvmFL2PMmDGwt7dXhogaDaefyZMnQ09PT6Gyvv32W14/\nU6ZMwYABA5QhIlEB0dHR/Pivp6eHBQsWyPT87Nmzcf36dWRmZoJlWdy+fbuaJNVMbt68KYi+Is26\niENLSwuLFi3CxIkTkZubC5ZlERkZWc0Saw7Xr18XRDZasmSJ1JHX9PX1sXTpUnz33XcoLCwEy7II\nDw+Hm5tbNUtdOykoKOA/S3NOwxlpcrpxdXWVq94hQ4bg5MmT/PWTJ09obSSBuG6k6ZvevHkD4INu\nBg0aJFe9gwcPxuHDh/n5wtOnTylyrgSythvOSFPRdjN06FCBMfvjx48pG4+MmJiYYOzYsRg7dizi\n4uJw5swZnD9/njeEl4xqWFhYiLCwMISFhcHU1BSDBg2Ci4tLhQ6NhGLY2NjAxsYGP//8M8LDwxEc\nHIwbN25UmBb+7du38PX1ha+vLzp06ABXV1cMGDAABgYGqnyNOoeOjg769++P/v37Iz09XapIrY8e\nPcKjR4/wxx9/oE+fPnBxcaEMBgrw5MkTAB/GkaFDh0r13JAhQ3Dt2jUApXrq1q2bTNGMHR0dcezY\nMV7Hz58/h5WVlYzSE2/fvgXwQX8uLi4Kl+nq6go/Pz9eN6mpqQqXWZsg40+CUAM4jwCuc3NwcKjy\nGXEPd0m4ifqePXvAsiz8/f3J+LMcVGXgR+H2pUcVOiL9VI24IU1NQoa50kH6UT8eP36MwsJCfjPm\nq6++ktrJw9DQEKtWrcKePXtw8OBBvoycnBzMnz8fK1euRI8ePar5Deo+T548QUFBAf/7jhs3TiYd\neXh4YPfu3fD19eXLEIlE+PXXX7Fq1Sp069atmt+gbvL8+XOBgdSoUaOk3sBv3749du7ciaVLlwoM\nDOLj4zF79mxs2rQJTZo0qeY3qNs8ffoUeXl5vH7Gjh2Lhg0bSvWsubk5vL29sWHDBoSGhvLzLy66\n8YYNG6qMYERUTHx8PIAPa0ZpjJjq16+PHj16IDw8nP/us88+k6neAQMG8MafJSUliIuLIwP4cuCi\nd8ujn6tXr/LfyRpNasCAAbzxZ0lJCeLj49GhQweZytAEPvnkE97wCQCuXLmC5ORkzJkzp0zENHlp\n2bIl7OzslFKWpuHi4sKndQNK9fP48WPMnDlTqr00aTAxMSGDgWokMTERmZmZ/Pxh8ODBUs8fOPT1\n9TFixAjs378fAJCbm4uEhAQywlECb968QWpqKq+fzz//XOb20LBhQwwZMoSPIJqVlYVXr15Ru1KQ\nt2/f4vXr17xu7O3tpUp3LY65uTmcnJxw+vRpAEB6ejqSk5NhZmZWHSLXasSNCkUiUaVnMYAw4iEA\nuecMVlZW0NLS4iPpSZZLQODwIRKJUFxczGf+KA/xKK4A5F5ntmrVCtra2iguLgZAuikPRdtN+/bt\n5aqX2o1ysbKywsyZM/HTTz/h2rVrOHv2LCIjIytMC5+WloZjx47h2LFjsLa2hqurKxwdHTUqzW5N\nIY+x4cOHD/Hw4UNs27YNn332GZydneksoRrgIrV+/fXXiI2NrTItfH5+Pi5cuIALFy6gcePGcHZ2\nhrOzM82XZUR8jGcYRuqokZJ7YbJGm7SyskK9evX4dpaVlSXT80Qp4r+blpYWWrdurXCZrVu3FswJ\nxCPGawKU9p0g1ADxjodhmHK9oyQXSeJedOUhfhD06tUrCu9eAeKh8WvqHyE9pB/1hnSj3pB+1Afx\nCBAA5DqYnjp1KubMmcNfMwyDvLw8LFq0iDfkIOSHmydxOurTp4/MZXz//feYNWsWf80wDHJzc+Hu\n7s57khKyIW7ABpR61cqCkZERNmzYgIEDBwoOHbgIk5QKTDG4NHecfmQ1RNPR0cGiRYv4dNZAabvh\nohs/ePBAuQJrEJIHnNJ6n7dt21ZwLevmJ3dYx7U1LoUfIURyU1haww3Jg2pZjQok9UN9YPmsX78e\nixYtgomJCd83PX78GD///DO8vb0pPZuKmT9/PjZt2oQWLVoI0nsuWbIES5YsQXJysoolJKoiJSUF\nwIf5Q1Vp+SpC8rnnz58rJhgB4MPYrci6CAD69u0ruKZUiIojua/w+eefy1WOZEplzimFEGJqasp/\nZllW5qhBihg9iUdmo3lHWRo3biy45iJ7VoSkYai8Gfckn83NzZW7nLqKeIYVlmX5iF4VIZkunNqN\neqGlpYW+ffti1apVUqeFj42NhZeXF8aMGYOVK1ciMjKSgkVUE9KmhQc+GBueO3cO8+fP55+jPYHq\nQda08KmpqTh06BAmTZqEmTNn4p9//qExRkrE+3tDQ8NKnUHEMTExEVwbGxvLVG+9evXQoEEDXqeU\nGVE+xMduReZn5ZXL6aZBgwZKK7c2QMafBKEGiA9ODRo0QL16ZZumvr6+4Lqqgb9Vq1bQ0tLiJ3dc\n6GuiLNwEq6b+EbJB+lF/SDfqDelH9Ygbeejq6sodbXDYsGH4/fff+UUswzAoLCzE8uXL8e+//ypF\nVk1F3BFHR0cHTZs2lauckSNHYvHixQIdFRQUYOnSpTh//rxSZNUkJL0/5YnmpKWlhd9++w2jR48W\nbH4mJyfDzc2NN2AkZEckEvGftbS05PZO//777/HTTz/x1wzzIXIupXGVD/H1Zf369aVO1Sq52Slr\nJDZzc3OBQwgdupWPsvQjuVldFc2aNSP9SMmgQYNw4MABPvVv3bc5AAAgAElEQVQkwzAoKSlBYGAg\nJk2ahHPnzqlYQs3Gzs4Of/31FyZNmsTPuViWxdWrVzFlyhQcOXKEj8pFqB/yGsBLwj3H9WuaFtGj\nupDUj7xR2CQdDigajuJIOvfIG12de47TjWS5RCmt/z/yEPc7RUREVHq/5B6CvL9rSUmJYJ0leSZE\nfHBY43RTlbOtpG7evXsnV71FRUUC3SjTSKGuwO3ZyKsbajfqC5dtcvfu3di1axdGjRoFY2PjCg1B\nCwoKcPHiRbi7u+Orr76Cj48PBSiqRmQ1NkxJSeGNDWfPno0zZ86QsWE1wEVqXbNmDY4dO4YffvgB\nlpaWFbYblmXx4MEDbNq0CaNHj8aaNWsQFRWl6tdQa3R0dPjP+fn5Uj8nGWCtqoBrFZXBjXfichDS\n07JlS/6zSCRCYWGhwmUWFhZCJBLxutG0aLqU9p0g1ABpDnvErd+B0lQvVR3GNWjQAFlZWWAYpkov\nO01EV1eXH0gYhsGUKVPKeI4qm+joaISEhFRrHXWF+vXrIy8vD0CpfubMmYNmzZpVa50REREICAio\n1jrqAlyKG26BMnLkSJkPn2UlNja2yo1WohTSj/rB9WWAdGN+ZXz++ecwMDDA0qVLkZ+fD4ZhUFxc\njLVr1yI3NxfDhw9XVFyNRHyDSzyFmDwMGDAABgYGWLZsGb8JUFRUBA8PD+Tm5mLo0KGKiqsxiG/e\nS86FZWXGjBkwMjLC/v37+Y21tLQ0uLm5Yf369UpL5atJiBuOKaqfMWPGwNDQEBs3buTHLy5y7tKl\nS2Fvb6+ouBqFuDOhLBuQkvfKc2hmYGDAe7yT53v5iBtgKqIfeQ6cST/SY2hoiF9//RWDBw+Gp6cn\nf1j57t07eHh44MyZM3BzcxNsVhM1h46ODr777js4Ojpi06ZNuHv3LoDSeffu3bvx77//ws3NDba2\ntiqWlJBE8mBN3rWqlpYWDAwM+Hm8+LyRkB/Jg3959aOrqwt9fX3+EJaMcxVHctwWj7AnC/Xr14ee\nnh7fFqntlE+7du1gbGzM/989e/ZspfstlpaWgvSfd+/elSs66/379wXGOmZmZnJIX7extLTERx99\nhPT0dLAsi9OnT2PUqFEVRvtq3bo1dHR0+JTV0dHRcHJykrnemJgYgW6aN28u/0vUUdq1awcjIyO+\nXwkODq6RdvPgwQNqNzWIrGnh3759C19fX/j6+qJDhw7Ytm2bymSv68iTFv7evXu4d+8etm3bhtOn\nT6tCbI1AnrTwoaGhCA0NRdOmTeHr66sq0dUa8YjRBQUFyMjIkMqR/fXr14JrWTOIZGVl8WdzgOZF\nl1QWtra20NbWFszRevbsqVCZt2/f5vs3HR0djdsTIuNPglADxAeniqJvSA5WL1++rDR9X0lJCd6/\nf88PPPJ4LdR1rKysBOkkW7RogQEDBlRrnQUFBWT8KSXW1taIiYnhr/X09NCjR49qrZPSHEhH27Zt\n8fjxY/66e/fuZVJ6KZugoCAyLpQS0o/6IW4UJRKJUFJSUm6Ub2np2bMnn5I0JyeH9w718vJCbm4u\nvvrqK2WIrVEoW0effvop1q1bh0WLFiE3N5ePGObp6Ync3FyMGTNGGWLXecQNcZURoW7y5Mlo0KAB\nduzYAaB0Yy07Oxtz586Fh4cHunTponAdmoS4YaBIJOKNNuXFxcUFBgYGWLVqFYqLiwWRcxcuXAhH\nR0dliK0RiOumpg38xPtOigxePqSf2kXXrl3h4+ODQ4cO4fDhw7yTVVRUFKZNm4avv/4aEyZMUNjB\nh5CPVq1awcvLC6dPn8auXbv4w7OEhAS4ubnB2dkZ06dPr3ZnOEJ6JKMYKzLnFjf0kUwdS8iHkZGR\n4FqRvk1HR4c3/uQO9Aj5kTxUViSynZ6eHn9gTWcG5cMwDBwdHXHy5EkApU7Pf//9N4YNG1bu/SYm\nJvjkk08QGRkJhmEQGBgolxHbiRMnBNcdOnSQXXgNwMnJCUeOHAEAJCYm4siRI5gwYUK59xoaGsLe\n3h6XL18GwzDw8/OTy/jz2LFjgmt5o+/WZRiGwYABAxAUFAQAePToEU6fPl2hE3TDhg0F7SYoKEiu\ndsO1Uw55o1YTssGlhe/bty8yMzN5Q8P4+HgA5RsaPnz4UCWyaiKyGhuKB68gqhcbGxvY2Njg559/\nRnh4OIKDg3Hjxg2UlJTwAQuAD+0mJSVFleKqNZIBoyIjIzF48OAqn4uMjOQ/syyL6OhomerlMlVx\ne+HyZvrTdOrXr4/+/fsjNDQUAODn56ew8aefnx+A0j6uf//+GhepndK+E4QaIB5ymGVZpKenl7lH\nMtUIF9WgIuLi4gQba+R1UBbJzZPY2FgVSUKUh2SKqEePHqlSHEIMyeho1HbUC9KP+iHpwKGMBXvn\nzp3h6enJH2RzBqC7du3C3r17FS5f06gOHXXp0gWbNm3iD7g5He3YsQMHDhxQuHxNQPzwuaSkBBkZ\nGQqXOWbMGMybN4+fXzAMg/fv32PBggWCjR+iasQNaViWRVpamsJl9uvXD6tWreINDcQj5/7zzz8K\nl68piEeCkkxPKA2KGPGKG2pTur3yER9zSD+1Ay7KpI+PDzp37gygVA+FhYU4ePAgpk6dSmOIihk6\ndCj279+PAQMG8AcwLMsiODgYkyZNoig2aoS5ubngWhEHH/FnFY3eT5QieXCpiH7EHRxIP4ojma1K\nEQcS8YAR5LxQMWPGjIG2tjY/pmzbtg3h4eEV3j927Fj+c0xMTBljwaoICQnBxYsXecMPGxubas9S\nVlsZM2YM9PX1ed3s2bMHf//9d4X3jx8/nnc2iI+P5x1CpcXX1xc3btzgddO1a1dyLKmAsWPHCtrN\n1q1bK03//uWXX/Kfo6Oj4e/vL1N9586dw/nz53ndWFtbkxGOCpAmLTyhOqpKC0+oBmnSwhOVY2Nj\nw/f/LMvi8OHDVTo2iUQiBAQECNrA8+fPcevWLanrPX78eBk5CPmYNm0ab6B569Yt3rlHHnx9fXHr\n1i0wDIP69etj2rRpyhKz1kDGnwShBnCGnRxPnz4tc0+DBg14I1GWZXHhwoVKBzDO240buCjVQVm4\nwZiMC9UTSQ9NMmBTHzjDaWo76gnpR/2wtLQE8EEnd+7cUUq5VlZW2LJlC0xNTfnyWZbFwYMH8ccf\nfyilDk2hVatWAKR3spEWGxsbbN68uYyO9u/fjz///FMpddRlLCwsBNfiEdsVwdXVFYsXL+ajRTEM\ng/z8fCxevBhhYWFKqUMT4NoNx71795RSbq9evbB+/Xp+44eLnLtp0yYEBAQopY66TtOmTQXXXLpq\naZH3ACArK0sQeU2aVEuaiOTavKb0k52dTfpREC7K5Ny5cwUZXJKSkuDu7o5ly5bh7du3KpRQs2nY\nsCGWLFmCtWvXCgwMs7Oz4enpiZkzZ5a730bULG3atBFE3Zc3A0tmZqagTyMjHOVgZWUlMNSUNQUi\nR05ODoqLi/lryYiihOxYWVlBW/tDIr/U1FS5ysnNzaWAEVLSvHlzjBs3jjfAKCwsxPLly+Hj44Pc\n3Nwy9/fo0QPDhg3jjTZ27tyJ7du3V2mEUFxcjP3792PDhg0CQwTK6lIxpqam+O677wQOH1u2bMGa\nNWvKdUq0sbHB+PHj+d/W398fy5cvLzcIizhZWVnYuHEjfHx8BLr55ptvlP9SdYQWLVpg7NixvG64\nbB579+7lo0GL07NnTwwZMoRvNzt27MDOnTulajcHDx7EunXrBLoZN25ctbwXIT1cWnh/f3+sWLEC\nDg4OgmjthOqoyNiQUD1cpNY9e/Zgx44dGD58uGDPgSgfAwMDdOnShR8DXrx4gRUrVpQ7TwNK9waW\nLFnCzxW4KN4sy2Ljxo3IzMysss5jx47h7t27/DmShYUFrUUVwMzMjD+nYVkWu3fvhre3t0yObu/f\nv4eXlxd8fHwAlEamXrJkSZn9cU2A0r4ThBpgYmICCwsL/tDn/v37+OSTT8rc169fP/j6+oJhGGRm\nZmLjxo1YsGBBmYnzqVOncPbsWX7RwzAMpbEsB/HInyzL4smTJ+RNo0aIG3+yLIv4+HgUFxfTQlEN\nEPdiYllWkGKcUD2kH/WjVatW0NbW5g+/bt++LVX6CWnL3rp1K+bOnYs3b97wY//x48fJ010GLC0t\nBTqKioqSKw1YebRu3RpbtmzBvHnzkJKSwuvIz8+PnHOqQDLyfXR0NBwcHJRSdv/+/aGvr49ly5ah\nsLCQjzC5YsUKdO3aVSl11HUsLS0F8+bbt2+jf//+Sinb1tYWmzZtwoIFC5Cdnc23m+3bt6Ndu3ZK\nqaMu07JlSwAf2k5cXJxUKSOHDx9eYUo+aeCMqrg1lWR0N6IUzqmT0098fLxU+vniiy/g4uIid71c\n+j3Sj+IMHToUffr0wdatW3HhwgW+jwoLC8PNmzfx3XffYfTo0Qqlsybkp1evXtizZw/27t2LgIAA\nlJSUgGVZ3L9/H9OnT8eXX36JyZMna1z6r5rir7/+gq+vb6X3iBt0xMXFyZU6V3LMobWPdAQEBODy\n5ctS3x8fH4+PP/5Y5noSEhIAkH5kITg4uEpnN11dXd5w8+nTp2jTpo3M9Tx//hwA6UZapkyZgnv3\n7uHOnTv8mtHX1xdnzpyBk5MTPv/8c7Rv356f1/3888/IyMhAWFgYWJZFQEAAgoOD4ejoCFtbWzRr\n1gwGBgbIzc1FSkoK7t27h3PnziEjI4PXCcMw6NGjh1zprzWJcePG4f79+wgLC+PnYqGhobh8+TLs\n7e3Rv39/QYTOqVOnIicnBydPngTDMLh8+TLCw8PRq1cvdOnSBebm5mV0ExERgYKCAoFuHB0dyz27\nIz4wdepU3L17F/fu3ePbzcGDB/HPP/9g8ODB+Pzzz2Ftbc3fP2vWLGRmZiI8PBwsy+LYsWM4e/Ys\nBg4cWGG7CQ0NRXp6ukA33bt3x4ABA1T45oQ4FaWFJ9QD8bTwjx49It2oEZJp4Uk3lfPFF18gJiaG\nnwtcu3YNEyZMgIuLC9q3b48GDRogOzsb9+/fR0hICJ99x9jYGLNnz8b06dPBMAySk5Px008/Yd68\neejWrVuZekQiEfbv34/jx48L7G+GDBlS069c57C3t8fGjRvh4eGBlJQUBAYG4sKFCxg0aBD69OkD\nKyurMsbQIpEIcXFxCA8PR2hoKLKyssCyLJo2bYrffvsNtra2Knob1ULGnwShJnTr1o03/oyIiMDk\nyZPL3OPq6opjx47xG9fnzp3Do0ePMGDAADRt2hQikQjXrl3jo1VxA0+fPn3IQ6QcWrRoAUNDQz6F\nUV5eHp49eybXxhmhfMzMzNCwYUPe06agoAAJCQmwsrJSsWRE69atoa+vz3vrikQivHr1ij/IJlQL\n6Uf90NHRQYcOHfjxOSwsDLNnz1ZaulVzc3N4eXlh3rx5SExM5Bef4oaGROXo6Oigffv2fORCZeuo\nRYsW8Pb2xrx58/DixQteL+IGu0RZGjRogDZt2uDZs2dgWRaXL1/Gjz/+qDRHnd69e2Pt2rX47bff\nkJeXB4ZhUFxcjNu3b5NepEBfXx/W1tZ8dPawsDDMnDlTEJFIEbjIufPnz0d6ejqvk/j4eNJPFRgb\nG+Ojjz7iI9nExMRg2LBhUj2riKOVpMOJZHRYohQTExOYmpri3bt3AEr188UXX1T5XL169RRKzUr6\nUS5clElnZ2d4eXnh9evXAEojDuzYsQMhISFwc3OTy6iNUBw9PT3897//xaBBg7Bp0ybExsby47yf\nnx8uXLiAGTNm4LPPPlO1qHUKlmWRlZWFrKysSu8Tn8vdunULw4cPl7kuyQwXtN6tGpZl8eLFC5ki\nTkdFRcnleCA55jRr1kzmMjQJlmXx8OFDPHz4UOpnbt++jYEDB8pc15MnTwTXpJvK0dLSwurVq7Fg\nwQI8ePCAX4e8e/cOfn5+8PPzg66uLiwsLGBhYQFDQ0M0a9YMJiYm/CF0dnY2goKCEBQUVG4d3LqG\nK9vS0hKLFy+uydestSxevBjLly/H1atX+d8vPz8fly5dwqVLlwB8CLxiaGiI+vXrw8TEhD9vKCoq\nwrVr1ypMSy6pG1tbW8ybN69mXq4Wo6WlBQ8PD/z666/8HIxlWaSlpeHIkSM4cuQI9PX10apVK143\nXOQ0rt1kZmbixIkTOHHiRLl1SOqmVatW1G7UGC4t/NixY1UtClEO7du3L5OJkVA9XKRWZTna11Uc\nHR1x4sQJwTwtIyMDR48eLXOv+Ngxfvx4fPzxx+jZsydu3LgBhmHw+vVrzJs3DxYWFujcuTMaNWqE\n/Px8vHr1CtHR0cjLyxMEETMxMSHjzwr49ttvZX6GC8zCzQOOHz+O48ePAyiN8splLMjJyRFEBhXX\na3FxMdavX89fHzhwQKH3qG2QCzpBqAn9+vUD8CFKG+eFK07Lli0xcuRIQTqLly9f4uDBg/D09MSu\nXbtw9+5dwcCjq6uLadOm1ei71CYkU79TanH1gltwcPqRZROUqD4YhuG9cym1uPpB+lFPunfvzn/O\nzc3FuXPnlFp+48aN4e3tDWtra4piLSeSOjp//rxSy2/SpAm8vb1hZWVFOpKBbt268Qv41NRUXL9+\nXanl29nZYePGjbyjFBkVyoZ4u8nMzERYWJhSy2/Tpg22bNnCR8kl/UgP19ewLIuYmJgaqTM8PJz/\nzDnaEeUjrp/o6OgaqVNcP82bNyf9KAkuyuRXX32FevXqCSLuzpw5E56ennxkCaLmsbKywvbt2zFj\nxgxBpM/U1FQsW7YM7u7uvOEuoThc5K2q/nH3siyLW7dulZsGtiquXLnCfzYyMqLohVIgy/qD08+N\nGzcE6dul5erVq/zn+vXro3nz5jKXoUnIo5vIyEi56oqIiOA/6+rq8hHjiYpp0KABPD09eWcdri/j\n5nL5+fmIi4vDxYsXcerUKfj5+fEGbJL3lvdP/J6uXbti8+bNMDY2VvFb1w50dHSwcuVKTJkyhXdC\n5NoT9/tmZGTwUTwvXLjAOyhUpRvJsgYMGIB169ZBT09PBW9a+zA0NMSWLVvg6upablvIzc1FbGws\nzp07h8DAQBw9elRq3UiWZ2tri82bN1PaXYIgCA2EYRi4u7ujUaNG/HVFYwg3rnft2pU3Rv/555/5\nsZ17LjExEWfOnMHhw4cREBCAiIgI5ObmCuxzGIbBL7/8QntrFfDq1SskJSXh1atXUv/jghiUp8Oc\nnBykpKQgJSUFOTk5Fc4J0tPTBWVqGmT8SRBqgp2dHdq3bw8LCwu0bNlScDAjzvTp09GrV68KNw+A\nD4OTtrY2Fi5cSBE9KsHGxkbw+1W3gZSNjQ0mT56MyZMnY9KkSdVaV11AUj/VbZxrZ2eHuXPnYu7c\nufjll1+qta7aTvv27Wu07bRq1QrOzs5wdnZWWrrsugzpR/2wt7cH8GHj2N/fX+kGTMbGxvD09ISt\nrS0ZF8pBTejIxMQEmzdvRqdOnUhHUtKrVy8AH/TCeXsqkw4dOmDLli2CTSJCOj799FMAwnajbFq0\naAEvLy9YWFhQu5GBzp0785/T09Nx//79aq2PS7/HrVE7depUrfXVdiT1U1WaV0VJTU0V6Ee8fkJx\n9PT0MH36dOzYsUPgiMOyLE6fPs2v/cl4XTUwDIPRo0dj7969cHBwEOgnMjISU6dOBUD6UZTKDDQq\nM6x5//49QkNDZaorKSkJDx8+5Ps0zrGbqBh59ZOZmSlTmngAePfuHaKjo3n9yJM2XpOQVzdpaWkC\nQ05pEIlEfGQjhmHQrl07mltLia6uLn755Rds3rwZLVu2FJzDVGRkIP7bVmYMz7IsGjdujF9//RWb\nNm1Cw4YNVfKOtRWGYfDtt99i9+7dsLOzK2MIIK4HSaNO7nN5/7hyrKyssH79eixZskRp2WE0BT09\nPf7/dfPmzaVqN+LzsarajampKd8uuf0cgiAIQvNo0aIFNm/ezO8dS84DxMeO3r17Y/Xq1fx3XORo\nLhNSZbY34oafM2fORN++fVXzwrUIaR1ExZ1EZX1W/H7JMjQNSvtOEGpCvXr1sH379irv09bWxqpV\nq3Do0CEcOXKkjHc8Nwh9/PHHmDVrFh26VcGECRMEKfaqewFvY2NDm9IyMHnyZEycOJG/rleven0W\nWrVqRcbSUjJ27Fj07t2bv65uz1o7OzvY2dlVax11CdKP+mFtbY3mzZsjKSkJAJCYmIjg4GC5UuhV\nhoGBATZs2IDff/8dkZGRGr3QkRUbGxs0a9aMj/70/PlzhISEwNnZWan1NGjQABs3bsSSJUtw8+ZN\n0lEV9OjRA0ZGRhCJRGDZ0uhQd+7cQZcuXZRaT5s2beDl5YV58+YhJSVFqWXXZWxtbfHRRx8hLS0N\nQGmk6StXrih986tJkybw8vLC/Pnz8eTJE2o3UtC7d29BNomMjIxqrc/X11ewIcoZbhPl07t3byQk\nJPDXnHd7dSGpn549e1ZrfZoKF2XyxIkT2LNnD5+GKiMjgz8kIFRHkyZNsGrVKoSFhWHr1q14+/Yt\nACA/P5/0oyCHDx9W6HnxqKzSwKXw4w7eaC1aORs2bFDoeVmjqgYEBKCkpARA6ZjTtWtXheqvy8yf\nP1+h52U1EgwKCkJRUREA0o28dOnSBXv37sX169dx+vRpXL9+XRAdt7J1iuQ4o62tDTs7O/Tr1w+D\nBw+Grq5utcmtCbRq1Qqenp6Ij4/HqVOncO7cuSqjr1c09puYmMDBwQH9+vXjHR4J+enWrRv27duH\na9eu4Z9//kFkZCQ/TgCytRstLS106dIF/fr1g4uLC0VilQNyqlVfaD2ivpBu1J9WrVrhr7/+wqlT\np3D+/Hk8fPiQn/fq6urC1tYWw4YN4zPxitOnTx9s3rwZ69atw8uXL/nvxY1GOdq1a4cff/xRkA2L\nKB9qNzUPc+HCBfrVCaKWkpubi8jISDx9+hQZGRnQ1tZGkyZN+CiiBEEQBEGoD2FhYYIorGZmZhg+\nfHi11FVcXAxvb28kJiby323evLla6qpLXLp0CQ8fPuSvzczMMGrUqGqpq6ioCFu2bBHoyNvbu1rq\nqu3s3bsXN2/e5K87deqEn376qVrqSk1Nxa+//srrhWEYnDt3rlrqqisEBQUJ0oq3bt0a3377bbXU\n9f79e6xYsUJg1Ojr61stdRHSU1hYCG9vb35TFShNm0Spj9SDwsJCbNmyBYWFhfx3s2bNIv1UM6mp\nqfD29kZ4eLjgwIBhGLi5uWHYsGEqllCzyc3Nxe7duxEYGFgmwhTpR/3x9fVFQUEBf+3k5ERpxdUI\nLy8v5OTk8Nfjxo2DlZWVCiUiOJYvXy5wCJo2bRpFA1eQrKwsPHjwALGxsYiNjUVKSgpEIhFycnKQ\nm5sLHR0d1K9fHwYGBjAyMoKFhQUsLS3RunVrdO3aleZj1UhJSQkSEhLw6NEjPH78WCbdWFlZVXsQ\nCk0mIyMD9+/fL7fd5OXlQVtbu0Ld2NnZwdjYWNWvUGvZv38//9ne3h7W1tYqlIYQ59atW/xnS0tL\nNG7cWIXSEOKcPn2a/2xra0sBhGoRmZmZKCkpgYmJiVTjeklJCa5evYpr167h6dOnEIlEqF+/PkxM\nTGBtbY2ePXuS46GUqEvK9RYtWqhahBqFjD8JgiAIgiAIgiAIgiAIgiCUTFhYGPbt28dHAQWA//zn\nPxg4cKAKpSI4Hjx4gAMHDgj08/XXX8PBwUGFUhEEQRAEQRAEQRAEQRCE9JDxJ0EQBEEQBEEQBEEQ\nBEEQBEEQBEEQBEEQBEEQBEEQRC2C4tYTBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEHUIrRV\nLQBBEKWsW7eO/+zs7Aw7OzuFyouOjkZwcDAAgGEYzJ8/X6HyCIIgCIIgCIIgCIIgCIIgCIIgCIIg\nCIIgCIIgCPWAIn8ShJoQHByMkJAQhISE4MWLFwqXl5iYyJfJGYESsuPn54fMzExVi0EQBEFoADTm\nEARBEDUJjTsEIR/UdghCdrZu3Yr4+HhVi0EQBEEQBEEQBEEQBFHnYC5cuMCqWgiCIABHR0cApVE6\n3dzcMGzYMIXKCwoKwpYtW/gyz507p7CMmoijoyO0tbXRu3dvuLi4oHfv3qhXj+zmCYIgCOVDYw5B\nEARRk9C4QxDyQW2HIGTH0dERDMOgXbt2cHV1xaBBg2BkZKRqsQiCIBQmJSUFLFt6zKqvrw8TExO5\nysnMzEReXh4AoF69emjSpInSZCSI2sS7d+8QHx+PrKwsZGdnAwCMjIxgbGyMdu3aoVGjRiqWsO5D\n/RpBKI+ioiI8efKk0n7t448/hrY2JWyuLoqLi3Hu3Dm+X2vRogU6d+4sV1n37t3Dq1evAJT2a05O\nTkqTkyhLeno6nj59Wm7badu2LUxNTVUsoXpBvQhBqBEMw6haBKIcioqKEB4ejvDwcDRq1AhOTk5w\ncXGBpaWlqkXTeN6+fVut5Tdu3Lhay9dkcnJy8P79e5SUlMj1vJmZmZIlIgj1gMYcgiAIoiahcYcg\n5IPajvpC+wTqC8uyiIuLw7Zt2/Dnn3/CwcEBLi4u6NWrF+2JEgRRK3n48CFmzJjBX8+YMQOjRo2S\nq6zz589j27Zt/LWPjw/atGmjsIwEURtITExEUFAQrl69iuTk5ErvNTMzg4ODA4YNG0Zz72qA+jX1\nhdY5tYvIyEgEBQXhxo0bKCoqqvRebW1t9OzZE8OHD0evXr1qSELN4dq1a1i7di2/5lyxYoXcZWVm\nZmLdunV8WQ0bNkTPnj2VIidRyosXL3DixAlcv34db968qfRec3Nz9O7dG6NGjULLli1rSEL1hSJ/\nEoSawHnAA6DIn2qEuF44jxDuun379nB1dcWAAQPQoEEDlcmoyYjrpzqgdqMciouLERERgUuXLuHx\n48d4+fIl357khXRTPr/88ouqRQAAeHp6qlqEWgmNOepPdXpyMgyDkJCQaitfk4iPj+fHnMTERIhE\nIrx//17usYfGnPKhMaf2Q+OOekNjjvpCbUe9oX0C9XshoCsAACAASURBVKSydmNqagpnZ2e4uLjQ\ngY2KoDGn5qG5dN3A09MTp06dAlAahcjPzw+6urpylZWfn49x48YhOzsbDMNg1KhRAgMsQjaoX6sd\nZGZmYsuWLbh8+TIASL1vw80hPvvsM8yePZuigSoR6tfUF1rn1A4SExOxbt06PHr0CIDs/ZqNjQ0W\nLFhAxu1K5Pfff8eVK1cAAM2aNcOhQ4cUKm/ChAl4/fo1GIZB//79sWTJEmWIqfGIRCJs3rwZFy9e\nBCB72xkwYADc3NxgaGhYXSKqPRT5kyDqKLm5ufxnfX19FUpSu2nfvj0/QZPcpH706BEePXqEP/74\nA5999hlcXFzQvXt3lcmqqShqRFgRFHVCOVy/fh1eXl68x64y9EW6qZjo6GiV/j4sy5J+FIDGHPWn\nuLi42sqmtqM4T58+xZYtW3D//n3+O0XHHdJLxdCYU/uhcUe9oTFHfaG2o/7QPoH60b9/f4SHh6Ow\nsBCAsO2kpaXB19cXvr6+6NSpE1xdXdG/f3/Ur19flSJrFDTm1Dw0l64bXL9+nf8d+/btK7eBFADo\n6emhb9++OHPmDADg6tWrZCSlANSvqT937tzB0qVLkZWVVcYxhKOq78PCwnD79m0sX74cdnZ2NSB1\n3Yf6NfWG1jnqzcWLF7F27VoUFhaW239J6q+8vz169Ag//PADFixYAEdHxxqQum5TXFyMqKgo/rfu\n37+/wmX2798fvr6+YFkWN2/epHm1EoiLi8PixYuRmpoq95zgwoULuHfvHlatWgUrK6sakFr9IONP\ngqijJCYm8p8p2oT8bN++HYmJifjnn38QGhqK9PR0AMJN6vz8fJw7dw7nzp1D06ZN4eLiAmdnZ5ib\nm6tSdI1BmRMqboJWXQsoTcPf3x87duwA8OG3VVRfpBuiLkNjTu2gOhby1LcpzqVLl7B69WoUFxcL\nNgIU0Rfphajr0Lij/tCYo55Q21F/aJ9A/fj9998hEokQGhqK4OBgxMbGAihrQH3//n3cv38fW7du\nxeeffw4XFxd07dpVZXJrEjTmEIRsJCUlITU1lW879vb2Cpdpb2+PM2fOgGVZJCcnIzk5GWZmZgqX\nq6lQv6a+xMTEYNGiRXwQG8n5gJ6eHpo0acKfbebk5CA1NRX5+fll7s/Ozoa7uzvWrFlDBqAKQv2a\n+kPrHPXl0qVLWLVqFUpKSgCA/22537lFixYwMzMT9GvJycl49epVGaO2wsJCeHh4oF69ekoxVtRk\nnj9/jvfv3wMo/X179OihcJk9evSAr68vgNJolc+fP0fr1q0VLldTSUpKwvz585GRkQGg7JxAV1e3\n3DlBQUFBmftTUlKwcOFCbNu2TSP338j4kyDqIGlpabhy5Qrf2VlYWKhYotpNq1at8N///hc//PAD\nIiMjcebMGVy7dg1FRUVlvHKSk5Nx4MABHDhwAF27dsWQIUPQr18/hbzjiIr56KOPZF7ssCwLkUjE\nbxQAHyYGxsbGpCslcePGDWzfvh3AB+Mb8UWkoaEh6tevj3r16qlKxDoLLdZrNzTmqD/KjCRJ7VU5\nxMbGYtWqVXxkD/HNNaJ6od+49kPjjnpDY476Qm1HfaF9AvXF0NAQI0eOxMiRI/Hs2TOcOXMGoaGh\nePfuHQDhoU1eXh5CQkIQEhKCZs2a8QbUTZo0UeUr1GlozKl56Heq3Tx79gzAB+MZGxsbhcuULOPZ\ns2dkJKUA1K+pJyKRCCtXrkRubq5g7Dc3N8eQIUPQp08fWFpaljk3KCkpwfPnz3HlyhWcOXMGb968\n4Z/Pz8/HqlWrsG/fPo1O96oo1K+pN7TOUV/evn2LDRs2oKSkRNCvdezYESNGjEDfvn0rzGqQm5uL\nK1euIDAwEA8ePODPU0tKSrBx40Z07twZjRs3rsnXqVNw/RqHtbW1wmV+/PHHAD60JTL+VIxly5Yh\nIyND0HY++ugjuLq6ol+/fmjTpg20tLQEzxQXFyMhIQGXL1/GmTNnkJaWxp8JpaenY+nSpdi5c6cq\nXkelMBcuXKAZK0HUAPHx8YiLi6vw7+vWreM7tcGDB8vsoVZSUoKcnBw8f/4cYWFhyM7O5ifo48eP\nx3/+8x+F5CeEZGVl4d9//0VwcDCvV0lPBO66fv36cHR0hIuLCzp27KgagYkyZGZmIjo6GqdOncKt\nW7fAMAxatmyJFStWwNLSUtXi1XqmTJmC58+f85OtevXqYfDgwXBycoKNjQ0MDAxULWKdJDo6WtUi\nAAB5WSsZGnPUB3nShnGbbMnJyYiJicGpU6fw8uVLMAyDTp06YcmSJTA1NQWAMotYQjpmzJjBb44B\npb+5nZ0dnJyc0L59ezRt2pQcDqoBGnPqLjTuqAc05tQ+qO3UfmifoOYpLi7G9evXcfbsWURERJRr\nQA18cCrt1q0bhgwZgr59+0JHR0dVYtc5aMypeWguXfs5ceIEtm7dCqD0//i///6rlHKdnJz4qGGz\nZ8/G8OHDlVKupkH9mvri7e2NkydP8ucGDMNg4sSJmDhxotRje2FhIf73v//h0KFDAD4YK44YMQKz\nZs2qTvHrNNSv1V1onVO9eHh4IDQ0lO/XtLW1MWfOHLi6uspUzj///IMtW7bwma0YhsGgQYPg7u5e\nTZLXffz9/flARbq6ujh79qxSynVxcUFhYSGA0rOJUaNGKaVcTePff//FmjVrBAGkRo4cie+//75C\ng2lJ8vLy4OPjg+PHjwvmFgsXLoSTk1N1iq92kPEnQdQQ+/fvx4EDByr8u7jnoDLSIot3bj4+PmjT\npo1CZRIVEx8fjzNnzuD8+fMVhqQWj8Lq6uoKJycnfqOAUD3nz5/Hxo0bkZ+fDyMjI3h6eqJt27aq\nFqvWkpCQgGnTpvH9kIGBAVavXk2p2ghCCdCYUzfw9fXFnj17UFJSAnNzc2zevBlNmzZVtVi1kqSk\nJEycOFGwuTZ//nwMGjRI1aIRRJ2Axp3aD405qoHaTu2H9glqnszMTN6AOj4+HkDF7cbQ0JA3oFZG\nVCpCOdCYQ2gShw4dwl9//QWgNHrayZMnlVLuiBEjkJ2dDYZh8J///Afjx49XSrmEfFC/plyKioow\nevRo5OTk8OeXv/zyC4YOHSpXeadPn8amTZv4PSFDQ0OcOHGCjHPlhPo1zYDWOcolPz8fI0eOREFB\nAd+veXh44NNPP5WrvIiICPz2228AStdA+vr6OHHiBPT09JQptsZw8OBB7NmzB4By+7WRI0ciKysL\nDMNg2rRp+Oabb5RSrqbx448/IjY2FkDpWn/q1KmYMGGCXGX5+vpi9+7d/JzAxsYGO3bsUKa4ao/W\nd999t0zVQhCEJhATE4Po6OgyqY+VDecJzzFy5Ei4uLhUW30EYGpqil69emHMmDGwsrJCfn4+kpKS\n+PDu4hvVmZmZiIqKQkBAAGJjYzFw4EAVS08AQJs2bdC2bVucP38e+fn5iIiIwJAhQyiKhJxcv34d\n4eHhAMBPfOn/OkEoBxpz6ga2trYwNTXFtWvXIBKJEBUVBVdXV9qcloOIiAhcuXKF////zTff4Msv\nv1S1WARRZ6Bxp/ZDY45qoLZT+6F9gppHX18fHTt2xPDhw9GnTx9oaWkhKSmJT1Mp3m4KCgrw+PFj\nnD59GpcvX8aIESNUKTrx/9CYQ2gSjx49ws2bNwGU9ksTJ05USrn79+/nI+R1794dtra2SimXkA/q\n15QLF1GVmw/37dsXP/zwg9zlWVtbIz4+HomJiQBKI4J26dIFzZo1U5bIGgX1a5oBrXOUS1RUFIKD\ng/l+zdXVFePGjZO7vJYtWyIlJQVPnjwBUBrJunPnzmjRooWyRNYo4uLiEBkZCaDUAWHSpElKKZcz\nlAeAXr16oVOnTkopV5PIzMzE9u3bBVk+5s2bJ3d5tra2uHv3Ll6/fg0ASE9Px/+xd+dxUVX9H8A/\nl2HfRNxwwQUFFNxyya3wUTPAtZ+ZqamlWWm2uKSPj20+lfao5dr6aKWmqVlpLgUm7gvuoiyCigYi\nKIgsw85wf3/4zHVGEGFm4N6Z+bxfL1/egZnDdxjO+Z577rnnPPPMM3B0dDRVyIrHfe+IallNTvzU\nli+KIlxcXDBp0iS8+eabNfrz6D6VSoUnn3wSCxYswM8//4wpU6agRYsW0meiTV6iKEKj0SAyMlLu\nkElHr169EBQUBABIT0+vdKVeqtzdu3f1HgcHB8sUCZHlYs4xf0OGDEHXrl0B3FsxecuWLTJHZJ4y\nMzMB3O9jDx06VM5wiCwW8455Y86RD+uOeeM4gXzatGmDt956C7/88gs+/PBD9OzZU++Geu2xKIq4\nfv26vMGSHuYcshZ16tSRjktKSqBWq40uU61Wo7i4uMKfQfJhu2Y62gkZ2nxuim1yR4wYAeD+TSLa\nn0HVx3bNevA8x3Ru374N4H67NmTIEKPLHDZsGID77dqtW7eMLtNa6bY5ZWVl0udljPT0dGg0Gumx\nh4eH0WVao5iYGOmcHgBGjhxpdJkPlhETE2N0mebEVu4AiKxF69atK50Apb0rBADatWsHb2/vapWv\nUqng5OQET09P+Pr6omPHjrC3tzcqZjJc3bp1MWrUKIwaNQqXLl1CWFgY9u/fD7VaXeOrv5Lhhg4d\nioMHD0IURezatQuTJ0+GrS1TZXXp3vns7OzME3qiGsacY75GjBiBM2fOQBRF/Pbbbxg7dixsbHh/\nXnXo/n07OjqiQYMGMkZDZB2Yd8wTc478WHfME8cJ5GVra4u+ffuib9++yMzMxF9//YU///wTSUlJ\nrDcKxpxD1sDT01Pv8fnz5/HEE08YVeb58+cBQLpBpG7dukaVR6bDds00Hlw0whQrQHbo0EFvN8Ts\n7Gyjy7RWbNesC89zTCMrK0s6FgQB/v7+Rpfp6+sLGxsb6VwnJyfH6DKtVcOGDQHcn0h75swZhIaG\nGlWm7grJgiCgfv36xgVppR7sE3Tp0sXoMrVlaD/vB3+GpWMLTlRLnnjiiUo7yeHh4dJxcHAwVy2y\nIG3btoWjoyMEQcCOHTvkDocq0b59ewD3OgUFBQWIjo5G586dZY7K/NSrV0861r37iYhqHnOOedHN\nMdnZ2bh06RICAgJkjMj86A4a6w72E1HtYN4xH8w5ysK6Yz44TqAcHh4eaNGiBVq0aIHk5GS5w6FK\nMOeQNQgICNCbmLF3716jJ0n99ddfeo/btm1rVHlkOmzXTEN3W2lXV1e9RSQMpVKp4OrqitzcXAiC\nwK2rjcB2zbrwPMc0dLeUdnFxMcn4tI2NDVxcXKR2zcHBwegyrVW7du3g4OCA4uJiiKKI7du3Gz35\nc/v27dKNiLa2ttzy3UC6N2u4urqaZFE7e3t7uLq6Ii8vD4D1TZzm5E8iBdHeIUCWQa1WIyIiAmFh\nYUhISJA7HKoCe3t7uLi4IC8vD4Ig4Pr16zzZMYDuCXxRURGys7O5+qcZy8/PB3BvFVdSLuYc8+Tk\n5ARnZ2epnl29epUXD6rJz89POi4oKEB+fj7bKzPGnGM+mHfMD3OOMrDumB+OE8gvKSkJf/75J/bu\n3YvMzEy5w6EqYM6RB/vStcvFxQV+fn6Ij4+HKIo4fPgwLl68aPBKhhcvXsThw4elyQStWrXiCnkK\nwnbNNLy8vKTj/Px8k1wTFUVR6qcBQKNGjYwqz5qxXbMuPM8xjSZNmkjHarUaGo3G6IntGo1G2iHk\nwZ9B1WNra4tOnTrh5MmTAIArV65gx44dGDZsmEHl/f7777h8+TIEQYAgCAgMDOTkXAPpTpwuKCgw\nWbmFhYXSsbV9Npz8SaQQulvCV3fLd1IOURRx6tQphIWF4dixYygpKdHbgkr3RJYTfZVJo9FIn41a\nrZY5GvPUtGlTtGnTBleuXAEAnDx5EgMHDpQ5KqqK2NhYnDhxAjExMUhMTERubi7KysoA3Lvb0M3N\nDT4+PggMDETPnj3Rrl07mSO2bsw5lkP7+VjbnYim0KpVKzRt2hQpKSkAgLNnzxq9KgHVDuYc88O8\nYxmYc2of64754zhB7cvLy5MmSsfHxwOAVG+0n4X2sZOTkzxB0iMx59Qc9qWVISQkBJcuXZImNn34\n4YdYuXIlmjVrVq1ykpOT8eGHH0rlCIKAkJCQGoqajMF2zTi6E2bLyspw5coV+Pr6GlXmlStXpPZP\nOxGHDMd2zbrwPMd47du3h42NjdQOxcbGGjxhWis2NlY617GxsZFWaSXDjBgxAidPnpTao1WrVsHV\n1RX9+/evVjkRERFYtWqVXrs2YsSIGora8nl4eEjHGo0GycnJRs+RSklJQWlpqdSu6f4Ma8DJn0QK\n8c9//lPuEMgIN27cQFhYGPbs2YM7d+4AqHhQWhRFNG7cGMHBwXoTfkkZ0tPTUVhYKH1munedUPWM\nGzcO8+fPBwBs3LgR/fv3N8k2LlQzjh8/jh9//FG6qAZA74I0cK/znZWVhXPnzuHcuXPYsGED2rZt\niwkTJqBHjx61HbJVY86xHFlZWcjPz5c+N1NsbWGNRo8ejc8//xwAsHnzZk7+VDjmHPPDvGMZmHNq\nH+uOZeA4Qe06ffo0wsLCcPToURQXFwOouN4IgoDOnTsjJCQEffv2lS1eqhhzTs1hX1pZBg8ejJ9+\n+gnp6ekQBAFZWVmYMmUKXn/9dYSEhMDGxqbS15eVleHPP//E119/rVdn6tWrh+HDh9fGW6AqYrtm\nGvXr10fHjh1x4cIFAMDu3bsxffp0o8rctWsXgHv9hE6dOqFevXpGx2nN2K5ZD57nmIa7uzt69OiB\n48ePA7i3Jbixkz+3b98O4F671rNnT7i7uxsdpzV7/PHHERAQgNjYWAiCAI1GgwULFiAyMhLjxo1D\n8+bNK319UlISNmzYgIiICOlcVBAE+Pn58TqEEbQ3FWjboIiICLz00ktGlbl3714A98cMqnvjgrnj\n5E8iIgMVFBRg3759CAsLQ2xsLAD9AWntnR+iKMLBwQFBQUEIDQ3lsvkKFh4eDuB+p8DT01PmiMxX\nUFAQBgwYgIiICCQnJ2PJkiWYO3eu3GHRA4qLi/HFF19g9+7dAMq3YQ+jfV5cXBzmzZuHIUOGYNq0\naRz4rEHMOZZp//79AO7nHWu7E9FUBg8ejP379+Ps2bOIi4vDmjVrMHnyZLnDogcw55gX5h3Lw5xT\nO1h3LA/HCWpeSkoKwsPDsWfPHqSnpwN4eL1p2LAhgoODERISgsaNG8sZNlWCOcf02JdWJpVKhZkz\nZ2LevHnS33t+fj4+//xzrFu3Dv369UNgYCCaNGkCV1dXAPdWVktJSUFMTAwOHDiAjIwM6bWiKMLG\nxgYzZ86EnZ2dzO+OdLFdM51JkyZhxowZAO5N3PzHP/5hcF/4/Pnz2LVrl9QOTpw40WRxWiu2a9aD\n5zmm8/LLL+PUqVPQaDQ4cOAA+vTpU+1VJbUiIiKwf/9+CIIAlUqFl19+2cTRWqd58+Zh6tSpUKvV\nUtsUERGBiIgI+Pr6VtquaXe51G3X3Nzc8N5778n5lsyen58fPDw8kJ2dDVEUsWXLFjz99NNo0qSJ\nQeWlpaVhy5Yt0mdUp04d+Pn5mThqZRP2798vPvppRESkde7cOfz55584fPhwpasQAPe2sQgNDUW/\nfv3g7OwsT8BUJTExMZg9ezaKioqkDtymTZvQsGFDuUMzW6WlpZg/fz6OHTsGQRDQsWNHvPnmm/Dx\n8ZE7NMK9lSDee+89nDx5Uvqb13pw1YgHPfhcQRDQo0cPfPLJJ4+8+5eqhznHciUnJ+PNN99Ebm6u\nVI/Wrl1r9NYW1iovLw/vvPMO4uPjIQgCBgwYgGnTpqFOnTpyh0ZgzjEnzDuWiTmn5rHuWCaOE9Sc\ngoICHDhwAGFhYYiOjgbw8Dpjb2+PJ554AqGhoejSpUulE91Ifsw5pse+tPL9/PPP+Oabb8q1X49q\nrypq96ZOnYrnnnuuBqOl6mK7Znpr167F+vXrAQAODg6YO3dutVfyPnjwIBYtWoTCwkIAwEsvvYQJ\nEyaYPFZrxXbNsvE8x/R2794t7UxlY2ODV199FSNHjqxyf6usrAxbt27FmjVroNFoIAgCZs2ahUGD\nBtVk2Fbl3LlzePfdd1FUVARAvx/9sLbtweeIoghHR0csXLiQN/GawLJly7Bz507pd9uoUSMsWbKk\n2it23rx5E7Nnz0ZqaiqAe5/V0KFDjV5d3Nxw8icRURWkpaVJ27XdunULwMMHpevVq4eBAwciJCTk\nkUuFk/xu3LiB3bt347fffkNpaal0ouPn54evv/5a7vDMniiK+PHHH7FhwwZoNBoA9+7m6dixIxo1\nagRnZ2eDLtxwO0TjrVy5Etu3by93IcDLywtBQUHw8/ND48aN4eLiAuDexKrU1FQkJCTg8OHDSE1N\nLbft3vDhw/HWW2/J8n4sCXOOZSsoKMCePXvwww8/ICcnRzqx9fb2xrp16+QOz6wVFxdj+fLlCAsL\ngyAIsLOzQ69evYzOOZ06daqBaK0Lc46yMe9YLuacmsW6Y7k4TlBzzp8/j7CwMBw6dKjcRbcH642/\nvz9CQ0PRv39/aQUWUi7mnJrDvrR5CAsLw/Lly1FcXFyuPXsY3ec5ODjg7bffRkhISI3HSlXDdq1m\nbdq0Cd999x3KysogCAK6dOmCZ555Bj169ICtbcUbl5aWliIyMhK///47zp49C1EUpZXxRo8eXcvv\nwPKxXbM8PM+pWfv27cPSpUuRn58PQRDg7e2NoUOHok+fPvDy8qrwNWlpaThy5Ah27dqF5ORkiKII\nZ2dnzJo1C/369avld2D5rl27hg8++AApKSlVuqHqwed4e3vj3//+N1q2bFnToVqFjIwMjB8/Xu8m\nagcHB4wdOxbDhg175MIeOTk52LlzJzZu3IjCwkKpr+bg4IANGzagXr16tfE2FIOTP4nMiFqtRkFB\nAcrKyqr92kaNGtVARJYvPDwc4eHhiIqKAlDx3W2iKMLW1ha9evVCaGgoHn/8cd45XUtmz55t0Os0\nGg0KCgqQlpaGnJwcAPrLtQuCgMWLF6Nr166mDNdqJSUl4csvv8SpU6ekrxm7UkdERISxYVm1a9eu\n6W2JrL1oMG3aNPTp06dKZRw7dgxffvmldBFBu4XL6tWr0apVq5oK3aIx5yjfZ599ZtDrysrKpLyT\nmJioN7im/f/dd981eDsYui8nJweLFi3C8ePHARifbwDmHGMx5ygX846yMecoF+uOsnGcQJnWrVuH\nPXv2IC0tDcDDJ3x6eHhg4MCBCA0N5QW1WsSco1zsS5uXa9euYc2aNYiMjHzkKnm63+/Tpw8mTZrE\nds+E2K4pl+5nc+XKFSQkJAC4X1dUKhVatmwp3cQLAPn5+bh16xauX78uLTChO2mtdevWVf752tX0\nqGrYrikHz3OUS/ezSU9PR1JSkvRYW19cXFzKtWu3b9+GWq0GoF9/mjdvjvr161crhiVLlhj1HqxJ\nUVERduzYga1btyIjI0Pvew+b6N6wYUOMGjUKQ4YMgb29fa3Fag1++eUXfPXVV+VuVlOpVOjQoQP8\n/f3h5eWld6PbrVu3EB8fjwsXLkCj0ZRr015//XU8++yzcr4tWXDyJ5FCae8qPHfuHOLi4soln+ri\nRWvD9O/fX0oWQPmk7+Pjg9DQUDz11FPcVlQG2s/HEA923HQ/2xdffBEvvvii0fFZO1EUsWbNGmzd\nulUalNH9nqEEQWCbZqT58+fj0KFD0t99YGAgPv30U6nzXFX5+fmYO3cuoqOjpbL69u2LDz74wOQx\nWwPmHOUzJu8AFW8lIooiBg0ahHfeecfo+Kzdzp07sXr1auTl5UlfMybfAMw5psCco1zMO8rGnKNc\nrDvKxnECZdKtNw9OlFapVOjRowdCQ0PRs2dPqFQqGSO1Tsw5ysW+tHm6fv06Dh8+jPPnz+Py5cvS\nxA4tV1dX+Pn5oXPnzggKCuKq4DWA7ZpyPeyzeVg/rKrfrwptP4TjPNXHdk1+PM9Rrqq2a8DDJxfq\nfq862K4ZTqPRIDY2VmrXsrKypAnS7u7u8PDwgJ+fHzp16oSAgACep9agL774Ar/99lu5+vGoOlHR\nuNyzzz6LadOm1WC0ylXxuulEJKsNGzZg8+bNKCgoAGCai9ZkHO0AtSiKcHNzw4ABAxAaGgpfX1+5\nQyMDPXixQbuU/tSpUzF48GAZI7McCxYswP79+x96UZTkUVpailOnTkntWr169bBw4cJqXzgAAGdn\nZyxcuBATJ05EZmYmRFHEyZMnodFoeCJkBOYcy/Vg7rGxscHYsWMxceJEGaOyDP/973+xZcuWcjmH\nuUdezDnmgXnHMjHn1DzWHcvDcYKapztxumXLlggJCcHAgQNRt25dmSMjYzDn1Az2pc1Xy5Yt0bJl\nS4wfPx7AvckFupMJ+DtXPrZrte9R1zF5nVNebNfMG89z5FFZu8U2TX7alSU7dOggdyhW74033kCz\nZs3w7bffoqioqFybVRFBEPSu/Tg4OGDKlCkYPnx4rcSsRJz8SaQgxcXFeO+993DmzBm9C9fG3OnB\nC93G0/4uH3/8cYSEhKBPnz6ws7OTOyz6H2P/xu3t7dGmTRsEBQUhODiYK7OYyI4dO7Bv374KO18t\nWrRAw4YN4ejoyEEBGcTGxqKgoED6bF544QW4uroaXJ6rqyteeOEFrFy5EsC9latjYmLQsWNHU4Vs\nVZhzlM8UfStPT08EBQVh+PDhaNGihQmism4HDx7E5s2bAZSf7Onu7o6GDRvCycmJ2+3KgDlH+Zh3\nlI05R7lYd5SN4wTKJIoiXFxc0L9/f4SGhqJt27Zyh0Q6mHOUh31p+URFRUnH3t7e8PT0NKo8lUrF\nSe4yYLumXLxuWfvYrlkGnucoF9u12rdu3TrpuFevXvDz85MxGjLWM888g+7du2PTpk2IiIhAUVGR\n3vcfvO6j/d/BwQEDBw7E888/j6ZNm9Zu0ArDyZ9ECrJs2TKcPn0agP4KEs7OzlCpVMjNzZW+17Bh\nQxQUFECtVqOsrEz6upanpycvPJhAs2bNEBwcWRonkgAAIABJREFUjKeffhoNGjSQOxx6wJIlSwx6\nnUqlgpOTE1xdXeHl5cUJiCam0Wiwfv16vY5Yw4YN8fLLLyMoKAgODg4yR2jdbt26BeD+BeugoCCj\nywwKCsLKlSulz1z7M6h6mHOUb9asWQa9TjfvNG/enJ+via1evRrA/f6zs7MzRo8ejaeeegpeXl4y\nR2fdmHOUjXlH2ZhzlIt1R9k4TqBMXbt2RUhICJ588knY29vLHQ49gDlHmdiXls+MGTOk39H06dMx\ndOjQCp+n+/tzd3eHk5NTrcRHj8Z2TbkM/WzIOGzXzB/Pc5TL0M+GjLNu3TqpXfP09Hzo5M/w8HDp\nODAwEM2aNauV+Kj6mjZtinfeeQdTpkzB+fPnER0djcTEROTm5krzpNzc3ODu7o5WrVqhffv26Ny5\ns1E3yFkSTv4kUogLFy4gPDxcb9JnSEgIRo8ejebNm2PHjh1Yvny59PxNmzYBuDfJ6sqVKzh69Ch2\n7dqFrKwsCIIAFxcXfPjhh/Dx8ZHrLVmE9evXyx0CVaJr165yh0AViImJQWZmptSeNW7cGF988QXv\nBFWIu3fvSsf29vZG3+UL3DuxcnBwQHFxcbmfQVXHnKN83AZHeS5duoSbN29KOcfDwwMrVqyAt7e3\n3KERmHOUjnlH2ZhzlIt1R9k4TqBMvCCqbMw5ysS+tLy0k24rM2bMmCpNpqLax3ZNufjZyIftmnnj\neY5y8bORT1XatUWLFum1a5z8qXyurq544okn8MQTT8gdilnhvndECqHdqlKbpCZOnIg5c+agefPm\nlb5OpVLB398fkyZNwsaNG/HUU09BFEXcuHED06dPR3x8fG2ET0QkuXr1KoD77dmrr77KiZ8Kol0t\nGoBJ7/LULUv3ZxAR1aSEhAQA93PO5MmTOfFTQZhziIiIiIgMw760vB41kUCL27wSkblgu0ZElobt\nGtF9XPmTSAGKi4tx+vRpacUiX19fjB8/vtrlODk5Yd68eXBycsLOnTuhVqvx/vvv44cffoCLi0sN\nRE5EVF5eXp7e4169eskUCVXEw8NDOi4oKIBarTZ6SXy1Wo38/HzpREv3ZxAR1aScnBy9x3379pUp\nEqoIcw4RERERkWHYl5aP7kSCR00WqOqkAyIiObFdIyJLo1KppBuZHnVDE9s15bl27RoOHTokPQ4M\nDES3bt1kjMj8ceVPIgWIj49HaWkpgHvJZ/jw4UaV99Zbb0krHt25cwc//fST0TESEVWVg4ODdOzq\n6gp7e3sZo6EH1a9fX+9xZGSk0WVqy9AOHD34M4iIaopujnFxceENTwrDnENEREREZBj2peWje16p\nVqtljISIyDTYrhGRpXFzc5P6tJmZmTJHQ9V17tw5rFu3DuvXr8f69es5QdcEOPmTSAFu3rwJ4P6g\ny2OPPfbI12g0mod+T6VS4fnnn5fK3L17N5ezJqJa4+XlJR0XFBTIGAlVJDAwELa2ttJq0xs2bJBu\nQDCERqPBpk2bpI65SqVC+/btTRUuEVGlGjRoIB2XlJTIGAlVhDmHiIiIiMgw7EvLx9PTU7qeEh0d\nLXM0RETGY7tGRJamYcOG0rEpbpKi2pWfnw/g/vyoDh06yBmOReC270QKkJubKx2rVCq9iVO6X9dV\nXFwMJyenh5bZs2dPvfLj4+PRtm1bE0Rr3bKzs3H06FEkJCQgKSlJ2irnUcuJV0QQBGzcuLEGoiSS\nV2BgoDQwrdFocPPmTTRp0kTusOh/nJyc0LFjR5w9exYAkJycjMWLF2Pu3Lmwsan+fUGff/45rl27\nBkEQIAgCOnXqBEdHR1OHbZWYc4gerV27dtJxcXExMjIyuHqNgjDnmBfmHSLDsO4QVV9iYiIOHDiA\nhIQEJCcnQ61WIy8vz+Cb1yMiIkwcIZH82JeWT9u2bZGUlARRFHHixAmEhYUhJCRE7rCIrEZJSQly\nc3Ola6dubm5wc3ODnZ2dzJGZL7ZrRPIpKyvDzZs3kZOTo9euubu7o0mTJgb16+jeteiEhAQAwJUr\nV7Bo0SJMmDABjRs3ljkyqooHd3TjLqLG4+RPIgUoLCyUjp2dnSt8zoMTPdVqdaWTPz09PWFvby+t\ngHT9+nVO/jRCVlYWvv76axw4cEDvDmtjVlTl8tVkqTw9PdGlSxecOXMGAHDw4EGMGTNG5qhI15gx\nY3D27Flpkm5ERAQyMjIwa9YsNG3atEplpKamYtmyZThz5oxUjiAIGDt2bA1Hb/mYc4iqzsvLC+3a\ntUNcXBwA4NixYxg2bJjMUZEu5hzlY94hMgzrDlH1/f3331i6dKneilPG7lbEekOWjH1peQQFBWHP\nnj3S72vJkiVYu3Yt2rRpA1dX1wrbnfDwcMTGxposBkEQMGfOHJOVR6RkZWVlOHz4ME6cOIGYmBjc\nuHGjwuc1a9YMgYGB6NmzJ5544glOmKoGtmtEtUutVuOPP/5AZGQk4uPj9eaC6HJ0dIS/vz969eqF\n0NBQuLq61nKk5is0NBTbtm0DcO+ccs+ePdizZw+cnJzg6upaYY747rvvsGnTJpPFwBt4Dae7gEdR\nUZGMkVgOTv4kUgDdO2wftnXLgxM9MzIy9La5rIiDgwOKi4shCALu3r1rfKBWKj4+HnPnzkVOTo40\nIK09ETJ0gNnYgW1LN378eLlDgCAIWL9+vdxhmK3Jkyfj3LlzEEURmzdvRnBwMDw9PeUOi/6na9eu\n6NmzJyIjI6UBn6ioKLz00kvo3r07goKC4O/vDy8vLyn/FBQUIC0tDfHx8Thy5AhOnjwJjUYjXTQQ\nBAE9e/bEY489JvO7M2/MOfKYPXu23CEAAJYsWSJ3CGZp0qRJ0me4ceNGDBw4sNKbpKh2MecoG/NO\n7WPOsQysO7WP4wTm7+TJk3j//fdRWlqqV2+MmbzJelM55hzzx760PHr37g1/f3/Ex8dLv/fbt28j\nPT293HO17VBcXJx0U6KxtJ8VJ0mVx3bN8uzYsQM//fSTVL8qy+3Jycm4ceMGwsPD0aBBA4wbNw5D\nhgyprVDNGts15eJ5jmXRaDT4/vvvsW3bNmlCW2XtWkFBAaKiohAVFYW1a9fi//7v/zBx4sRyO8JS\neW3atEFwcDDCw8Olc0pRFJGfny9tKa6l/QxycnKQk5Njshh4I6LhfH19pePS0lLcuXMH9erVkzEi\n88fJn0QKUKdOHem4oKBA6gTratiwIYD7SSQxMVFvm8sHFRcXQ61W6yU7qr6MjAzMnTsX2dnZAMDf\nZy1JSUmRTkDlwg6bcfz9/TFlyhR89dVXUKvV+Oc//4lFixZxAqiCvPvuu3jrrbekLb9EUYRGo8GJ\nEydw4sQJ6XkPa/d0L9aJoohWrVrh3Xffrb03YIGYc+SjXQFFLhX1/ajqunbtilGjRuHnn39GRkYG\n3n//fXzyySfcwlBBmHOUiXlHHsw55o91Rx4cJzBvycnJ+PDDD6UdilhvagdzjmVgX1oeH330Ed55\n5x0kJyfz71hB2K5ZjtzcXHz66ac4ceKEXrv1qN+v9rm3b9/GsmXLcPz4ccydOxdubm41Gq8lYLum\nTDzPsRxpaWn44IMPcPXq1Wrf7CaKIgoKCrBp0yacOnUK//73v+Hl5VXTIZu9GTNmQKPRYO/evQAq\n/luuTo6pDp7LGsfb2xvNmjWTVvuOjIzE4MGDZY7KvHHyJ5ECNG/eXO/xzZs3y23b0rx5c6hUKpSV\nlQEAzp07V2kDeP78eb0TUS4Tbpjvv/8e2dnZeoNndevWxVNPPYX27dujcePGcHZ25vYSNUSuEw52\n2Exj5MiRsLOzw5dffonExERMmjQJ48ePR0hICFxcXOQOz+q5uLhgyZIlmD9/PqKjo/Xqm24dqKg+\n6J6wiqKIDh064MMPP4Szs3PNB27BmHOIDDdlyhQIgoAtW7bg3LlzeOWVVzBlyhT07t2bA5gKwJyj\nTMw7RIZh3ZEXxwnM0+rVq1FUVKRXb3x8fDB48GDWG6JHYF9aHg0aNMC3336Ln3/+GX/88Qdu375d\n6fOZJ4iqrqioCHPnzsWlS5f0rmOKoliluqT7/MjISPzrX//C0qVLYW9vX6Nxmzu2a8rG8xzzlp2d\njTlz5kgT2Sq6KcfW1lbqg+Xn5+vtBqv7/MuXL2POnDlYtWqV3gJiVJ69vT3mzZuHoUOHYvfu3bh4\n8SJSU1Mf+nz+vSvLyJEjsXz5cgDApk2bEBwcDFtbTmE0FH9zRArQvHlz2NjYSAnn2rVr5SZ/2tnZ\nwc/PT1pi/8iRI0hPT69w63dRFLFx40bpWBCEchNM6dEKCwuxd+9e6Y4rQRAQHByMt99+mytJ1QJ2\nwMzbokWLpOOWLVviypUryMnJwVdffYVvvvkGrVq1gpeXl0GTQLk9iOl4enpi+fLl2Lx5M37++Wdp\nu4Oq3mHt7u6O559/Hs8//zwv0hmJOUd+zDvma926dQAAR0dHtG3bFpcuXUJKSgo++OAD1KlTB+3b\nt0ejRo0MvhnqxRdfNGW4Vos5R1mYd+TFnGO+WHfkxbpjntRqNY4dO6ZXb1588UVMmDCBN+nUAtYb\ny8C+tDwcHR0xYcIETJgwAenp6UhKSoJarUZhYSFEUcTixYulz+Dpp59Gp06dZI7YOrBdM3+LFy9G\nXFycNEFd+5m2b98eQUFB8Pf3R+PGjaVrB3l5eUhNTUV8fDwOHz6Mixcv6r02Li4OixcvxnvvvSfn\n2zILbNeUie2a+fvoo49w48YNvUmcDg4OePLJJ6V27cE5Henp6YiPj8ehQ4dw+PBh6WY5URSRkpKC\nTz75BEuWLJHj7ZidDh06oEOHDgDubSGel5cntWtjx46VPpdJkyZhwIABcoZKOoYMGYI9e/YgNjYW\nqamp+PTTT/Hee+9xnMBAwv79+5lNiBRg2rRp0snO8OHD8dZbb5V7ztatW/H1119Lib9Nmzb46KOP\n9Jb9zs/Px/Lly/UuRjg5OWH79u2ws7Orzbdk9k6ePIm5c+dKCaZbt256E9qo5qSkpMgdAgCUm4RN\nVde/f/8aWV5fe6EoIiLCqPiovOLiYuzduxcnTpxATEwMMjMzK3xevXr1EBAQgJ49e2LAgAG8o9pE\nmHPkdebMGblDAHBv+3KqvkflHGMHC5hzTI85R37MO/JhzjFvrDvy4TiB+Tp27JjeBZwBAwZg3rx5\nMkdlHZhzLBP70sqhey46ffp0DB06VOaILB/bNfMXHR2Nt956S2+ClJ+fH2bMmAF/f/8qlZGQkIBl\ny5YhPj5e7+aSVatWISAgoCbDt3hs12ofz3PMX2RkJObNm6c3mb1Xr16YPn16hYt4VSQjIwMrVqzA\n0aNH9dq1hQsXokePHjUZvsVju6ZsWVlZmDVrFq5duwZBENCuXTtMnz4dbdq0kTs0s8OVP4kUomvX\nrtKqnidOnKjwOSEhIdiwYQPUajUEQcCVK1cwfvx4BAQEoGHDhlCr1bh48SIKCgoA3J8kNWjQIE78\nNEBaWhqA+7/HcePGyRyR9eBJhuXi3TrKZW9vj0GDBmHQoEEA7m1TkZOTg9zcXACAm5sb3N3duc1E\nDWHOkRcH7S2D7lZhQPmcU5276HUH2cj0mHPkx7wjH+Yc88a6Ix+OE5iv9PR0APfrzXPPPSdzRNaD\nOccysS9N1oztmvnT7lqo1adPH3zwwQfVuobp5+eHVatW4aOPPsKRI0eksZsNGzZg4cKFJo2XqKbx\nPMf8bd68GcD9852hQ4di+vTp1Sqjfv36+Pjjj7Fy5Ups375date2bNnCyZ9ksaKiogAAkydPxurV\nq3H9+nXExcXhtddeg6+vLzp37gwfHx+4u7vDycmp2uVb2+rVnPxJpBD9+vXDhg0bIIoi0tLScObM\nmXInsm5ubnjttdfw2WefSVsaaDQaREdHS8/RXeFIFEU0atSIW1UaSDtgBgA2NjZo3769jNEQmR9u\nVWHe6tSpwwsFtYg5h8g42pxjqtzDHFa7mHNqH/MOkWFYd4iqT7feqFQq+Pr6yhgNkeVhX1pePHck\nqrqioiKcO3dOun7ZtGlTvP/++wYtXmNra4v33nsPL7/8Mm7evAlRFHH27FkUFxdzpWMjsV0jqrq8\nvDzExMRI7Zqvr2+Fu7tW1RtvvIHY2FhcvnwZoigiOjoa+fn5cHZ2NmHU1oftmjLNmDGj3GIe2s8q\nISEBly9fNqp8a9vRjZM/iRSiVatWGDNmDNRqNQA8dLuWQYMGISMjA2vXrpUmgOrS3SqhUaNGWLhw\nIVxdXWs2eAule8Lp4uLClZ+IqmHOnDlyh0BkVphziAzHG52Iqo95h8gwrDtE1efo6CgdG7JaBxGR\nUi1dulQ69vb2ljESIvMQHR2N4uJiAPeuZb7wwgtGTdS0t7fHCy+8gMWLFwMASkpKEB0djS5dupgk\nXmvEdo2oemJiYqDRaADca9dGjx4NGxsbg8uzsbHB6NGj8dFHHwGAtAjY448/bpJ4rdG+ffvkDoEe\nQXdxO91xNmMm7VrjeB0nfxIpyCuvvFKl502YMAGdOnXC999/j+jo6HINn7OzMwYNGoRx48bB3d29\nJkK1Co0bN5aO8/PzZYyEyPyEhITIHQKRWWHOITIcJ38SVR/zDpFhWHeIqk93K8u8vDwZIyEiMq3O\nnTvLHQKRWUlPT9d73Lt3b6PL7NOnD4D7kzxu375tdJnWjO0aUfXcuXNH77EptmjXlqFt1x78GUSW\niiu0GoeTP4nMVKdOnbBixQpkZWXh2rVruHv3Luzs7NCgQQP4+vpCpVLJHaLZCwwMlJaX1mg0SEpK\nQvPmzeUOi4iILBBzDhER1SbmHSLDsO4QVV+HDh2gUqmg0WggiiKuXLmCNm3ayB0WERER1bLs7Gzp\n2NHR0SSL17i5ucHJyQmFhYXlfgYRUU3LysqSjp2dnU2y04GTkxOcnZ1RUFBQ7mcQWZKOHTta5Qqd\nNYWTP4nMnIeHBx577DG5w7BInp6e6Nq1K06fPg0AOHLkCMaOHStzVFQdxcXFyMrKQk5ODoqKiiCK\nItq3by93WESKVVxcjJiYGMTExODq1avIzc1FTk4OAMDd3R1ubm5o3bo1AgMDERgYaNS2PKSPOcey\nqNVqKe/Ur19f7nCIFIk5R17MO5aDOad2se6YP44T1D5XV1f06dMHhw4dAgDs37+fkz/NFHOOcrAv\nTWQabNdql+4Ej7KyMpOVq1sWJ5GQteJ5jjzs7Oyk45KSEpOVW1paWuHPILIky5cvlzsEi8LJn0RE\nlZg0aRLOnj0LURSxZcsWDB48GHXq1JE7LKpEUlISdu/ejaioKFy9erXcIEJERESFrzt+/Lj03Pr1\n68Pf37/GY7VU165dky7qAPdWx+nWrZuMEdGj3LlzB7/88gv++OMPqNVqve9pl9nXDpxpP1tXV1cM\nGTIEI0aMQL169Wo3YAvFnGOe1Go1/vrrL0RFRSEmJgZ3797V257iYXknMTFRep6bmxsaNmxYK/Fa\nmlu3buH8+fPS4+bNm6Ndu3YyRkSPwpyjHMw75oc5RxlYd8wPxwnkN3nyZERGRqKkpATbtm3D4MGD\n0aRJE7nDokow5ygT+9JEhmO7Jj8PDw/pWDtRTfdrhsjOzkZRUZHU9hlbHpE54XmO/HTHAkpKSnD7\n9m2j80R6ejqKi4uldo3jDURUFZz8SURUibZt2+Lll1/G6tWroVarMW/ePCxatAiurq5yh0YPyMzM\nxPLly3H06FEA0Bu40arsrs8dO3bg5MmTAIC6devi559/ho2NTc0Ea+HOnTuHdevWSb/vxYsXyxwR\nVWbfvn1YtmwZ8vPz9eqN9vN7sN5on5Obm4vNmzdj586dmDFjBvr161d7QVso5hzzUlRUhDVr1mD3\n7t0oKioCUD73VJZ3VqxYgejoaACAl5cXNm7cWHPBWrDjx49j1apV0uP58+fLFww9EnOOsjDvmA/m\nHGVh3TEfHCdQjmbNmmHmzJlYtGgRioqKMHfuXCxevBheXl5yh0YPYM5RLvaliQzDdk05tBOitL/v\nI0eOYMiQIUaVeeTIEQD3PlNBEDg5l6wCz3OUQ3tDm/b3feDAAYwaNcqoMg8ePAjgfrvGm+aIqCrY\nihMRPcKYMWPw0ksvAQAuXbqEyZMnY//+/SbdloKMExUVhcmTJ+Po0aN6d7nr/nuUZ599FqIoQhRF\n3L17FydOnKjpsC1Wfn4+gPsnnB06dJAzHKrEunXrsGDBAuTl5Uknktr6oq0PD/4D7tcvURShVqvx\nySefYP369XK+FYvBnGMerl+/jtdeew2//fYbCgsLK8w9jzJixAipXqWlpemtXklVp1ar9donrjSt\nXMw5ysS8o3zMOcrEuqN8HCdQnqeffhpz5syBra0tbty4gVdeeQWbNm1Cbm6u3KHR/zDnKBf70kSG\nYbumLAEBAXBwcABwr+3asGEDCgoKDC6vsLAQGzdulD5He3t7BAYGmiRWIqXieY6ytG3bFi4uLgDu\ntWsbN25Edna2weVlZ2frtWvOzs7c5YqIqoQrfxIRVWLdunXScbt27RAbG4vbt2/jk08+wcqVK9G+\nfXt4eXkZvMLHiy++aKpQrdaVK1cwb948FBQU6A1o2tjYoEmTJigtLUVaWtojy+natSvq1q2LrKws\nAMDRo0fRq1evmg7fItnb20vHLi4ueo9JOf744w+pjdO9YCAIAvz8/ODv7w8vLy/pxDUvLw9paWmI\nj4/H5cuXpedqX7du3To0aNAAoaGh8rwhC8CcYx7S0tIwa9YsZGVlSfVAO1hma2sLe3t7aRJ8ZZ54\n4gm4uroiLy8PAHD48GF07ty5psO3OHZ2dtKxk5MTnJycZIyGHoY5R5mYd5SPOUeZWHeUj+MEyrNo\n0SLpuGXLlrh8+TLy8vKwZs0afPfdd2jVqpXB9UYQBMyZM8eU4Vol5hzlYl+ayDBs15TH3t4eXbp0\nwfHjxyEIAtLT0zF//nx8/PHH1b6GUFJSgo8//hhpaWlSf69bt25640RElobnOcqjUqnQs2dPRERE\nQBAE5ObmYvbs2ViyZEm1t2vPzc3F3LlzpcmjgiCgV69eXJWViKqEkz+JiCqhu3U1oD/Alp2djWPH\njhlVPi/qGKe4uBjvvfeedKIjiiIaNGiACRMm4B//+AdcXFywY8cOLF++/JFlCYKA3r17Y/fu3QDu\nbV1Ohqlfv750rN1Kh5QlOzsbX331lV6bplKp8Mwzz+DZZ5995NZ7aWlp+O2337Bt2zaUlZVJ9e/L\nL79E7969q31SS/cw5yhfWVkZ3n33Xdy9e1f6fJycnDBixAj069cPrVq1qnLe0Q4M7d27F4Ig4MyZ\nMzUdvkXy9PSUjjUajYyR0MMw5ygX846yMecoF+uOsnGcQJnCw8MfWm9EUcTVq1eRmJhY7XK1k3k4\n+dM4zDnKxb40kWHYrinX+PHjERkZCeBem3b69GlMnToV06dPr/IOYjExMVi+fDkSExOldk0QBIwb\nN64mQyeSFc9zlGvChAk4cOCA1Ne6cuUKJk2ahClTpqB///5QqVSVvr6srAz79+/HN998g8zMTOnz\nValUmDBhQi29CyIyd5z8SVTDBgwYIHcIAICIiAi5QzBrundIA9A71n6/qnRPRsk427Ztw+3bt6Xf\nZUBAABYuXAh3d3eDyuvcubN0spOWloa7d++ibt26JovXWvj6+krHpaWluHPnDurVqydjRPSgDRs2\nID8/X2qPPDw88J///Ad+fn5Ver2Xlxdef/11DBw4EP/6179w9+5dAEBBQQE2btyI119/vSbDt3jM\nOcoVFhaGa9euSb9Pb29vLFy4EE2bNjWovC5dumDv3r0QRRHJyclQq9UGrxJmrVq3bi0dFxcXIycn\nx+B+ANUM5hzlY95RJuYc5WPdUSaOE5gX/s0rA3OOcrEvTWQYtmvK1bZtWwwcOBB79uyR2rZr165h\n+vTp8PHxQVBQ0ENXNE5ISMDhw4dx5coVAPf744Ig4Omnn4a/v7+cb42oRvE8R7m8vb0xcuRIbNmy\nRfp87t69i//85z/4+uuv0atXr0rbtePHj5dbpVoQBDz33HNo1qyZnG+NSBYlJSW4ePEiYmNjcfXq\nVeTk5CA3NxcA4ObmBnd3d7Ru3RoBAQFo3749dyD9H07+JKph1RnsrykcSDWO9jM01WephL8JS7Fj\nxw6pI1y3bl0sWLDAqAkfPj4+eo+TkpJ4smMAb29vNGvWDDdu3AAAREZGYvDgwTJHRboOHDgg1R07\nOzt8/vnnaNWqVbXL8fX1xZIlSzBlyhSUlpZCFEXs37+fFw+MwJyjbL/++qtUd5ydnfHpp5+iSZMm\nBpfXpk0bvcd///03AgMDjQ3Tqvj4+KBBgwZIT08HAJw+fRr9+/eXOSrSxZyjbMw7ysWco2ysO8rF\ncQLl4t+5cjHnKBf70kSGYbumbLNmzUJqaiouXryot7JxVVYC1/YndLe87tSpE2bNmlXjcRPJiec5\nyvbqq68iNTUVhw4d0mvXsrKyEBYWhrCwsIe+Vrdd0+rbty9eeeWVmg2aSGHS09Px66+/IiwsTJrs\nqfVgPTl06BAAwNXVFaGhoXj22WfRoEGD2g1YYTj5k6gWyDn5kgOrxuF2a8qVkpKC1NRU6ST/+eef\nN3qrIu0dVNo6m5qaik6dOhkdqzUaOXKktL3Epk2bEBwcDFtbdjuU4MqVK7hz545Ud0aOHGnQhQOt\nVq1aYeTIkdi0aRMAIDMzE1evXtVbjY+qhjlH2dLT06VVIwRBwLPPPmvUhQMAaN68OYD7eSclJYUX\nDwwwfPhwrFmzBgCwefNmTv5UEOYcZWPeUS7mHGVj3VEujhMoF7dlVy7mHOViX5rIMGzXlM/Ozg6f\nfvopFi9eLE2U0p0sVZkHn9e3b1/Mnj2b1x7IovE8R/kEQcD777+P1atXY+vWrXo7e1SnXdN+vpMn\nT67xmImUZNeuXfjmm29QUFCgV2e09eNhu+3k5uZi69at2LVrF1599VUMGzas9oJWGPaEiGqBoRMw\nq9opMPT59Gi8qKNcCQkJAO53hp988knTLjKPAAAgAElEQVSjy7Szs4ODgwOKi4sBAGq12ugyrdWQ\nIUOwZ88exMbGIjU1FZ9++inee+89rkSsAElJSQDu153g4GCjywwODsamTZukz/fvv//mxQMDMOco\nW1xcHID7dccUEwzt7e1hZ2eH0tJSAMw7hho5ciTCw8ORnJyMq1ev4uuvv8bUqVPlDovAnKN0zDvK\nxZyjbKw7ysVxAuUKCQmROwR6COYc5WJfmsgwbNfMg7OzM+bPn4+//voLGzZsQHJysvS9h11DEEVR\nuv7p7e2NcePGYeDAgbUSL5GceJ5jHlQqFaZMmYJevXphw4YNOHPmjPS9qrRr3bp1w7hx49CxY8da\niZdIKZYvX46dO3eWW91Tt35URPd5+fn5WLFiBa5cuYKZM2fWfNAKxMmfRDVs37591Xp+SkoKFi5c\niEuXLkEURdjY2KBbt27o06cP/Pz84OXlBRcXFwBAXl4e0tLSkJCQgKNHj+LMmTMoKyuDIAho164d\n5s2bZ/QdjURKlZWVJR3b2tqicePGJinX0dERRUVFEAQBhYWFJinTGtnY2OCTTz7BrFmzcO3aNRw4\ncAC3bt3C9OnTy22TQ7UrOztbOlapVNKd68Zo3rw5VCoVysrKyv0MIktx9+5d6VilUqFFixYmKdfZ\n2RnZ2dkQBAEFBQUmKdPa2NvbY+HChZgxYwYyMjLwyy+/ID09HW+88QY8PT3lDs+qMecQGYY5h8gw\nHCcgqj7mHOViX5rIMGzXzMvAgQMxcOBAnDp1CidOnEBMTAwSExNRUlKi9zw7Ozv4+PggMDAQPXv2\nRLdu3WSKmKj28TzHvHTq1AmdOnVCUlISTp48iejoaCQmJiI3N1eaZOvq6gp3d3e0atUK7du3R48e\nPeDt7S1z5ES175tvvsGOHTsAlF8Ft127dvD19a1wftTly5el+VS6r9u9ezecnJyscnEQTv4kUpCE\nhATMnj0barUaoiiia9euePvtt6Wl1x/k4eEBDw8PtG3bFsOGDUNycjJWrFiBs2fPIi4uDtOmTcOS\nJUs40YosUn5+vnTs5ORk0nK1nQRTlmttoqKiAACTJ0/G6tWrcf36dcTFxeG1116Dr68vOnfuDB8f\nH7i7uxv0e+b2E4bTHZw05d+4s7OzdOLKAVCyRLp3Pzs7O5us3MLCQinv2Nvbm6xca3Lr1i3Y2tri\ngw8+wNKlS3H9+nUcPHgQR44cQe/evY3OOY0aNaqBqK0Dcw6RYZhziAzDcQKi6mPOUS72pYkMw3bN\nPHXv3h3du3eXHhcWFiI3NxcA4ObmBkdHR7lCI5Idz3PMU/PmzdG8eXOMHDlS7lCIFCkmJgZbt27V\nm7xpb2+PUaNGYdiwYahfv36lr8/IyMCOHTvw888/o6SkBIIgQBRF/PLLLwgKCkJgYGBtvA3F4ORP\nIoXIycnBvHnzkJubC0EQMGjQIMyaNataWyR7e3tjyZIl+Oyzz/Dnn38iOzsb//rXv/D999/Dzc2t\nBqMnqn3u7u7Sse6JjzHUarXUOXjwZ1D1zJgxQ6/90na4gHsT3S9fvmxU+REREUa93prp/l2r1WqU\nlpbC1ta4LmFpaanewCrrDlkiV1dX6dhUeaegoEC6uxoA6tSpY5Jyrc2YMWMqzDmlpaU4fPgwDh8+\nbFT5zDmGY84hMgxzDpFhOE5AVH3MOcrFvjSRYdiuWQZHR0dO+CT6H57nEJEl+u6776SVO0VRhJeX\nFxYvXvzQhfEeVL9+fUyaNAkDBw7EnDlzcPv2bams7777DkuXLq3hd6AsNnIHQET3rF27FpmZmRAE\nAa1bt8bMmTOrNfFTSxAEzJw5U1rtMzMzE2vXrjVxtETy8/DwkI41Gg1SUlKMLjM2NhYApEmKDRo0\nMLpMayeKovT7FARB+qf9uiH/yDi6dQcAzp8/b3SZUVFRep9P3bp1jS6TSGkezDu3b982usz4+HgA\n9/MOtyg33IN5whT5hjnHeMw5RIZhziEyDMcJiKqPOUe52JcmMgzbNeXKzs5GVFSU9O/GjRtyh0Rk\nFnieo1y3bt1CeHi49C8uLk7ukIjMQmZmJqKioqRrOM7Ozli6dGmVJ37q8vb2xrJly/RWML5w4QIy\nMzNNGbLicfInkQIUFxcjLCxMejx27FjY2BhePVUqFcaMGQPgXqctLCwMJSUlRsdJlcvPzzfZHVf0\naL6+vgAgTZI+deqU0WXqrgymUqnQrl07o8ukeziZRjkCAgIA3K87v/76q9Fl/vbbb3qPWXdqHnNO\n7WvZsiWA+3Xn7NmzRpd5/Phx6VgQBNYdI+jeYPCwr1f3HxmPOcdyMO/ULuYcy8G6U7s4TmDeioqK\nkJ6ejsTERCQmJiI9PR1FRUVyh2XxmHOUi31pIsOwXVOugwcPYubMmdI/7eQzIqocz3OU6/jx41i8\neLH0LyMjQ+6QiMxCdHS03kIeY8aMgZeXl8HleXl5YfTo0VKZoigiOjraJLGaC277TqQAMTExKCws\nlB736NHD6DJ79uwJ4F5jWVhYiOjoaDz22GNGl0v3xMbG4sSJE4iJiUFiYiJyc3NRVlYGALCxsYGb\nmxt8fHwQGBiInj17stNcA7y8vNCsWTOkpKRAFEVs27YNQ4cOhUqlMqi8jIwM7N27Vzp5ateuHRwc\nHEwZslXp2LEjJ84olKenJ9q0aYOrV69CFEWcPHkS27dvxzPPPGNQebt378bx48elu7Nat27Nu99N\njDlHGVq0aIGGDRsiPT0dAPD7778jJCTE4PLUajX++OMPqa1s06YNXFxcTBKrtWnYsCFzjkIx55gn\n5h35MeeYJ9Yd+XGcwLxoNBocPHhQqjepqakVPq9x48ZSvQkKCjL486SKMecoF/vSRIZhu6ZcOTk5\nehM9evfuLXNEROaB5znKpVar9dq1bt26yRwRkXm4c+cOAEjbvg8YMMDoMp966il8//33UttmbZOx\nOfmTSAGSkpKkY2dnZ70liQ3l5OQEZ2dn5OfnQxAEJCUlcfKnCRw/fhw//vijtM0HgHKrGGo0GmRl\nZeHcuXM4d+4cNmzYgLZt22LChAkmmdhL9/Xr1w8//vgjBEHAjRs38N133+HVV1+tdjkajQYLFiyQ\nVpQQBAGDBg0ydbhWZfny5XKHQJUYNmwYli5dKg34r1q1CllZWRg3bhxsbavWPdRoNNi0aRN++OEH\nqRxBEDB8+PAajt56MOcoz5NPPimttpKQkIBff/0Vzz77rEFlffbZZ8jLywNwL+88/fTTJovT2mze\nvFnuEKgSzDnmg3lHWZhzzAfrjrJwnMA8bNu2DZs2bdK74PMwN2/eRGpqKvbu3Yv69etj7Nix7AOY\nGHOOcrEvTWQYtmvKpDtRzdHREa6urjJGQ2ReeJ6jTHZ2dtKxk5OTSeZ4EFkDbd8KAGxtbY1a9VPL\ny8sLdnZ2KC0tBQAUFBQYXaY54eRPIgXIzc2Vjk25PXtJSYk0s12tVpusXGtUXFyML774Art37wYA\nvbt4KltpSvu8uLg4zJs3D0OGDMG0adNgb29f80FbgVGjRmH79u3SnVVbtmwBAEyaNKnKA6BZWVn4\n+OOPERUVJQ2Aenl5YeDAgTUZOpGsBg0ahK1bt+LGjRvS3/2PP/6IiIgIDB06FEFBQQ/taKelpeHI\nkSPYuXMnbty4IV00EAQB3t7eHCgwAeYc5RozZgx27dqF4uJiiKKIr7/+GnZ2dhg2bFiVyygpKcFn\nn32GQ4cOSfWvTp06GDJkSA1GTiQf5hzlY95RJuYc5WPdUSaOEyhbTk4OFi5ciFOnTulN+HzUKu7a\n56anp2PlypU4fvw45s2bB3d39xqN11ow5ygX+9LKFx4eXuHXg4ODa7UM0sd2TZnq1q0rdwhUBWzX\nlInnOcqku4q6RqORMRKqzKJFi8p9TRAEzJkzp1bLoPvc3NykY1OOh9nb20tzpHR/hjXg5E8iBdDd\nIqKkpARpaWlGz26/deuW3uRPZ2dno8qzZhqNBh9++CFOnjypN0gGVL4yAaA/eC2KInbt2oX09HR8\n8sknsLGxqdG4rYGLiwumTp2KxYsXSycqW7ZsweHDhzF06FA8/vjj5TrbZWVlyM7OxuXLlxEZGYmw\nsDAUFRVJr7exscGMGTP4+ZBFs7Gxwfz58/H2228jLy9P+vtPSUnBt99+i2+//Raurq5o3LixlD/y\n8/ORlpYm3bCge3FbFEW4ublh/vz53HrZSMw5yubp6Ynx48djzZo1EAQBZWVlWLFiBfbt24cRI0ag\ne/fuD31tUlISIiMj8csvv5Tb0mLq1Kmc8EEWizlH2Zh3lIs5R9lYd5SL4wTKVVhYiH/+859ISEiQ\n6g1wrx48qt4A0Hv+qVOnMHfuXCxbtoxbVJoAc45ysS+tfIsWLarwd1mdCU6mKIP0sV1TppYtW0rH\nhYWFKCgo4Cp5CsR2TZl4nqNMrVu3lo6Li4uRk5PDG9QUKDw8vNxYTHUnbpqiDLqvRYsW0nF+fr5J\n+gQFBQV6K4o2b97cqPLMDSd/EilAgwYNANwfxNy/fz/GjBljVJkREREA7iee+vXrGxekFfvyyy9x\n4sSJchdzvLy8EBQUBD8/PzRu3FiaxJuXl4fU1FQkJCTg8OHDSE1NlV4riiJOnDiBL774Am+99Zac\nb8tihISEICkpCZs3b65wAFSXKIrl7mDTveAAABMnTkS3bt1qJXYiObVq1QoLFizA+++/j5ycnHIX\nq3Nzc5Gbm/vQi9i6X3d3d8fHH3+sN4BHhmHOUb6xY8fi+vXr2Lt3r/R7vnjxIi5evAgA5U5QR40a\nhdzcXBQXFwMof+Ft+PDhvLuaLB5zjnIx7ygbc45yse4oG8cJlOk///kP4uPj9f72BUFAp06dEBQU\nBH9//wrrTXx8PA4fPoyoqCjpNaIoIj4+HosWLcIHH3wg8zuzDMw5ysW+tHmozmrGNVkG3cd2TXn8\n/Pzg7u6OnJwcAMDZs2fRp08fmaOih2G7pjw8z1EeHx8fNGjQAOnp6QCA06dPo3///jJHRQ9TlZsO\na6MMAgICAuDk5CRtzX7q1CkEBQUZVebJkyelYycnJwQGBhpVnrkR9u/fz79OIpndvXsXzz33nHSn\nu4uLC77//ntpUmh1paenY+LEiSgoKJDu3Nm6dSu3VDDAtWvXMHnyZOmx9mLOtGnTqnxSeuzYMXz5\n5ZfSxR3tZ7J69Wq0atWqpkK3Ohs3bsQPP/wgdbqq2vnS/UymTJmCkSNH1mSYRIpz584dLFq0CKdP\nnwZQ9UEYbR3r3r075syZg3r16tVYjNaCOcd8lJaWYsWKFdi9e3eVV/nS0n3+iBEj8Prrr/PuarIa\nzDnKwrxjHphzlId1x3xwnEA5Ll68iLfffluvXWrbti1mzpyJNm3aVKmMq1evYunSpYiLi9ObPLpi\nxQq0b9++JsO3Gsw5ysa+tDL179+/wlWgtItz1FYZVDG2a8rz3//+V5q41qlTJyxdulTukOgBbNeU\nj+c5yvLTTz9JK023bt0a//3vf+UOiR7Adk2ZVq1ahW3btkEQBPj6+uKrr74yuK9VVlaGqVOn4vLl\nyxAEAf/3f/+HN954w8QRK5vqpZdemi93EETWzsnJCRcuXJAG/YuLixEZGYmePXvCzc2tWmXdvHkT\ns2fPRmZmJoB7HbkuXbpg2LBhNRG6xVuxYgX+/vtvKZm3b98eK1as0FvG/VG8vb0RGhqKCxcu4Pbt\n21JZ2dnZ6Nu3b43EbY06duyIxx57DNeuXUNGRgYASKtJPOyfVps2bfDuu+/ybiyySs7Ozhg4cCB6\n9OiBoqIiZGRkoKioqNLXuLu7IygoCLNnz8bo0aOlrcXIOMw55sPGxga9e/dGs2bNcOnSJWkriarm\nnXr16uHtt9/GmDFjeNc7WRXmHGVh3jEPzDnKw7pjPjhOoBzLli1DSkqK9DsOCgrCp59+Wq2dijw9\nPRESEoK///5brw7euXMHTz31VI3EbW2Yc5SNfWllWrduXbmvCYKAF198sVbLoIqxXVOetm3bYs+e\nPSgoKMCtW7fg4uKCgIAAucMiHWzXlI/nOcri7++PgwcPIjs7G3fv3kV+fj66d+8ud1ikg+2aMgUE\nBCA8PByFhYXIzMxEVlYWevbsaVBZK1aswPHjxyEIAjw9PTF//nzY29ubOGJl48qfRAoRHx+PadOm\n6d2l4+DggDFjxmDo0KGPXLXz7t272LlzJzZt2oSioiK9u3e+/PJL+Pv718bbsCilpaUYPnw4CgsL\nIYoi6tWrhx9++AGurq4GladWqzFx4kRkZmZCFEU4Ozvj999/h0qlMnHkdOHCBURERCAqKgpJSUkV\nPqdevXro2rUr+vbti169etVyhNaruLgYMTExiImJwdWrV5Gbmytt8+Lu7g43Nze0bt0agYGBCAwM\ntLqOmVIkJycjMTEROTk5UKvVAABXV1e4u7vDx8cH3t7eMkdoeZhzzJdGo8HevXuxf/9+REdHIz8/\nv8Ln2draIiAgAH379sXgwYPZvtWS1NRUREdHIzExscKc4+Pjg/bt26Nx48YyR2q9mHPkwbxjnphz\n5Me6Y744TiCfoqIiDBs2DKWlpRBFEc2aNcOaNWsMbpuKi4sxefJkpKSkQBRF2NvbY8eOHWzrTIw5\nxzywLy2/8+fPV/j1zp0712oZ9Ghs15QjLi4Os2fPRn5+PgRBwPPPP4+XXnqJv2uFYLtmXnieowwp\nKSmYMWMGMjIyIAgC+vbtizfeeAOenp5yh0akaPHx8Zg9ezbUajUEQUD37t3x9ttvV/l6zc2bN7Fy\n5UqcOnUKoijCzc0NS5YsgZ+fXw1Hrjyc/EmkIGvXrsX69ev1tpMQBAE2NjZo27YtfH194eXlJd2h\nm5+fj7S0NFy+fBmXLl1CWVmZ9BqtcePGYeLEibK8H3N34cIFTJ8+Xfp9vvnmm3jmmWeMKnP79u1Y\nuXIlgHt3gyxbtgwdO3Y0OlZ6uPz8fNy9exc5OTkoLS2Fm5sbPDw84OHhIXdoVuXOnTv45Zdf8Mcf\nf0iD0VraSe8P3j3t6uqKIUOGYMSIEdySiiwec45lKCsrw/Xr1yvMOy1btoSjo6PcIVqFoqIihIWF\n4bfffsONGzeq9Bpvb2+MGDECwcHBcHBwqOEIieTHvGP+mHPkwbpjGThOULvOnDmD2bNnA7j3Nz5n\nzhwEBwcbVWZ4eDgWLVoklbl48WJ07drV6FipYsw5RGRp2K7J79q1a/j4449x/fp1CIKAOnXq4Omn\nn0bnzp3h4+MDd3d3fg5E1cTzHHncunULAJCeno6lS5dK7ZpKpULv3r312jUnJ6dql9+oUSNTh0yk\nKCkpKVi4cCHi4uKkutOtWzf06dMHvr6+aNSoEVxcXAAAeXl5uHXrFi5fvoyjR4/i9OnT0Gg0EEUR\nAQEB+Ne//oWmTZvK/I7kYSt3AER030svvYSioiJs2bJFWoZdFEVoNBrExsYiNjb2oa99cPKUKIoY\nNWoUJ34aQdtZ006oDQoKMrrMoKAgrFy5UvqctD+Dao6zszOcnZ2tNtErwb59+7Bs2TLk5+dLbRVw\nv716cNKn9jm5ubnYvHkzdu7ciRkzZqBfv361FzRRLWPOsQw2Njbw8fGROwyrFh0djQULFuD27dt6\nOQd4eL4BgKSkJKxYsQKbN2/Gu+++i8DAwFqJl0guzDvmjzlHHqw7loHjBLUrPT1d73Hv3r2NLlNb\nhrbePPgzyLSYc/6fvTsPi6r6/wD+HgYGhl1yQRETQREF9y3XQv1JrmVquZRl9dXKtNQst1JzQ5Ry\nad80l8yKcslExSXFNUlTERVxQQRREXBgYJjh/v7gmSvDPgszw/B+PQ/Pcwdmzj0XOOdz7r2few4R\n2Rr2a5bTt29fndfa+6CZmZn45Zdf8MsvvxhVfkxMjFGfJ6rJeJ5jGaNHj9a57qzt19RqNQ4fPozD\nhw8bVT77NbJV5Y0J1Go1Tpw4gRMnTlRaRvEcqYsXL+Kll17Sqw621L6Y/ElkZSZOnIjmzZtj7dq1\nyMzM1BkslLyBraVNFNW+x8PDA5MnTy7VYZJ+Hjx4IG7LZDKTTM3u5eUFR0dHqFSqUvsg/ahUKp3f\nn1wuh7u7uwVrRGVZv349fvzxxzIT1Mvr00q+T6FQYNGiRUhOTtZ70EZUUzDmEBlv165d+OSTT8qc\nDb+8uFPyPWlpaXjnnXcwbdo0PP3002apN5ElMO4QGYZtx7rxOoF1ysrKErflcjnc3NyMLtPNzQ1y\nuRx5eXml9kFERETWq6JrMxXdL6iKkg/9EtkKnudYv5IT37BfI6qcKcYExrQ1W2tfTP4kskKhoaHo\n3Lkztm3bhl27diEtLa3C92s7swYNGmDQoEEYMmQIPDw8zFFVm1ZYWChuS6VSk5VbvKzi+yD97N27\nF5GRkeLrKVOmYNiwYRasEZW0a9curF+/HoDu4EsikaBFixYIDAyEt7e3zlTtaWlpuHTpEq5cuaKT\nuCMIAtavX4969eoxGYdsEmOO9du9ezciIiLE16+//jpeeOEFC9aIijt27BgiIyNRWFioM4M+AHh4\neKBFixbw9vaGq6srAEChUCAtLQ2XL18WkwW0MUej0SAyMhJeXl7o2rWrZQ6IqJox7lg3xhzrxbZj\n3XidwDoVv6Gi0WhMVm7xtmJrN23MiTGHiGwN+zXrV17cNiaeG5tgRWTNeJ5j/divERnGVG1H3/fb\nYvti8ieRlXJzc8O4ceMwduxYJCUl4eLFi7h69Sqys7OhUCgAAK6urnB3d4e/vz+CgoLQrFkzXuw0\nIU9PT3FbqVRCoVCICQOGUigUyM3NFf9OxfdB+snMzNSZTbJPnz4WrhEVl5WVhc8//1wneVMqleKZ\nZ57Bc889B29v7wo/n5aWhqioKPz+++9iIo8gCPjss8/QvXt3JrhXI5VKhcuXL4sx5+HDhwCK4pI2\n5rRo0QIymczCNbUtjDnW78GDBzpxJzQ01MI1Ii2lUomIiAgxXgBFcadnz54YPnw42rVrV+Hnz549\ni99++w1HjhwRE0c1Gg3Cw8OxadMmyOVycxxGrcSYYzmMO9aNMcd6se1YN14nsE7F/6dVKhUyMjKM\nnjU3MzMT+fn5bDcmwJhTc3EsTVQ29mvWzxYTLoiqE89zrFv9+vWZn0FkII4JTIfJn0RWTiKRwN/f\nH/7+/pauSq1Tt25dndfHjx9Hv379jCrz+PHjAB7NflhyH1R1dnZ24rZMJuOFfiuzceNG8QamIAjw\n9PTEsmXL0KJFiyp93tvbG2+++Sb69++PWbNmiUtaKJVKbNq0CW+++WZ1Vr9WOnbsGLZv347Tp09X\nOhuLVCpFhw4dMGzYMHTr1o0ntibAmGP9Ss70Vb9+fQvWhorbunUrMjMzxZjj6OiIuXPnokePHlX6\nfNu2bdG2bVscO3YMH3/8MfLz8wEUPciwdetWjB8/vjqrXysx5lge4451Y8yxXmw71o3XCayTtg/T\nxvDY2FgMGTLEqDKPHDkC4FG7YT9pOMacmodjaaKKsV+zbvv377d0FYhqHJ7nWLctW7ZYugpENRLH\nBKZlV/lbiIhqp9atW8Pe3l5MJNi4cSPUarXB5Wk0Gvz000/iRTapVIrg4GBTVbfWcXd3F7ft7fks\ng7U5ePCg2HYcHBywcuXKKid+Fte8eXNERETotMUDBw5UQ41rr2vXruGNN97A3LlzcfLkSajVagiC\nUOGXWq3GqVOnMHfuXLzxxhu4du2apQ+jxmPMsX5ubm7iNmeCtC579uwR246dnR2WLl1a5cTP4p54\n4gksWbIEAMTy9uzZY+rq1mqMOdaDcce6MeZYL7Yd68brBNapdevWcHR0BACx3SiVSoPLy8vLw8aN\nG8V24+joyHZjBMacmoNjaaKqYb9GRLaG5zlERFQZJn8SEZVDLpejTZs24nTTycnJWL58uc6To/pY\nuXKleIFNIpGgbdu2cHJyMll9a5smTZqI27m5uVCpVBasDRWXmJiI+/fvAyj6Xx8xYgT8/PwMLs/P\nzw8jRowQ22JGRgauXr1qkrrWdjExMZg0aRIuX76ss2yI9qukkj8TBAGXL1/GxIkTsXfvXrPW3dYw\n5li/xo0bi9sKhaLSGVbIPJKTk5Gamgqg6H990KBBlS7zXpF27dph8ODBYltMS0tDcnKySepa2zHm\nWBfGHevGmGO92HasG68TWCcHBwd06tRJnKXz3r17+PDDD8XZ1vWhUqkwf/58pKenAyhqN506deJN\ncCMw5tQMHEvXXDdv3sT27dvxySefYMGCBZg5cybmz5+PTz/9FDt27EBKSoqlq2hz2K8RGU+j0SA5\nORnx8fH4559/cPjwYezbtw+xsbE4e/Ysrl69iuzsbEtXs9bgeQ4REVWGV0WIiCowevRoxMXFibN6\nxMTE4N69e5g+fTp8fHyqVEZqaio++eQTnD59WixHIpFgzJgx1Vx72xYUFAS5XC7OFnH27Fl07tzZ\nwrUioOiiJvBo+bUBAwYYXeaAAQN0ZsS5ceMG/P39jS63Ntu/fz+WLl0q3qjW9k/abV9fX3h7e8PF\nxQUAkJOTg7S0NNy6dUvnMwCgVqsRHh4OqVSK0NBQCxyNbWDMsW6tWrWCg4MDCgoKAADx8fEICQmx\ncK0oKSkJwKOYM2jQIKPLHDRoEHbs2KGzD19fX6PLrc0Yc6wT4471Ysyxbmw71ovXCazXuHHjcPTo\nUQBF47a4uDhMnDgR77zzTpUf3Pnvv/+watUqXL9+XafdvPjii9VZdZvHmGP9OJaumf7++29s3rwZ\nV65cqfS9rVu3xvjx49GxY0cz1Mz2sV8j0t+DBw9w+PBhxMXF4fr167h9+3aVEqe9vb0RGBiI4OBg\n9O3bFx4eHmaobe3D8xwi65GRkaEzWUTbtm0tWBuiR5j8SURUgY4dO6Jbt244fvy4eGHt7NmzePnl\nl9G5c2f07t0bgYGB8Pb2FpcQUSqVSEtLw6VLl3DkyBGcPHkSGo1GvCgtkUjQrVs3tG/f3sJHV7PZ\n29ujX79+YnLGzp07ebJjJbKyslRiv3UAACAASURBVMRtqVSq81SioZo0aQKpVCpetC6+D9Lf3bt3\nERkZicLCQp1ZIEJCQjBs2DB079693BmH8vLycPToUWzbtg3nzp0T+7XCwkKsXLkSISEhqFevnjkP\nx2Yw5lg3Jycn9OrVC/v37wcAREdH8+aBFXjw4IG4LZFI0Lx5c6PLDAgIgJ2dnXhDtfg+SH+MOdaL\nccd6MeZYN7Yd68XrBNYrMDAQAwYMwO7du8V2c/PmTUyfPh1NmzZFr169xHZTMoHt8uXLOHz4MK5d\nu1ZqxsOnn37aJOO/2owxx7pxLG05Z86c0XkosGfPnnjqqacq/ZxSqURERAQOHToEAGK/BTxKwi35\n/fPnz2PmzJkYPHgwpkyZAqlUaopDqLXYrxFV3alTp7Bx40ZcuHBB7JeK90+VSU1NRVpaGg4dOoQv\nv/wSPXv2xPDhwxEcHFxdVa6VeJ5DVDUFBQU4ePAgYmNjcfXqVWRkZEAikcDLywvNmzdH9+7d0atX\nL8hkMoP3ceTIEaxatUp8HRMTY4qqExlNcuDAgapHcCKiWignJwdTpkzBtWvXSj1ZXVzxC3DFFX+/\nIAjw8/PDmjVr4OzsbIba27aMjAy89NJL4tNu8+bNw5NPPmnZShE2b96Mb7/9FgDg5uaGbdu2maTc\nYcOGQaFQAABeffVVzopjhCVLlmDfvn1iv+Tg4IDp06fj//7v//QqJzo6GpGRkVCr1eKN6759+2L2\n7NnVVHPbx5hj3VJSUjBhwgSo1WpIJBJERkaiTZs2lq5WrbZp0yZ89913ABhzrBVjjnVj3LFejDnW\njW3HevE6gfVSq9WYOXMmzpw5U6ptlLVsdXEl3ycIAtq1a4fly5dzyXcTYMyxXhxLW07x3z0ArFu3\nrtIVIVQqFd59910kJCSU2b+VHA+U/JlEIkHHjh2xbNky2NnZmepQaiX2a0QVu3HjBlatWoWzZ88C\nKD9RvapK9nlPP/00Jk2aBFdXVxPUlgCe5xBV5uTJk1i1ahXS0tIAlD/u8vDwwMsvv4yhQ4catJ/t\n27fj008/Fctk8idZC+nLL78839KVICKyZjKZDL169UJ8fDzS09PFp6QB3YGDIAhlDiS0X9qnshcv\nXgx3d3ezHoOtksvl8PPzw6FDh1BYWIjY2Fh4eHggMDDQ0lWr1W7cuIFjx44BKHrKauzYsUZfsFSr\n1fj+++/F108++SRatGhhVJm1VV5eHpYvX47CwkLxwvKSJUvQu3dvvcsKCAhAYGAgYmJixH4uJSUF\nI0aM4A04AzHmWDd3d3c89thjOHr0KARBwN9//w1/f380btzY0lWrta5fv47jx48DKIo5L774okEX\nqYvTaDRiQikAcQY30h9jjvVj3LFejDnWjW3HevE6gfWys7ND7969kZqaKiZOF28LFSn5vtDQUMyd\nOxeOjo7mqLrNY8yxThxLW9aqVauQl5cHQRDQpk0bPP/885V+Zvny5Thx4kSp/k0ikaBp06YICgpC\ny5Yt0bBhQzg6OiIrK0uc1VX73tTUVOTk5KBLly5mOErbxX6NqHxHjx7F+++/j5SUFJ2VCMp7kE2r\nKuM17fsSExOxZ88eBAcHc5ZpE+F5DlH5/vzzTyxevBgKhaLUahElzyXz8vJw4sQJxMXFoX379non\nqV+6dEm8HyGRSDB+/HjTHgyRgZj8SURUBXK5HAMGDIBMJkNiYiLy8/MBlB44lDeQcHd3x0svvYTp\n06dzJg8T8/X1RatWrfDPP/8gNzcXJ06cwOHDh6HRaCCXy+Hh4WF0EgjpJz09HQcOHABQ1EZCQkLQ\nqFEjo8r8999/sWfPHrHMgQMHmmQ5+dooLi4O0dHRYj81cOBAjBgxwuDyfHx8cPfuXVy5cgUAUFhY\niJCQEPj4+JiqyrUOY451a968Oby9vfHPP/8gLy8P+/fvx5UrVyCXy1G3bl04ODhYuoq1yp07d3Dw\n4EEAEGdJadCggVFlXrx4Ebt27RLLDAsLw+OPP25sVWslxpyagXHHejHmWDe2HevF6wTWy8HBAX36\n9IGvry9u3LiBzMxM8WfltZnimjZtismTJ2P8+PHsA02MMcf6cCxtOXfu3MHGjRvF3/3IkSMRFBRU\n4WcSEhKwZs0aneQnNzc3TJgwAR9++CFGjhyJvn37olevXggNDcWQIUMwcuRI1K9fH1euXEFubq44\nTkhISEDv3r1Rp04dcxyuzWK/RlRaXFwc5s6dC5VKBQA65yfOzs5o0qQJfH19UadOHTg4OJSZSPXE\nE09gzpw56Nu3L9q1awcfHx9IpVKkp6eLyaSCIECpVCImJgbBwcHw9va22DHbEp7nmNedO3eQk5Nj\n8S/OoFux06dPY+HChaWS2St7EDc9PR3R0dHw9/fXazzM5E+yVnykj4ioiuzs7DBmzBiMGDEC+/bt\nw4kTJ3DhwgVkZGSU+f7HHnsMrVq1Qrdu3dC3b1/IZDIz19j2FV+CVaPRACi6sJaUlIS1a9cCAKRS\nKVxcXCCXy/UqWyKRYNOmTaarbC3SqlUrAI+e9Pztt9/QqVMno8qMiorSeV3ZBVcq3507dwA8Wk5q\n8ODBRpc5ZMgQ7Nq1S/yba/dBhmPMsU7Tpk0Tt728vJCamgpBEHDs2DFxxmNvb2+4u7vrHXcAIDIy\n0mR1rS20s0Br+58dO3YgJCTEqDJ37txZ5j5If4w5NQfjjvVhzKkZ2HasD68T1AyhoaEIDQ1FXFyc\n2G6uXr0qJlFrOTk5oVmzZmjdujW6deuG9u3bW6jGto0xxzpxLG05N27cAPDodx8cHFzpZzZv3qzz\n2s/PD+Hh4ahbt265n5HL5Rg6dCj69OmDefPm4fz58+LfZuPGjZg3b54RR1G7sV8zv759+1q6CgDA\n5XcroFAosGjRIqjVajH5SSqVYvDgwRg4cCD8/f1LJQ4qFArExsbit99+Q2JiIiQSCY4fPw6pVIqF\nCxfqvPf+/fvYtWsXfvrpJ+Tl5UEikSA/Px/z5s3DN998wwRQI/E8x/xGjx5tFcm07NfKp1QqER4e\nLo7ZgKJ20bBhQ/To0QONGjWCWq1GSkoKjhw5gvv37+s8ZKhQKDBnzhxMnz4dYWFhljwUIqMx+ZOI\nSE8ymQwDBw7EwIEDAQBZWVnIzs7Gw4cPAQBubm5wd3eHh4eHJatZK6Slpeksn1N8YKd9oketViMr\nKwtZWVl6lW0NA/qaysvLCwEBAbh69SoEQcDJkyfxxx9/4JlnnjGovD///BPHjh0T/9b+/v7w8vIy\nca1rj+JtQSKRmCSpqUWLFrCzsxPbXXZ2ttFlUhHGHOty5swZnfhQ1vKuqampSE1N1SuOFL84Qfrx\n9vaGr68vbt26BUEQEBMTg969e6Nnz54GlXf8+HHs2bNHjDmNGzfmxWkjMObUPIw71oMxp2Zh27Ee\nvE5Qs3To0AEdOnQQXxcUFOi0G87KZh6MOdaJY2nLSUtL03ndrFmzCt+v0WgQFxcnxh9XV1dERERU\n+fqlh4cHli1bhldeeQX37t0TkxQ1Gg2kUqnBx1GbsV8zv8qWBDcH/m0qtmXLFmRmZop9lbe3NxYv\nXgw/P79yP+Pq6ooBAwagf//++OGHH8QEwdjYWGzduhWjRo0S3/vYY4/hxRdfRFhYGBYuXIgLFy5A\nIpEgJycHS5cuxapVq6r9GG0Zz3Msw9J9G/82Fdu9ezfu3bsntg07OztMmjQJzz33HOzs7HTe+/bb\nbyM2NhbffPMNbt26JbYjjUaDiIgIPHz4ECNHjrTQkRAZz67ytxARUUU8PDzEqfZbtWoFX19f3tAx\ns5KD38qW2avsi4w3dOhQnSU+1qxZg3Xr1kGtVle5DI1Gg40bNyIyMlLnpHbYsGHVWHPb5+TkJG67\nuLiY5H9eIpHAxcVFPBF2dHQ0ukwqG2OOdWIssaywsDCdmLNw4ULs3r1b73L27t2L+fPnA3h0Q+fp\np582cW1rF8acmo9xx/ow5tQMbDuWx+sENZODgwO8vLzg5eXFxE8rwLZgWRxLW05OTo64LZfLYW9f\n8Tw6iYmJyM3NBVD0Ox4xYoTeD647Oztj3Lhx4t8mPz8fFy5c0LPmVBn2a9XL2PEWx2rVRxAEceZn\nQRDg7OyMyMjIChM/i7Ozs8Orr76K4cOHi+V99913Za54UK9ePSxfvlxcIQ4Azp8/j6NHj5rmYGo5\nnueYlyG/T1P8Tfi3qZodO3bo3D+eMWMGRo4cWSrxEyjqx3r16oVvv/0Ww4cPF8dc2s9/+eWX+OGH\nH8x9CEQmw+RPIiKq0bRPtZnyi4w3cOBA+Pr6Ang0cN6wYQNeeeUVbN26tdQT9MWlpaXh119/xYQJ\nE/DDDz/oDMB9fX3F2XTIMD4+PuK2QqEQlwgxhkajgUKhEE9Ii++DyNYw7lif5557TlxKTyKRQK1W\nIyIiAu+88w7+/vtvFBQUlPtZtVqNI0eOYPr06Vi2bBlUKpX4s3r16okXtckwjDlExmHMITIM2w6R\n/thurA/H0paj7+/6/v37AB7NDmboShS9evUC8Cjh4/bt2waVQ0XYr5mfsb9XY95PFbty5QoyMzMB\nFPUxY8aMMWilm9deew3u7u4Aiq6p7du3r8z3yeVyzJo1C/b29mKf9vvvvxtYe9Jiv2Ze9evX1/vL\n09Oz3H5KJpOhTp06qFOnDmQyWbl/B09PT9SvXx8NGjRA/fr1zX3YNUZWVhauX78OoKhf69q1a5WW\nbpfJZJg8eTLmz58vPmylvY+9ceNGfPbZZ9VZbaJqw2XfiYioxtq8ebOlq0DlsLOzw/z58zF16lTk\n5OSIA+eUlBR89dVX+Oqrr+Dq6oqGDRvC2dkZAJCbm4u0tDRxiTftCY/2s25ubpg/fz6feDNS69at\nYWdnh8LCQgBFT922bdvWqDIvXLgg/r2kUimCg4ONrieRNYqMjLR0FagMMpkMs2fPxvvvvw+1Wi3G\njXPnzuHcuXOQSqXw8/MrM+Zcu3ZNnJVaEB7NHqotUyaTWfLQajzGHCLDMeYQGYbXCYj0x5hjnTiW\nthwXFxdxW6lUQqVSVXhumJ2drfO6YcOGBu3X09MTTk5OyM/PL7Ncqjr2a+a3f/9+vd6fkpKCJUuW\nICEhAYJQtFRvp06d0KNHD7Ro0QLe3t5iW8zJyUFaWhouX76M2NhYnD59GoWFhZBIJAgKCsLs2bPR\nqFGj6jgsm5GUlATg0bWv0NBQg8pxcnLCE088gejoaABFy78XX/q9OB8fH4SFhWHHjh0AgDNnziA3\nN1e8Nkf64XmO+W3ZskWv91+4cAGLFy8Wry+7uLggNDRU7Nc8PT113p+ZmSn2a/v37xfvpcrlcsyZ\nM0dn9lwq7eLFiwAe9WvPPvusXp/v3bs3GjVqhFmzZiEjI0P8u0VFRSEnJwfvvfce70dTjcLkTyIi\nqrEMeTKRzMfPzw+LFy/GvHnzkJ2dLQ6StReZHz58iIcPH5b6vlbx77u7u+Pjjz9G06ZNzXcANsrd\n3R3dunUTl1nZtm2b0TcPtE/tSiQSPPHEE3BzczO6nkTWqF27dpauApWjXbt2mD17NpYsWSImgAJF\nMUStVuPKlStITEzU+UzxuKNdVkcQBDg4OGDWrFlo06aNWY/BFjHmEBmOMYfIMLxOQKQ/xhzrxLG0\n5ZSMJUlJSWjZsmW573d1ddV5XdZSo1VV/LPaBxVJf+zXrNvly5fx3nvvQaFQQBAEdOzYEVOnTkXj\nxo3LfL+npyc8PT3RsmVLDB06FMnJyVi1ahXi4uJw8eJFvPXWW4iIiEBAQICZj6Tm0M76CQAODg5G\njZmbNGkCoOi62p07dyp8b+/evcXkz8LCQiQkJKBDhw4G77s243mOdTt58iQ+/PBDFBQUQBAEhIWF\nYdKkSeJMuWXx9PREly5d0KVLF7z66qv44osvEB0djbS0NEyfPh0ff/wxOnXqZMajqFm0M69rGXIt\nPyAgAGvWrMF7772HlJQU8f5AdHQ08vLyMGfOHEilUlNVmahaMfmTiKgCKpUKW7ZsEZMDWrRogSee\neMKgso4dO4bLly8DKLqIM2bMGA4YyOaFhITgu+++Q3h4OP755x8AKPdJqZLf17a7zp07Y+bMmXjs\nsceqt7K1yGuvvYaTJ09Co9Hg0KFD2Lt3L/r3729QWXv27MGhQ4cgkUhgb2+PV1991cS1rT0Yc4iM\n06dPH/j6+uLjjz/GjRs3AJQfc0r+TNvumjZtirlz56JZs2bVW9lahDHHejHuEBmGbYdIf7m5uVi7\ndq3Ybjp16oS+ffsaVNa+fftw+vRpAEXtZurUqZytnWwWx9KW0bx5cwCPzhmPHDlSYfJnySVZ79y5\nIyZH6UOhUCA3N1fcb8mkUiJbkJ2djdmzZ4uTQgwcOBDTp0/Xa3Y1X19fREREYMWKFfjrr7+QlZWF\nWbNm4fvvv2dSezmKPwBt7LjJwcFB3H7w4EGF79XOXKj9+966dYvJn2Rz0tPTsXDhQqhUKkgkEowf\nPx7jx4/Xqwx3d3e8//77aNCgAX788Ufk5+dj/vz5+OGHH1CvXr1qqnnNpl1FEiiatd3R0dGgcry9\nvbF69WrMnDkTV69eFRNADx06hLy8PMyfP5/nm1QjMPmTiKgChw4dwrp168QTk5UrVxpcllwux/r1\n68WyHn/8cfTu3dsk9SSyZo899hiWL1+OhIQEREVF4eTJk5UuW+Tu7o6uXbti+PDhCAwMNFNNa4+m\nTZvi3XffxYoVKyAIAsLDw3Hv3j2MGjWqyjebNRoNfv75Z3z//ffi99599108/vjj1VVtm8eYQ2S8\nZs2a4dtvv8Xff/+NP/74A+fPny81s3RJEokEISEhGD58OHr27MmkGxNjzLFejDtEhmHbIdLf3r17\nsXv3bvF//bnnnjO4rKZNm2LJkiViWSEhIQgLCzNJPYmsDcfSllG3bl34+/sjKSkJgiBg586dGDly\nJDw8PMp8v7+/Pzw8PJCVlQUAOH78uEHJn8eOHQPwaPlSQ8ogsnbr1q0Tl9f19/fHtGnTDFpWVyKR\nYNq0aeJKLxkZGVi3bh3efvvtaqh1zVe8/8rJyUFeXh6cnJwMKuvevXvidmVLuMvlcjg6OkKlUgEo\nSnInsjXffvut+PBG27Zt9U78LO7ll1/G2bNncfbsWSiVSnz33Xf44IMPTFhb21H8mr+xs6XXqVMH\nn376KT744ANcuHBBTAA9ceIEPvjgAyxevBhyudzYKhNVKyZ/EhFVYN++fQCKBhB+fn5GLRfSrl07\n+Pn54dq1a5BIJNizZw9v6lCt0rJlS8yePRsAkJycjKSkJGRnZ4sn/K6urnB3d0ezZs3g6+tryarW\nCk8//TScnZ2xYsUK5OTk4Ntvv8Vff/2FwYMHo0ePHvDx8SnzcykpKYiNjcXOnTuRkpICQRDg6uqK\nGTNmsE8zEmMOkWlIpVI89dRTeOqpp5CTk4P4+PgyY46Hhwf8/PzQqlUruLi4WLjWto0xxzox7hAZ\nhm2HSH8HDhwAUNRugoKCjFqWNSAgAEFBQbh48SIkEgliYmKY/Ek2jWNpyxg4cCDWrFkDiUSChw8f\n4pNPPsFHH31UZpKaVCpFaGgofv/9dwiCgC1btmDgwIF6zdypUqmwYcMGMdlAJpOJM+YR2QqVSoXd\nu3eLr8eMGQM7OzuDy5NKpRg9ejQ+/vhjCIKA3bt3Y9KkSTozU1KRunXr6rw+deoUevXqZVBZp06d\nErc9PT0rfb9MJkN+fr7YvxHZEqVSiYMHD4rjg1GjRhld5qhRo3D27FkIgoADBw5g6tSpTDwsQ/Hr\n+fn5+UYltWvLW7FiBebOnYvTp0+LfdbZs2cxY8YMhIeHc1Z2smpM/iQiKkdBQQH+++8/ccD25JNP\nGl1mnz59cO3aNQiCgH///RcajYazS1Gt5OvrywRPC5o2bZq47eXlhZycHAiCgFu3buGrr77CV199\nBblcjvr164tP7+bm5iI9PR1KpRLAo6fqJBIJvLy88Mcff+CPP/6och0iIyNNeEQ1H2MOUfVwcXFB\n586d0blzZ0tXpdZizLFOjDtEhmHbIdKfUqlEfHy82G769OljdJl9+vTBxYsXIQgCzp07B5VKxaX4\nyCZxLG05gwcPxs8//4y7d+9CEAQcPnwYixYtwgcffFBmYtnYsWMRExODhw8fIisrC3PmzMHSpUsr\nnRUPKBpfLFy4ELdu3QJQ9Lfq3bs3+zWyORcuXEBeXp74umvXrkaX2a1bNwBF7SYvLw/nz59H+/bt\njS7X1oSEhMDe3h4ajQaCIGDDhg3o2bOn3rOuHjlyRHxwDSia8KMyOTk54vuZwEa25ty5c+KskxKJ\nBB06dDC6zI4dO4rlqdVqnDt3Dl26dDG6XFvToEEDndc3btwweiVJR0dHLF26FAsXLsSRI0fEBNCL\nFy/i3XffRUREhFHlE1UnJn8SEZUjKSkJ+fn5AIoGWMbM5qHVvn17rFu3DgCQl5eHa9euGTXbARGR\nIc6cOaNzYaf4tvamQG5uLq5fvy7+rORTucU/k5ycjOTk5CrtW7t0FelizCEiW8WYY50Yd4gMw7ZD\npL9r167p3BANCQkxusziZRQUFCApKalKyQdENQ3H0pbj4OCA9957DzNnzhRv/B88eBAJCQn43//+\nh969e+v8fry8vDBt2jQsWLAAAHD+/Hm8+uqr4nvLerBDEAQcO3YM33zzDW7evCnuRyqV4sUXXzTb\nsRKZy82bN8VtZ2dnkyQCyuVyODs7i0su37x5k8mfZZDL5QgODsaZM2cAAFevXkVERARmzpxZ5TIS\nExMREREh9lUSiaTSh63T0tJQWFgo9pf16tUz/CCIrJD2wQ2gaKUpUzy4IZPJ4OrqCoVCAYlEgpSU\nFKPLtEVNmzYF8Gis+++//xqd/AkA9vb2mD9/PpYtW4Z9+/aJfV5SUhKmTJlikoeAiaoDkz+JiMpR\n/EQUgEluvmjL0A5Ebt68yZs6RGRVyruwX5sv+JsDYw4R1UaMOZbDuENkGLYdIv2VbDf+/v5Gl6kt\nQ9tukpOTmfxJtQ7H0tWvY8eOmDhxIr788kvxxn9qaioWLlwIDw8P9OrVC23btkXTpk3h6+uL3r17\nY8GCBVi8eDFUKhXu3LmDRYsWwcXFBUFBQfD29oazszOUSiXu3r2L+Ph4ZGdn68zOKpFI8Prrr6Nx\n48YWPnoi03v48KG4XVBQYLJyCwoKxL5PoVCYrFxbM3bsWPGhAkEQEB0djVu3buGtt96qMGFKqVRi\n+/btWLdunbh8O1CUyFnZ0vGXLl0C8OiBAvZtZGtyc3PFbe2s66aQl5cntrWcnByTlWtLGjRoAA8P\nD2RnZwMATpw4gRdeeMEkZdvZ2WH27NmQy+XYsWOH2G/eunULmzZtEl8TWRMmfxIRlSMrK0vclslk\nJnsK0dHRESqVCgDw4MEDo8skIjIET0ysC2MOEdkyxhzrw7hDZBi2HSL9aW/GAYCTk5PJZsORy+Xi\n0rHF2yaRreFY2rJGjRoFOzs7fPHFFzqzq2ZmZmLnzp3YuXOn+F4HBwdxmXdtopMgCFAoFPjnn39K\nlV086VP7etSoURg5cmR1HxaRRbi4uIjbBQUFSEtLg7e3t1Fl3rlzRyf5U9sGqbSOHTuie/fuOHr0\nqNg/nT9/Hm+++SaaNm2KkJAQ+Pj4wMXFBQUFBcjMzMTly5dx5swZ5OXl6fRrEokEr7zyChwcHCrc\n58mTJ8VtJycncaY+Ilvh7u4ubms0Gty8eRNNmjQxqsybN29CrVaL/Zqbm5tR5dmydu3a4dChQwCA\n//77DykpKfDx8TFZ+e+++y6cnZ3x888/i/1fbZ8dn6wXkz+JrEh0dHSZ3x8wYIBZy6Ai2gvIAODo\n6GiycmUymXhTx5RPARERVVVkZKSlq0AlMOYQka1izLFOjDtEhmHbIdJf8Zm97O1NdzuieFnF2yaR\nLeFY2jqMGDECLVu2xIoVK8Tl2YHSibkqlQoqlUonIaC892pn+dT+zMXFBW+88QYGDhxYnYdCZFHa\nJb+1//sHDhzA6NGjjSozJiYGwKOE67p16xpXSRs3Z84cvPnmm7hx44ZOItO1a9dw/fr1Mj9TMlEd\nAIYMGVLpfeeCggLExsaKnwsODmbCFNmckv3anj178NprrxlVpjbXQ9uv1a9f37hK2rCOHTvi0KFD\n4u9/x44dmDRpkkn3MXHiRLi4uOD7779nH0ZWjcmfRFYkPDy8zKChT+KmKcqgIsWfQlQoFCZ5kkP7\npK+Wk5OTUeUR1UTp6elQKBTIyclBYWGhQWW0bdvWxLWqXdq1a2fpKlAJjDlE1Sc3N9eomNOgQQMT\n16h2YcyxTow7RIZh2yHSX/GZahQKBQoLC2FnZ2dUmYWFhTrthrN8ka3iWNp6BAcH49tvv8WWLVvw\nxx9/ICMjAwDKHQeU/H7J19pkKplMhmeeeQZjx47lzF5k81q3bg07Ozsx4XDz5s3o16+fmDylr7t3\n72Lz5s06s1EGBwebuNa2RS6XIzIyEgsXLsTZs2d1+qayZpoumagOAM899xzeeOONSvd19OhRaDQa\ncZzWo0cPUxwCkVVp06YN7O3todFoIAgCfvnlF/Tt2xd+fn4GlZeUlIRff/1V7Nfs7e3Rpk0bE9fa\ndvTs2ROffvqpGFe2b9+O559/HnXq1DHpfsaNGwcXFxesXbvWpOUSmRKTP4msUPEBtqE3EUxRRm3n\n4eEhbguCgNu3bxs9Vfjt27d1bg4V3weRrVIoFNizZw8OHTqExMREk8zIoX2il8hWMOYQmUZhYSGO\nHz+OgwcP4vLly7h165bRyyQy5pAtYtwhMgzbDpH+Sv5P37hxw+CbocXLKN5uPD09jSqPiKgq7O3t\nMW7cOIwePRrHjh3Dnj17cO7cOWRlZelVjpubG9q3b4/evXujW7duTGCnWqNOnTpo164d4uLiIJFI\nkJOTg+nTpyM8PBwNGzbUq6zbt2/j/fffR25uLoCi+6Dt27c3ecKPLapTpw5WrlyJX375BVu3bsWD\nBw8AlH0vufg1tYCAAEyYRQiHQgAAIABJREFUMAHdunWr0n769OmDPn36mKbSRFbKxcUF3bp1w5Ej\nRyCRSFBQUIBp06Zh8eLFaNWqlV5lXbhwAfPmzYNarRbPdbp27arzECrp8vT0RNu2bfHvv/8CKFoR\nYsOGDZgyZYrJ9/Xss8/C1dUVy5cvh0ajMXn5tVV4eHip70kkEsycOdOsZdgCJn8SWaHylgIxdxm1\nnfYGjvZ3eerUKaNv6pw8eRLAo6navb29jaskkZXbtWsXvvjiC/EijCn6JCa0ky1izCEy3unTpxEZ\nGYm0tDQAjDlEFWHcITIM2w6R/nx9fQE8ajcnTpwwOvnz+PHjAB61G30TRoiIjCGVStGzZ0/07NkT\nAJCWloZLly7h7t274mpHSqUSDg4OkMvlcHZ2hqurK3x9fdG0aVM89thjFj4CIst5/fXX8dZbb4kx\n/NatW5gwYQJGjx6NIUOGVJq8+eDBA+zYsQM//fQT8vPzdWb9NHap5drEzs4Ozz//PJ599lkcOXIE\n//77Ly5evIgHDx7g4cOHcHBwgJubGxo0aICQkBB07tyZq7ERlWPixIk4efIkCgoKIJFIkJWVhbff\nfhsDBgzAsGHDEBgYWOHnL126hG3btiE6OlrnATeZTIaJEyea4xBqtA8//FDnQRx7++pLgevfvz8a\nNWqE5OTkattHbRMdHV1qFmp9EzdNUYYtYPInkZUxxU1qJnyaRvPmzeHi4oLc3FwIgoCoqCgMHTrU\n4KWpNBoNfv/9d/Fk1NHREUFBQSauNZH1WL9+PX788UexTyq+RAjAvoqoOMYcIuP89ddfWLFiBQDo\nxB1jME6RLWPcITIM2w6R/po1awZPT09kZWVBEAT89ttvGD58OGQymUHl5efnIyoqSmw3Li4uaNmy\npYlrTURUdd7e3nx4g6iKAgMDMW7cOPz444/i/YL8/HysX78eGzZsQMuWLdG8eXN4e3uLs+Lm5uYi\nLS0NV65cQUJCAgoLC3USpCQSCcaOHVtpghWVJpPJEBoaitDQUEtXhajG8vHxwVtvvYVPPvlE7NcE\nQUB0dDSio6Ph5eWFFi1aoEGDBjr92p07d3D58mVkZGQAQKl+7Y033jD6YdPawMPDw6wrqLRu3Rqt\nW7c22/5qC+ZIGY/Jn0RWJDIy0irKoCJ2dnbo2LEj/v77bwBASkoK1q1bhwkTJhhU3vr163Hr1i1x\n4Ne+fftqffqEyJL++ecfrF+/HkDpmYidnZ3RsGFDODs7G3yTlMjWMOYQGe7SpUtYuXKleIFMe4FN\nG3dcXFwYc4hKYNwhMgzbDpFhunbtKs7GkZGRgdWrV2PGjBkGlbVq1Srcv39fbDedO3fmbO1EREQ1\nyMsvv4z8/Hz8/PPPOtdxNBoN4uPjER8fX+5nSz7wKwgCRo0ahVdeecUsdSciKsuQIUNQWFiI1atX\nA4DYrwHA/fv3xZULSiqerFZ8JuPJkydj6NCh1V9xIivBlZGNx6uJRFakXbt2VlEGPTJq1Cj8/fff\n4oBr06ZNcHJywpgxY/QqZ9OmTdi4caPOwG3UqFHVVGsiy/v2228BPDpZsbOzw7BhwzBkyBCjl3cj\nslWMOUSG+eqrr1BYWKhzct+tWzcMGTIEwcHBcHNzs3ANiawT4w6RYdh2iPQ3evRo7NmzB0DRWO2v\nv/6CVCrFW2+9VeUZQFUqFdauXYvdu3frtJvRo0dXZ9WJiIioGkycOBHNmzfH2rVrkZmZWaUVw4qv\nLCYIAjw8PDB58mT07dvXLHUmIqrIsGHDEBAQgIiICNy8eRNA6ZWpSiawF+/TBEGAr68vZsyYgZCQ\nEDPWnMiyOOunaUgOHDjA3wIRUQVmz56N48eP61xYDgkJwdixY9G5c+cKP3vy5Els2rQJ58+f1xnQ\ndezYEcuXLzdH9YnMLj09HS+88ILO0oWLFi1Cx44dLV01IqvHmEOknwcPHmDEiBEAID5sMGPGDISF\nhVm4ZkQ1A+MOkWHYdoj0Fx4eLs7+qW03Pj4+GDlyJPr27SsugVhSTk4OYmJi8OuvvyIlJUWn3YSG\nhmLOnDnmPAwiIiIyoYcPH2Lbtm3YtWsX0tLSqvSZBg0aYNCgQRgyZIhZl/olIqoKtVqNgwcPYufO\nnTh37lylSWkSiQTBwcEYMmQInnzySa4GQkQGYfInEVElsrKyMHHiRNy9excAxAvUAODu7o5WrVqh\nUaNGcHV1BQAoFArcvn0b8fHxyM7O1vmMIAioX78+vvjiC9SpU8cyB0RUzfbv349FixaJ7eSll17C\n+PHjLVwropqBMYdIP4cOHcKCBQvEdvLss89i8uTJFq4VUc3BuENkGLYdIv3l5eVh8uTJSEpK0lkG\nUTuL1+OPPw4fHx+4uLgAKEr6TElJwfXr1wHozpIjCAKaNWuGNWvWQC6XW+R4iIiIyHQEQUBSUhIu\nXryIq1evIjs7GwqFAgDg6uoKd3d3+Pv7IygoCM2aNSs1mx4RkTVSKBRISEiosF9r2bKleO2AiMhQ\nTP4kIqqCq1evYubMmXjw4IHOFOxA6SnbtUr+XBAEeHl5ISIigstek0377bff8NlnnwEo+v/ftGkT\nvL29LVwropqDMYeo6n7//XesWbMGQNH//w8//IAmTZpYuFZENQvjDpFh2HaI9Jeeno73338fN27c\nKNVugPKXRSz+M0EQ0LRpUyxbtgz169c3Q62JiIiIiIiIiKyXnaUrQERUE/j7++Prr79GcHBwqZkJ\ngKILz8W/iv9c+722bdvi66+/5g0dsnlKpVLclslkTPwk0hNjDlHV5eTkiNsODg5M/CQyAOMOkWHY\ndoj0p53ltm/fvmI70LaLspKmi/9M+/7+/fvj888/Z+InEdkcpVKJO3fuiF9ERDUd+zUiIiLz4Myf\nRER6Onz4MH766SckJCRU6f2tWrXCmDFj0L1792quGZF12LZtG1atWgWgaOmC7du3W7hGRDUXYw5R\nxaKiorB27VoAgJubG7Zt22bhGhHVbIw7RIZh2yHSX2JiIjZt2oTjx48jPz+/wvc6OjqiR48eGD16\nNPz9/c1UQyIi89q+fbt4TRUAYmJiLFgbIiLjsV8jInNTqVQ4ffo0rl69ioyMDEgkEnh5eaFFixZo\n37497O3tjSp/3759+P777wE8Wv2SyBoY959NRFQL9erVC7169cLdu3dx5swZXL58GVlZWcjOzgYA\nuLu7w8PDAy1atEC7du1Qr149C9eYyLwef/xxcTsnJwcFBQVwcHCwYI2Iai7GHKKK+fr6itsKhQIa\njQZSqdSCNSKq2Rh3iAzDtkOkv4CAAHz00UdQq9W4ePGi2G6ysrIAAB4eHmK7CQoKMvomHRFRTVB8\ntnAiIlvAfo2IzCEvLw8bN25EVFRUuQ8XOjk5ISwsDOPGjUOdOnUM2k9ubi7S0tIAsF8j68IrJkRW\nRBAEpKamIjk5GQ8fPoRSqUReXh7y8/Mhk8kgl8shl8vh5uaGxo0bo1GjRgwqFlSvXj30798f/fv3\nt3RViKxKcHAwnJ2dkZubCwA4d+4cOnToYOFaEdVsjDlEZQsJCYFMJoNKpQIAJCQkoHXr1hauFVHN\nx7hDZBi2HSL92dvbIyQkBCEhIZauChEREREREdUwd+7cwXvvvYeUlBQx4bwsSqUSf/zxB6Kjo/HG\nG29g0KBBZqwlUfVi8ieRBRUWFuK///5DbGws4uLikJKSgoKCgip/3t7eHo0bN0aHDh3Qo0cPtGnT\nBnZ2dtVYYyLrs379+jK/P378eLOWQY/Y29tj8ODB2Lp1KwDgzz//ZPInEdmM6OjoMr8/YMAAs5ZB\nRZycnNCvXz/s2rULALBnzx4mfxKRzWDMITIMrxMQ6Y8xh4hsDfs1IrI1PM8hKu3Bgwd4++23ce/e\nPQC6s3EKglBqIjVBEJCbm4vIyEicOHECM2fOhKurq1nrTFQdJAcOHCg/9ZmIqkV+fj6ioqKwdetW\ncQmwip5CqIw2aLm5uWHUqFEYPnw4nJycTFJXImsXGhpa5gy4MTExZi2DdOXk5GDChAm4e/cuJBIJ\nlixZgq5du1q6WkRERmPcsT4ZGRl45ZVXoFAoIJVKsWbNGgQGBlq6WkRERmPMITIM2w6R/thuiCxv\n+/bt+PTTTwEU3fNh2zEO+zUiy2O/Zlrs14hKmzNnDo4dOyb+X2tzbtzd3dGwYUMUFBQgLS1NXK2y\n+PskEgmaNGmCiIgI1K1bt0r7Y79mWbm5ucjLy4OHhwekUqmlq2NVOPMnkZnt378fn3/+OR48eKCT\n8GnM8u3acrKzs/Hdd9/h119/xZtvvol+/foZXV+imsIU7clUbZIAFxcXLFq0CNOmTUNOTg4WLlyI\n999/H71797Z01YiITIJxx3p4eXlh3rx5mD17NtRqNWbNmoXFixcjKCjI0lUjIjIJxhwiw7DtEOmP\n7YaIbA37NSKyNezXiIrExcWVSvwMDAzExIkT0bZtW53vnzp1Ctu2bRPfL5FIIAgCbty4gcmTJ2PF\nihVo3LixJQ/H5hUUFODKlSu4f/8+CgsLUb9+fbRo0aLSJM64uDhs374dZ86cwcOHD8Xve3h4oGPH\njujduzd69epV3dW3ekz+JDKjr7/+Gj///LM4oCoecErO/CmVSuHo6AiZTAaZTAaVSiV+qdXqUmUX\nLyszMxNLly5FYmIiJk2aVM1HRWQdSj7RY6ky6JHmzZtj1apV+PDDD3H79m0sWLAAnTt3xpAhQ9C2\nbVtOo09ENRrjjnXp1KkTli5dioULFyIzMxNTp07F008/jaFDh8Lf39/S1SMiMgpjDpFh2HaI9Md2\nQ0S2hv0aEdka9mtERaKionRe9+zZE/PmzYODg4PO9yUSCbp06YIuXbrg9OnTWLlyJdLS0sR2kJ6e\njilTpmD58uUICAgwW/1ri6ysLHzzzTc4ePAglEqlzs9cXFzwzDPPYNy4cZDJZDo/UyqVCA8Px+HD\nhwGU7q8yMzOxf/9+7N+/H0FBQZg+fTr8/Pyq92CsGJM/iczkp59+wpYtWwCUnk66devWaN26NVq1\naoVGjRqhXr168PDwKLesrKws3L17F6mpqYiPj8f58+cRHx8vlqct+5dffoGbmxvGjh1b/QdIZEGm\nODnhCY5pjRkzRtzOz88H8OjJqlOnTgEAnJ2d4erqqvdThRKJBJs2bTJdZYmI9MS4Y12mTZsmbnt6\neuLhw4dQq9XYuXMndu7cCVdXV9SvX9+gmAMAkZGRpqwuEZFeGHOIDMO2Q6Q/thuiR/r27WuR/Wpn\noSLTYL9G9Aj7NdvAfo2oiFqtxqlTp8Q+xtvbG7NmzSqV+FlSx44d8fXXX2PZsmU4evSoOAtoZmYm\n3n33XSxduhTBwcFmOgrbd+HCBcyePRsKhaLMvkehUGDTpk04evQoVqxYAU9PTwCASqXCe++9h4sX\nL5aaWK847c/i4+MxZcoUREREoGXLltV4RNZLcuDAAfbuRNUsKSkJEydORGFhIYCiTsjR0REjR47E\noEGD0KBBA6P3kZ6ejp07d+KXX36BSqUS9yOVSvHll19yxiOyWWlpaWV+39vb26xlkK7Q0FBxwF18\nMGaKk0qJRIKYmBijyyEiMsSZM2fK/H67du3MWgY9oo05JZWMOfomfmpjGGMOEVkKYw6RYXidgEh/\njDlEukJDQy2y3+LXU3kuahz2a0S62K/VfDzPIXokPj4ekydPFq/5T5kyBcOGDdOrjO+//x4bN27U\nmVzNyckJH3/8MTp27FjmZ7Zv345PP/0UAO9XV+batWt4++23kZubC6D8+zPa+zitWrXC6tWrYWdn\nh7Vr1yIqKqrSHIOSP3dzc8N3332HunXrmvJQagTO/ElkBuvXr4dGoxEHuAEBAZg/fz4aNWpksn3U\nr18fEyZMQFhYGObPn4/ExERIJBIUFhbixx9/xIIFC0y2LyJrYooTEp7UVJ+SAzlDZlwrjk8kEpGl\nmeICP28SmIexMYeIyNIYc4gMw+sERPpjzCEqjeeUNRv7NaLS2K/VbDzPIXrk1q1bAB5N4NC9e3e9\ny5gwYQLq1aunk8yZl5eH2bNnY968eejZs6dJ61ybCIKA5cuXIzc3Vye5tizaHKqLFy9i165d6Ny5\nM7Zt26bzuYYNG+Kpp55C8+bN4eLiguzsbCQkJODgwYO4d++e+F6FQoHVq1dj4cKF5jlQK8LkT6Jq\nlpOTg2PHjulMOR0REVHhsu7GaNSoEcLDw/Hmm28iPT0dgiDg2LFjyMnJgYuLS7Xsk4ioLEzUJCIi\nc2HMISIiIiIiIlMz97kmE7OIqLqxXyMiW5CdnS1uy2Qy1KtXz6ByhgwZAnd3dyxevFiczK2goAAL\nFizAzJkz0b9/f1NVuVY5cOAALl26JOZIAUDbtm3x/PPPo1WrVnB2dsa9e/cQGxuLTZs2ISsrCwDw\n66+/IiMjQ/xbAMALL7yACRMmwN5eN70xNDQUr732Gr788kv88ccf4r5iY2Nx5coVNG/e3LwHbWFM\n/iSqZhcuXIBarQZQNMAdO3ZstSV+atWpUwfjxo3DypUrAQAajQYXLlxAly5dqnW/RERamzdvtnQV\niIioloiMjLR0FYiIiIiIiMiGyGQyFBQUACi6r/PKK69U+/KRZ86cwZ49e6p1H0RUe7FfIyJbkpeX\nJ27LZDKjyurTpw+cnZ3x0UcfIT8/HxKJBBqNBsuWLYNSqcTQoUONrW6t8+effwJ4NDPr4MGD8e67\n7+q8x9vbG8899xx69uyJqVOn4u7du0hOTsaOHTvE9zz33HP43//+V+5+ZDIZpkyZArVajZ07d4rf\n/+uvv5j8SUSmlZKSovO6T58+Ztlvnz59sHLlSjEj/tatW0z+JCKz4dIR1i86OrrM7w8YMMCsZRAR\nGYvLsFk/xhwiIiIiIsNwLG0ZAQEBiI+PF1/7+PjgqaeeqtZ9qlQqJkkRUbVhv0ZEtsTZ2VncVigU\nKCwshJ2dncHlde7cGcuXL8fs2bORk5MjziK5atUqKJVKPP/886aodq2Ql5eHs2fPir9DX19fTJky\npdz3N2jQAO+88w5mz54NiUSCjIwMAEDdunXx+uuvV2mfb7zxBmJjY5GZmQlBEHD48OEK92mLmPxJ\nVM1ycnLEbblcDldXV7Ps19XVFc7OzlAqlQCA3Nxcs+yXiIhqhvDw8DKXXNHnwr8pyiAiItvHmENE\nREREZBiOpS0jKChIJ0nq0qVL1Z4kRURUndivEZEt8fT01Hmdnp5u9MREwcHBiIyMxMyZM5GVlSUm\nL3799dfIzc3FK6+8YlT5tcWVK1dQWFgIiUQCiUSCZ599FlKptMLPdOvWDY0aNUJqaqo4W+jAgQPh\n4OBQpX3K5XL83//9H37++WcAQEZGBjIyMuDl5WX08dQUhqc+E1GVFJ9mOi8vDxqNxiz71Wg0YuIn\ngCp3jEREVLsIgiB+WbIMIiKyfYw5RERERESG4VjavAIDAwFATJpNSEiwZHWIiIzGfo2IbMnjjz8O\n4FGf9t9//5mk3ICAAHz66adi0qA2AXTjxo347LPPTLIPW6ddGVl7ztGpU6cqfa5du3Y65yn6rvjW\ntWtXndeJiYl6fb6mY/InUTWrW7euuC0IgtkG05cuXdK5kFOvXj2z7JeIiGoW7ZNXli6DiIhsH2MO\nEREREZFhOJY2r6CgIHFbEARcuXKFSbNEVKOxXyMiW9KkSRPY2z9a6Prff/81adlr1qwRZxLVJoBG\nRUVh8+bNJtuPrVIoFOK2VCqFj49PlT5X8n3aBN+qCggIAPAoIVi7fHxtwWXfiapZySeptmzZgo8/\n/rja97tp0yad1y1atKj2fRIRUc1iios7vEBEpOvmzZs4c+YMrl69iuzsbOTk5MDZ2Rmenp7w9/dH\nhw4dqnyyS2RLGHOI9CcIAlJTU5GcnIyHDx9CqVQiLy8P+fn5kMlkkMvlkMvlcHNzQ+PGjdGoUSMm\ndBARkVn07dtX3H7nnXcwZMgQC9bG9nEsbX4+Pj5wdXVFTk4OgKJV3a5fvw4/Pz8L14yIyDDs12q+\ne/fu4ebNm1W+RtCkSRNODkU2y8HBAUFBQTh37hwA4PDhw5g6dSqcnJxMUr63tzdWrVqFGTNm4ObN\nm2ICaHp6urhNZcvLyxO3nZ2dq/w5uVyu89rNzU2v/bq6usLBwQFqtRoAxHhXWzD5k6ia+fj4oGnT\nprhx4wYEQcDRo0exbt06vPzyy9W2z3Xr1uHYsWNi4GnSpAkaN25cbfsjshVKpRLZ2dni6wYNGliw\nNkTVKzIy0irKILIVf//9NzZv3owrV65U+t7WrVtj/Pjx6NixoxlqRmR5jDlEVVNYWIj//vsPsbGx\niIuLQ0pKCgoKCqr8eXt7ezRu3BgdOnRAjx490KZNG9jZcdEfImPwOgFR2bQ3O/nQQfXjWNpyAgMD\nERcXJ/6fX7p0iUlSVmDatGmQSqXo0qUL+vXrhzp16li6SkQ1Bvu1miUrKwvHjh3D0aNHERcXB6VS\nqXcZcrkc7du3R48ePfDEE0/Aw8OjGmpKZBkdOnQQkz+VSiViYmIwaNAgk5Vft25drF69GjNnzsTl\ny5eZ9FlFMplM3NZoNFX+XMlrmFKpVO99Ozs7IysrCxKJxKA+syZj8ieRGYwaNQrLly8XA8KGDRtw\n6dIlTJkyBQ0bNjTZfm7fvo3Vq1fj1KlT4r4kEgmef/55k+2DyJLOnTuH2NhYXL16VZyq28vLCy1a\ntED37t3RunVro8rfu3cvVq1aJb6OiYkxqjwia9auXTurKIPIWpw5cwY7duwQX/fs2RNPPfVUpZ9T\nKpWIiIjAoUOHAOjOplL8Rmjx758/fx4zZ87E4MGDMWXKFINOYolqEsYcoorl5+cjKioKW7duFZPM\nDLmYXFBQgGvXruH69euIioqCm5sbRo0aheHDh5ts5gMia8PrBESWw8RP8+BY2nICAwNx+vRp8XVC\nQgLCwsKqdX/jx4+vtvJtxZkzZyCRSBAXF4dvvvkGnTt3RlhYGLp3787rK0SVYL9WM9y7dw8bNmzA\nX3/9JSZOGZpwlpubi6NHj+Lo0aOQSqUICwvDiy++yBlBySY88cQTWL9+vXhe8uuvv2LgwIEmPU9x\nd3dHZGQkZs2ahXPnzvEcqAqKz+Bp7gTM/Px88W/k4OBg1n1bGpM/icwgLCwMu3fvxn///ScmZZ48\neRLjxo1Dhw4d8NRTTyE4OBhNmjTRu+ybN2/i/PnzOHDgAOLi4gBATPqUSCQICQmp1oE7kTkkJiZi\n9erVuHDhgvg97YnO9evXERcXhy1btsDPzw//+9//0KVLF4P3xZkLiIhqp127duHAgQNi/1+VWdpV\nKhVmzJiBhISEMuNHyYtyJX+2c+dOpKamYtmyZZyZjYioltq/fz8+//xzPHjwoNwHCPSlLSc7Oxvf\nffcdfv31V7z55pvo16+f0fUlsha8TkBERNVt7NixGDx4sPi6uh+mCQwMRGBgYLXuw5YIggC1Wo3j\nx4/j+PHjcHd3R79+/TBgwAAEBARYunpUgejo6DK/P2DAALOWURuxX7N+mzdvxo8//oiCggKd85Dy\nzkWqeh1B22f++eef2LNnD8aNG4dx48aZtvK12Pr168v8vj7Jz6Yoo7Zp0aIFGjVqhNu3bwMoypuJ\njo42eW6Ms7MzIiIi8OGHH+LkyZO8NlCJ4snlgiDgzp07ZllFRaPRIC8vT/z7lFxG3tYx+ZPITBYs\nWICpU6fi5s2bOlNCx8XFiUmbzs7OaNiwIerXrw8vLy84OjpCJpPBwcEBBQUFUKlUyM/PR0ZGBtLT\n05GWloacnBxxH8UHgdrl3ufPn2/2YyUypZMnT+Kjjz6CSqUq90RH+/2kpCTMmjULoaGhmDp1Klxd\nXS1SZyIiqnm0Sx4JgoA2bdrA19e30s+sXLkSFy9e1IlL2odwmjZtCm9vb7i4uECpVOLOnTu4du0a\nNBqN+H5BEHD69Gl88cUXeOutt6r7EImIyMp8/fXX+Pnnn0sllgmCUOoBAqlUKl4jkMlkUKlU4pda\nrS5VdvGyMjMzsXTpUiQmJmLSpEnVfFRE1Y/XCYiqrrzkGFOKj4/XWdqvJCbiUE0ll8tr3U3jmqT4\neBcoWh45KioKUVFRaNasGcLCwtCvXz8ucWyFwsPDy0yc0SdemKKM2oj9mvXSaDRYsmQJDh48WOY1\nguKcnJzw2GOPQSaTwdHRUcwjyM/Ph0qlQkZGRqnZ9oqXpVKp8MMPPyApKQlz5szhrMkmUHz2yeL0\nTf40tozaaOLEiUhISBBfq1SqatmPTCbD4sWLsXr1aty8ebNa9mErSiZ6JicnVyn509fX16gH19PT\n0wE8ukdX22Y4ZvInkZl4eHhg1apVWLRoEU6fPl3mBemcnBwkJibi6tWrlZZX1kxS2iQCQRDQoUMH\nzJs3jye2VKNdvnwZc+fOFW9mlneiU7I97d+/H/Hx8ViwYAGf8iUiokrduXMHGRkZ4niqd+/elX4m\nISEBe/fu1YlNbm5uGDt2LAYOHFhmYoFSqcTevXuxYcMG3L9/Xxy7RUVFYeDAgfDz8zP5sRERkXX6\n6aefsGXLFgAo9QBB69at0bp1a7Rq1QqNGjVCvXr1Kjy3z8rKwt27d5Gamor4+HicP38e8fH/z96d\nhzVx7f8Df4dI2GUTRQS0Flms1gqKiIgURFCrVSvt9Vvbq/baat1KrVZtXVCpC4vS+1S0XnfcqrXW\nXdytLIrijqKghYKyKxAICSTz+4NfRsIeyELI5/U8PE8mZOacIcycmTOf8zkp7Pak2z506BDbVhGi\nqaifgBD5NBQcowjS4y42NhaxsbENfo4CcQghytDYDCzp6enYtGkTtmzZAg8PDwQGBmLQoEEU4NTG\nKGLmA0XNnkCIukVHR+PSpUsAZO9xDA0NMXjwYJk+guYMaOPz+TJ9BAkJCSgvL5fZ9pUrV2Bubo45\nc+Yob8e0DJ3XVG/o0KEYOnSoSsricrkIDg5WSVmazNbWFlwuFxKJBADw8OFDDBgwoMn1+vfvj/79\n+7e43KdPn8osd+2qDdMmAAAgAElEQVTatcXb0kQU/EmICpmamiIsLAyXL1/Gzp072VEB9TXctTut\na6ovvbv083Z2dpgyZQref/99BdacENWrrKzETz/9hKqqqjo3Oq6urrCxsUFVVRWys7Nx+/ZtiEQi\nmSDoly9fYt68eVi5ciXc3NzUvDeEEELasoyMDABvgm769OnT5Dr79u2TWX7rrbewbt06dOrUqcF1\nDAwMMHbsWAwbNgxLly7FgwcP2DYuJiYGS5cubcVeEEII0RTPnj3D9u3bZe5z9PT0EBQUhNGjR8s9\nFZKpqSlMTU3h4ODAdnjn5eXhxIkTOHToEHuvxDAMdu7cCQ8PD7z99tsK3y9ClI36CQhpucb6mpW5\nbXpgTQhRFg6HAycnJ7x8+RLFxcXse1LSKY7j4uIQFxcHU1NT+Pv7IzAwkAbfthENDeJR9TYIUbd7\n9+7hyJEjMv/PFhYWmDZtGnx9faGvry/3No2NjdGrVy/06tULH374IYRCIS5cuIDt27ezSRAYhsHR\no0fh4+ODvn37Knq3tBKd1wgBdHV1YWtri4yMDHA4HNy/f18l5T548IB9zePxmjW7X3tCwZ+EqIGP\njw+8vb0RHx+Pv/76C4mJiSgtLa33s/WNWqzd2JuYmGDQoEEYOnQohgwZAh0dHeVVXgs1ND2SPKPW\nFbENbXPx4kVkZmayNyAAMH78eEybNg1GRkYyn+Xz+Th9+jT27t2LkpIS9rgRCARYvHgxfvjhBwwb\nNkzl+0AIIfKiNkc9cnJyZJZ79uzZ6OfFYrHMNPHGxsYICwuDhYVFs8ozNTXF2rVrMXXqVBQUFIBh\nGCQkJEAsFlMWCkKISlG7ox67du2CWCxm2xEHBwesWLECNjY2Ciujc+fOmDZtGgIDA7FixQqkpaWB\nw+FAIpFg9+7dCAkJUVhZ2oiOHfWgfgLNtmvXrnrfl3cqxNZuQ1spOgizORmJ6IE1IUTZRo4ciVGj\nRiE+Ph5nz57FjRs3GswO/vr1axw+fBiHDx+Gg4MDRo4cCT8/P5iYmKit/tpMEW0EtTOkvdizZ4/M\nspubG5YvX96sDJ/Npaenh1GjRsHb2xshISHsLKUMw2D37t0ICwtTWFnais5rhLzh7OyMjIwMMAyD\n+/fvQyAQwMDAQKllXr16lb3+c3Bw0LpnbRT8SYia6OjowMvLC15eXpBIJEhLS0NGRgYyMzPxzz//\noLS0FAKBABUVFRAKheDxeDAwMICBgQFMTExga2sLe3t7dO/eXStPXqrU0PRI8jyQUcQ2tM2ff/4J\n4E0WtqlTp2Ly5Mn1ftbY2BhBQUEYMWIEwsPDERcXx2b3qKqqwqpVq1BWVoZRo0apchcIIURu1Oao\nR1lZGfvawMAAHTo0fpuUlpbGTpPD4XAwceLEZgd+ShkaGmLy5MnYsGEDAEAoFOLhw4d499135d8B\nQghpIWp3VK+srAwJCQnsQxZra2uEhYU1Oq17a9jY2GDdunX4+uuvkZeXxw44KCsrqxMsR5qPjh31\noH4CzbZr1656/+flDf5s7Ta0lboyfxJCiLJxuVx2ytfi4mLExsYiNjYW6enpAOpPsPL06VOkpaUh\nOjoanp6eCAgIgLu7OyVWUZHIyMg2sQ1C2oLi4mKZJANvvfUWVq9eDT09PaWUZ2xsjFWrVmHWrFn4\n+++/AQDJyckoLi5WWr+ENqg9S5i6tkFIW9GnTx920HNlZSUSEhLg6+urtPJu3bqFvLw89rrvvffe\nU1pZbRUFfxLSBujo6MDR0RGOjo7qrgppRHNGtKtiG9qgrKwMqamp7N/onXfeafCBTk2mpqZYtWoV\nDh06hC1btrAPhCQSCSIiIlBeXo6JEycqu/qEtEt+fn7s62+++QZjxoxRY23aP2pzVEssFsv1+cLC\nQgBvAg+8vLxaVO7QoUOxYcMG9vt58eIFBX8SrcYwDJ48eYK0tDSUlJRAT0+Pncq6e/fu6q5eu0bt\njuo8fPhQJhvRp59+qvQHLObm5pg8eTIiIiIAVLd7Dx8+hLu7u1LL1QZ07KgO9RO0H3TcqI/03mX2\n7NmwsrJq1bZ8fX3Zvz31ERBC2gpTU1MEBQUhKCgIaWlpOH36NC5evNjgtPCVlZW4evUqrl69CgsL\nC/j7+yMgIIDuP5VMEQEZ2hjUQdqnhw8fste2HA4Hn3/+udICP6X09fXx2WefYeXKlTL18PT0VGq5\n7Zm1tXWb2AYhbcWwYcNk/qeV/f+9Y8cOAG+e2Q0aNEip5bVFFPxJCCHNVHuaEHVtQxs8fvxY5mYn\nKChIrvWDgoLQvXt3rFy5EgKBgB0xFx0djbKyMsoIQUgL1DwmifJRm6NaNTOfCQQCiEQi8Hi8Bj9f\nUlIis9y1a9cWlWtmZgZ9fX0IhcJ6t0uIpikrK0NiYiLu3buHwsJCVFVVoVOnTnjnnXfg4+PT6NQu\nJ0+exN69e5Gbm1vv762srDBhwgSMHz8eurq6ytoFrUXtjupkZ2fLLKtq2ulhw4YhIiKC/Z6ysrIo\n+FMB6NhRHeonaD/ouFGtL774AjExMew9x7Vr13Dz5k1MmTIFH330EWW5awckEgkePnyIx48f4/Xr\n1ygtLYWRkRHMzc3Rs2dP9OvXj66fiVZycHDAnDlz8PXXXyMhIQFnzpxpdFr4wsJCHDx4EAcPHoST\nkxMCAwPh6+ur0GmXCSGkthcvXsgsq+o+XRoYVTMpASGEKIqxsTHc3NxUUlZVVRX+85//yLz3zjvv\nqKTstoSCPwkhpBkU0ZlMHdLNl5eXJ7Ps6uoq9zbc3d0RERGBxYsXo7i4mH2ws3v3bpSXl2PmzJmK\nqi4hWoMCP1WD2hzVqz3q8NmzZ3B2dm7w87U7/lvzwLTmutIHEIRoosOHD2Pnzp0QCAR1fnf69Gls\n2rQJ06dPx9ixY2V+JxKJEBISgsTExEbPXXl5ediyZQtOnDiBdevWtTjomtRF7Y5qlZWVsa8NDAxU\n9jDZ2NgYhoaG7DFaXl6uknLbMzp2VIv6CdoHOm5U79NPP4WPjw82bNjATikqEAiwefNmxMbGIjg4\nGL1791Z3NUkL8Pl8xMTE4OTJk4226zweD76+vpgyZUqrM74Soom4XC68vLzg5eXV7GnhU1NTkZqa\nik2bNmHIkCEICAjAwIEDqW+UEKJwFRUV7GsjI6NGB04rkoGBAYyMjNhriJr1IIQQTdKhQwfKCA4K\n/iSEkCZFRka2iW1ok9LSUva19AakJZycnBAVFYUFCxYgPz+ffbBz+PBhCAQCfPvtt4qqMiGEKAS1\nOerRq1cvAG86/K9du9Zo8Gfnzp1llnNzc2Fvby93uXw+H+Xl5Wy5lE2CaCKJRIL169fj3Llz9U7B\nKn2vrKwMUVFRyM7OlgmuWbVqFRISEmTWaQjDMMjKysLs2bOxadMmdOnSRdG7o3Wo3VG9mpmlKyoq\nIBaLweVylV6uWCyWCc6mDGCtQ8eO6lE/gebbt29fm9iGNurWrRvCw8Nx7tw5REdH4/Xr1wCA9PR0\nzJkzB6NGjcKXX34JExMTNddUu9y9e5d9bWdnBwsLi2ave/PmTaxatQp8Pr/JgGihUIgzZ87g4sWL\nCA4OxogRI1pcZ0I0nbzTwotEIly+fBmXL1+GpaUlRowYgYCAANjZ2alrFwgh7UzNPoKysrImZ6RS\nFJFIJDN4RBVlEkIIUR4K/iSEkCYoYqQAjTaQjyIzn9nZ2eHnn3/Gd999h6ysLPbBzsmTJyEQCLB4\n8WKa4oq0K2fPnlV6GSkpKY12BgQEBCi9Du0VtTnq0alTJ7z99tt49uwZGIbBiRMnEBQUBFNT03o/\n//bbb8PU1JR9OJCYmNii4E9pwBvDMOBwOC3aBiHqtmvXLsTGxgKoP2NKzfelwTWOjo7w8/NDbGws\n4uLi6gSKdujQAaampqioqGCzJHI4HPY67tWrV1i3bh0FTikAtTuq16lTJ/Y1wzB4/PixSqYiSk1N\nlZkymzJ/tQ4dO6pH/QSar3a2fXVtQ5v5+/vDw8MDmzZtwtmzZ9n//VOnTuHatWv46quvEBgYqO5q\nao3g4GD2Ovibb77BmDFjmrXe+fPnsX79+jpTV0tJ7y9rvycUCrFu3TqUlJRg4sSJCtgDQjSbvNPC\nFxQUYP/+/di/fz8uXLigtnoTQtqX2gOb79+/r5Kpku/duyfTR0ADrAkhRLNR8CchbZBQKERpaSkE\nAgEqKiogFArB4/FgYGDATgunr6+v7moSojQ1M3gIBIJWj3Tr3Lkz+2Dn2bNnbOf2xYsXUVFRgeXL\nl6NDB2oSSfuwbt06pU1BJO0MkE6P1BAK/iSaaNSoUfjvf/8LDoeD0tJSbNiwAcuXL6/3eOJyufD1\n9cUff/wBhmFw4MABjBo1Sq7MnSKRCHv27GHbJB6PR9MtEo2TkZGBffv21Qn6NDMzg5OTE4yNjVFS\nUoJHjx6Bz+ez/+9bt27F0KFDsWfPHpn1/Pz8MH78eDg7O7NBN69evcJff/2FvXv3ymRou3v3LhIS\nEjB48GCV7zchreHk5ATgzcPkAwcOYNWqVUovd+/evTLLjo6OSi+TEEWifgJCFMPExATff/89RowY\ngQ0bNiArKwsAUFxcjLCwMJw5cwbBwcHo3r27mmuqHeoL1GxMeno6wsPDUVVVVScwjcfjwdraGiYm\nJuDz+cjNzWWncK352c2bN8PZ2Rl9+vRR8N4QopnknRaepn4nhCiStD9Yem7Zs2cPXF1dlXqukUgk\nMn1yNetBCCFEM1EPFiFqJhKJkJSUhOTkZGRmZiIzMxMFBQVNrmdpaQl7e3vY29vD1dUVAwcOhJ6e\nngpqTIjy1cyGAwBZWVno2bNnq7ZpZmaGjRs3YtGiRUhJSWEf7MTHx2Px4sVYvXp1q7ZPSFvT1LRf\nyto2dYASTfXBBx/g4MGDyM/PB8Mw+Ouvv7B69WosWrSo3qlxP/30U1y4cAGlpaUoLi7GDz/8gDVr\n1sDQ0LDJsiorK7Fy5Ur2QSuHw4G3tzdNr0M0zpEjRyAWi9nrKiMjI8ybNw9+fn4y7YFYLMbJkycR\nHR0NkUiE/Px87Nq1C9nZ2QAAHR0dLF68GL6+vnXKMDc3x9ixY+Hj44MlS5aw13EA8Oeff1LwJ9E4\n3bp1Q48ePZCRkcHej+zcuRNTpkxRWpk7d+5EQkICe6za29vD1tZWaeURogzUT0CIYvXv3x/btm3D\nnj17cODAAYjFYjAMg3v37mH69OkICgrC559/Tv3NSiZvH8qaNWsgEolkgjmdnJzw2WefYcCAATL3\nlGKxGHfu3EFMTAzu3r3LZtKXSCRYu3Ytdu/eTVmOCamlqWnhCSFE0aysrODi4oLHjx+DYRjcv38f\n4eHh+Pbbb8HlchVenlgsRkREBO7fv89eTzg7O9PsIIQQouHozo4QNUlJScGyZcvw4YcfYtmyZTh6\n9CiSk5PZgIOmfgoKCnD79m38+eefWL58OcaNG4elS5ciJSVF3btGSKv16NEDwJsO0Dt37ihku8bG\nxggPD8d7773HjtJlGAbJyclYsGABysvLFVIOIW2BtFNfUT/N2TYhmkxXVxcLFiwAALZ9uHz5MqZM\nmYIrV67UCXq2sLDAt99+yy4/ePAAX3zxBS5dugSxWFxvGdJggi+//JINwgGqs0x89tlnStozQpSD\nYRhcuHCBPV50dXURERGB4cOH12kTuFwuxo4dKxNEc+jQIQDVx9vkyZPrDfysqWPHjli5ciVMTU3Z\n8m/fvq3QaYAJUZWPP/5Y5n5kz549WLx4MV6+fKnQcl68eIFFixbJZJrmcDj45JNPFFoOIapA/QSE\nKJ6uri6mTZuGrVu34p133gFQfYxVVVXhwIED+Pe//434+Hg115JIJSQkyGQqBqqvKaKjo+Hp6Vln\nMCGXy4Wbmxs2bNiA6dOny/zu5cuXuHbtmsrqTogmkk4Lf/jwYaxcuRKenp6UFVzFGIZBamoqTp48\nif379+PIkSO4cOECMjIy1F01QhRq0qRJMvciZ86cwYwZMxR2zyN1584dfPXVVzh79qzM9cSkSZMU\nWg4hhBDVo6tUQlQsOzsbmzZtQmJiIgDZ7GktCZ6Rri8UChEfH4/4+HgMGjQIM2fOhJ2dneIqTogK\n2djYwNDQEAKBAACQlJSECRMmKGTb+vr6WLt2LUJCQmSy3zx8+BCpqakyNzyEaDJ1Zf4kRJO5ubnh\nq6++wubNm9n24OXLl2zA2dChQ9GvXz/06NEDdnZ28Pb2RkhICEJDQyESiZCbm4vVq1fDyMgILi4u\nsLa2Ztuz/Px8pKSkoKSkhD2GpNd+06dPpwxsROP8/fffKC8vZ/+Px48f3+Q00m5ubvDz88P58+fZ\nIGljY+NmB6JZWFhgwoQJ2LFjBwCgqqoKT58+hYuLS+t2hhAVCwwMxJkzZ3Dv3j22vblx4wYmT54M\nV1dXvP/+++jTpw/s7e3l3nZmZiYePHiAS5cuITk5GcCb6Sk5HA769u2LwMBARe8SIUpH/QSEKE/3\n7t3x888/4/jx49i6dSv4fD4AIC8vD0uXLoWnpydmz56NLl26qLmm2u348eMA3rTrI0aMwIwZM5q1\n7qRJk8Dn87F//372+cPx48fh7e2ttPoS0l7Unhb+3Llz6q6SxigrK0NiYiLu3buHwsJCVFVVoVOn\nTnjnnXfg4+MDAwODBtc9efIk9u7di9zc3Hp/b2VlhQkTJmD8+PH1zthDiCbx8vKCt7c3rl69yt57\npKenY/78+ejWrRt8fHzQp08f9O7dG8bGxs3eLp/PR0pKCh48eIDLly8jOzu7Tr/00KFD4eXlpaxd\nIy2QmprKxpEAwL///W811oYQoiko+JMQFUpISEBoaCgEAoHMxRUANqNnS9QMGGUYBomJibh79y6W\nLFmCIUOGtL7ihKgYh8NBv379kJCQAAC4efMmCgoK6kzz1lI8Hg8rV67ETz/9hEuXLrE3U5WVlZS9\nUIF27dpV7/vy3KgoYhvajMPhwMvLC7Nnz271tB2+vr7s8fHNN99gzJgxiqgiIW3Oxx9/DB0dHURH\nR8tcp71+/RonTpzAiRMn2M/q6uqy07zXHJ3N5/Nx8+bNOtuu7/rv448/RlBQkLJ3q907e/Zsve8H\nBASodBvaJD09HcCb/31/f/9mrTdixAicP38eQPWx4OrqCn19/WaXO3ToUOzYsYM9jrKysij4k2ik\nkJAQzJs3D5mZmTKBZcnJyWzQpqGhIbp27YrOnTvDwsICenp64PF40NXVRWVlJUQiEYRCIYqKipCX\nl4ecnByUlZWxZdRsd6TTva9YsULl+0qIIlA/ASHKN2bMGHh5eeG///0vLl++zB4H8fHxuHXrFj7/\n/HMEBQUpZQpS0jiGYWQGjRgbG2Pu3LlybWPatGm4dOkScnNzwTAMHjx4ALFYTN8nIXIwNTXFxIkT\n1V0NjXD48GHs3LmTHbhT0+nTp7Fp0yZMnz4dY8eOlfmdSCRCSEgIEhMTG31mmpeXhy1btuDEiRNY\nt24dunbtqvB9IESVFi1ahFevXslMx84wDLKysrB37172c0ZGRmwfgb6+PnR1ddk+gsrKSlRUVLB9\nBA31D0iX+/bti0WLFqlwL0lzpKamYteuXex3Rc9DSXshEolw69YtpKeno6ioCBwOBxYWFnB0dET/\n/v1bnWH9/Pnz2L59O4Dqc13Nc6c2oOBPQlTkxo0bWLZsGZvhRtpRwzAMuFwuHBwc4OLiAhsbG1hZ\nWcHS0hJ6enrQ09NjL9qEQiGEQiEKCwuRn5+Ply9fIiUlBenp6ex0h9ILAYFAgBUrViA0NBTu7u5q\n229CWsrV1ZXNuCGRSHDq1Cl8/vnnCts+l8vFjz/+CENDQ5w8eZIe5ihBzZuTmuQN/mztNrTNF198\ngZiYGAiFQgDAtWvXcPPmTUyZMgUfffQRdHR01FxDQtq+iRMnwtnZGeHh4WxQDlA3661IJIJIJJI5\nTzX02ZoZ3hmGgZGREWbOnIlRo0Ypc1e0xrp16+ptL+QJ3FTENrRJaWkp+5rL5eLtt99u1nq9evWS\nWW7uelI9evQAl8uFRCKpUw9CNImpqSmioqKwevVq3Lp1q86gTqA6U05aWhobbN2Yhtodab+Dq6sr\nli5dClNTU8XuCCEqRP0EhCifubk5li1bhoCAAERFRSEnJwcAUFFRga1bt+LcuXOYN2+emmupfZ4/\nfy6TdX/kyJGNZsyrD5fLxbhx47B582YA1fezaWlpcHJyUkaVCSFaSiKRYP369Th37lydmQ8B2Xud\nqKgoZGdnY+bMmeznVq1axQ72aepaTBoYN3v2bGzatIkyVBONpq+vj7CwMPz88884deoUgPr7mfl8\nPvh8Pp4/f97gtuoLnK69rcDAQMybNw96enoK2weiWNIB94RouoqKCsTExODIkSPss+va9PX1ERgY\niMmTJ8Pc3LxF5ZSXl7P3r9p47FDwJyEqUFxcjNDQUIjF4jojaj744AN4e3u36uJKKBTi6tWrOHHi\nBDsiiMPhQCwWIzQ0FLt376YHPETjeHl54ZdffgFQfbwcOXIEEydOZDOsKQKHw8H8+fNhZGSE3377\nTSsvBFShvk4edWxDW3z66afw8fHBhg0bkJycDA6HA4FAgM2bNyM2NhbBwcHo3bu3uqtJSJvXp08f\n/O9//8OBAwdw9OhRFBUVAWj4HFT7/drL0vMYj8fDuHHj8Omnn8LExEQJNddu1OaoTs3sAfJcn9We\nnsrIyEjuso2MjFBSUgIOh4Py8nK51yeyxGIxXrx4gdLSUpSXl0MgEEAoFMLAwADGxsYwNjaGlZUV\nOnbsqO6qtjumpqYICwvD5cuXsXPnTmRmZgKo/9zTWNabmgMMan/ezs4OU6ZMwfvvv6/AmhOiHtRP\nQIjqDBo0CNu3b8eOHTvw+++/A6g+7p4/f47g4GB2gAEdI6pRUFAA4E0QwIABA1q0Hel60u8tOzub\ngj8JIQq1a9cuxMbGAqg7a6FUzeekhw8fhqOjI/z8/BAbG4u4uLg6QWodOnSAqakpKioq2L6ImoPd\nXr16hXXr1iEyMlIl+0iIsvB4PHz33Xf44IMPsG3bNty6dQtA4/2T9R1bjfUpuLq64osvvqBZdAgh\nKpGbm4sFCxYgOzu70b5NgUCAo0eP4uzZs5g5cyZGjx6twlq2DxT8SYgKxMTEoLS0lL0RMTExwbx5\n8+Dr66uQ7evp6cHf3x/+/v64ePEioqKiwOfzAVSPAIqJicGsWbMUUhZpnaysLDx8+JBdpkxSDevS\npQtcXFzw6NEjAEBJSQkOHjyIqVOnKrysGTNmwNjYmE0FThSroSx4qt6GNunWrRvCw8Nx7tw5REdH\n4/Xr1wCqp+idM2cORo0ahS+//JICzzSQRCLBw4cP8fjxY7x+/RqlpaUwMjKCubk5evbsiX79+kFX\nV1fd1Ww3OnTogMmTJ2PSpElISEhAbGws7t+/j+LiYrm2Y2Jigv79+8Pb2xseHh4KDVAgsqjNUZ2a\nU7U3NGK3PrU/W1FRIXfZFRUV7PdEGQrk9+rVK/z1119ITk7G33//jRcvXrAzVDTG2toaTk5O6NOn\nD/z8/GiAoQL5+PjA29sb8fHx+Ouvv5CYmNhgVtv6HqDWPl+ZmJhg0KBBGDp0KIYMGUKZ39s46ido\nPuon0CxFRUUoLCyERCJB586dm5W9Izs7G8ePH8ft27eRk5ODiooKmJmZwdLSEm5ubvD29q6TRZwo\nj76+PmbOnInhw4cjIiICT548oaBPNSkpKZFZ7tmzZ4u206NHD5nvTvoMgRBNQ/frbVNGRgb27dtX\n557FzMwMTk5OMDY2RklJCR49egQ+n8+2KVu3bsXQoUOxZ88emfX8/Pwwfvx4ODs7s/c00vvZvXv3\nIj8/n93G3bt3kZCQgMGDB6t8vwlRNGdnZ4SFhSEtLQ1//fUX4uLi8OzZsybXa+jc+NZbb2HIkCEY\nOnQoXUsTQlTm1atXmDNnDjuQrfb1QX0D2cvLyxEZGYnr169j4cKFdRJJkIZR8CchSiYWi3HmzBn2\nBsTAwADr1q2Ds7OzUsrz9fVF165dMX/+fAiFQjAMgzNnzmDGjBngcrlKKZM0X3JyMqKiothleqjT\nuO+//55Nzw1A7umM5DF58mTY2toiIyNDaWVoI0V0xFFnXsv5+/vDw8MDmzZtwtmzZ9m26NSpU7h2\n7Rq++uorBAYGqruapBmkgzlOnjzZaJY7Ho8HX19fTJkyBVZWViqsYfvG5XLh5eUFLy8vAEBOTg5S\nU1ORn58PPp+PsrIyCAQC6OrqwsDAAIaGhjA2NoadnR169OgBS0tLNe+BdqA2R7VqdryIRCLk5eWh\nc+fOTa73zz//yCy/ePFCrnKLioogEonYziHqAGq+pKQkxMTE4OHDhw0GDTbm5cuXyMnJwZUrV7B5\n82Z4eXlhwoQJ6NOnj7KqrFV0dHTYtkYikSAtLQ0ZGRnIzMzEP//8g9LSUggEAlRUVEAoFILH48HA\nwAAGBgYwMTGBra0t7O3t0b17dzg4OND9vwahfgL5UD9B21ZZWYmDBw8iNjYW2dnZMr+zt7fHxIkT\n683gIRaLsXXrVhw+fBgMw8i0T/n5+SgoKEBqair27duHYcOG4euvv0anTp2Uvj+kWq9evRAdHY3f\nf/8dO3bsgEAgoOtmFauqqpJZbmlGdh0dHRgZGbGZ8yj4k2iiffv2sa9pQFrbcuTIEXYGRIZhYGRk\nhHnz5sHPz08mwEMsFuPkyZOIjo6GSCRCfn4+du3axV476OjoYPHixfUm0DE3N8fYsWPh4+ODJUuW\nICUlhd32n3/+ScGfpF1xcHCAg4MDpk6diuLiYmRmZraoj4DOlYQQdQgPD0dBQUGdZBsdO3ZE165d\nUVlZiZycHPaZZ83PxcXFYc6cOQgLC6N7/2ai4E9ClCwlJQVlZWXsFARBQUFKC/yUcnFxQVBQEDtK\nrry8HCkpKejbt69SyyXNI23YaIR80+zt7WFvb6+y8nx8fFRWljao2RGnzm1oOxMTE3z//fcYMWIE\nNmzYgKysLBRtxHQAACAASURBVABAcXExwsLCcObMGQQHB6N79+5qrmn7dvfuXfa1nZ0dLCwsmr3u\nzZs3sWrVKvD5/CYfsAmFQpw5cwYXL15EcHAwRowY0eI6k4ZZW1vD2tpa3dUgNShiai+aHkw+tra2\nAN5c08bHx2PcuHFNrhcfH8++ZhgGycnJcpWblJTErsvhcNClSxe51tdGGRkZiIqKYtui+qYEkwfD\nMKiqqsKVK1dw5coVjBw5ks2QRxRDR0cHjo6OcHR0VHdViIpQP0HzUT9B25WVlYXFixfjxYsX9d63\nZGRkIDIyEleuXMHKlSvZLOISiQQhISGIi4tr9FiQ/u7KlStISUlBZGQkbGxslLhHpCYOh4OJEydi\n2LBh2L9/PwQCAfs7Ozs7NdZMO5iZmcksSySSFm+LAneJpqP+mLaJYRhcuHCBDfzU1dVFREREvfc0\nXC4XY8eORbdu3bBw4UIAwKFDhwBUtzeTJ09ucubEjh07YuXKlfjiiy9QUlIChmFw+/ZtVFVVoUMH\nCn8g7Y+pqSn69u1Lz/oJIRohOTkZCQkJMgGdTk5O+Oqrr9CvXz+Z95OSkvDnn3+yn5deS2RkZGD2\n7NkIDw9nn0WQhtHVDyFKJs0OIH04OWrUKJWUO3r0aOzZs4c9cWZkZNAFISFEpRTREUedeYrTv39/\nbNu2DXv27MGBAwcgFovBMAzu3buH6dOnIygoCJ9//jlNn6skwcHBbJv8zTffYMyYMc1a7/z581i/\nfj2b5aO+aRDqe08oFGLdunUoKSnBxIkTFbAHhLRt7733XpvYhjZxdHQEl8uFRCIBwzDYv38/hg8f\n3mgAYH5+Po4ePcp24ADVmXQvX77crOAasViMQ4cOyayv7IF1mi4+Ph6rV69mZ4WQdqABkMmsVl9b\n0pia2zh9+jSuX7+OkJAQ9O7dWwl7QQghpK3Lzc1FcHAwCgsLATQcyMwwDG7duoVVq1YhNDQUQPWg\nz2vXrtVpo2qr+bu8vDx8++23+N///keDD1TMysoKc+fOVXc1tE63bt1klvl8vlyDSmuqOZuINAib\nEEJa6++//0Z5eTnbno8fP77JwWxubm7w8/PD+fPnIRaLAVTP7vHJJ580q0wLCwtMmDABO3bsAFCd\nJfnp06dwcXFp3c4QQsj/d/bsWZWXmZKSovIyCVG0I0eOyCx7eXlh6dKl0NXVlXmfw+HA3d0d7u7u\nuHXrFiIiIpCTk8Pe/+fl5WHu3LlYv349HBwcVFZ/TUTBn4QoWUlJCfuax+M1aypERejcuTP09PQg\nEonq1IMQQoh20tXVxbRp0+Dn54eIiAg8ePAAHA4HVVVVOHDgAC5cuIC5c+fC09NT3VVtl+oL1GxM\neno6wsPDUVVVVechKI/Hg7W1NUxMTMDn85Gbm4uKigoAsg9FN2/eDGdnZ5qSlxCicDweDwMGDMD1\n69fB4XBQUFCA77//HitWrICVlVWdz2dlZWHp0qUoLS0Fh8OBh4cHEhMTwTAMNm7cCAcHhyZH8EZH\nR+PZs2fswyRHR0cYGhoqaxc1XnJyMlasWCEzgEDajhgaGqJr164wMjKCSCRCcXExcnJy6gSDenh4\n4PPPP4dAIEBubi6eP3+Ox48f4/79+2y7xjAMCgsLMX/+fKxZs4YCqQkhRAtFRESgsLBQ5n6noQBO\nhmGQmJiIy5cvo3///ti7d6/MPYyhoSE8PDzQq1cvGBkZoaSkBI8fP0ZSUhKEQiG7jfz8fGzevBnf\nffedyvaTEHWxs7NDx44d2T7+rKysFgV/FhUVyfRN0DSwhBBFSU9PB/Cm/9Pf379Z640YMQLnz58H\nUH2d4OrqKldg+tChQ7Fjxw72vJaVlUXBn4QQhVm3bp1aZuio2YdHiKapqqpCUlIS+39sbW2NxYsX\n1wn8rM3NzQ2//vor1q5di/j4ePYZwOvXrxEcHIw1a9bQs85GUPAnIUrWVKenMtWc/oWmDiOEECLV\nvXt3/Pzzzzh+/Di2bt0KPp8PoHoE1dKlS+Hp6YnZs2fTVLoKJm9bvGbNGohEojrTInz22WcYMGAA\neDwe+1mxWIw7d+4gJiYGd+/eZW+KJBIJ1q5di927d0NHR0eh+0MIIR9++CGuX7/OLj969AifffYZ\nPD094ezsDCMjI5SWluLhw4e4fv06m8nDysoKs2bNYtctKSnBrFmzMGPGDIwYMQJcLlemnOzsbGzZ\nsgVxcXFspxGHw8Ho0aNVt7Mahs/nY/Xq1ewAAoZhwOVy8cEHH2DUqFF4++2367RLfD4fcXFx+P33\n35GWlgYOh4PExERwuVysXLlS5rOFhYU4deoU9u/fj4qKCnA4HAiFQixduhRbt26l7O2EEKJFrl+/\njps3b8rct9ja2mLChAno3bs3DA0NUVBQgLi4OBw7dowdlHDw4EHk5eXJBHS+//77mDt3br0BaUVF\nRdiwYYPM9cDp06fxr3/9i6aAIxpNOhhq48aNzV7n6dOnePfdd+UuKy0tjS2Tw+GoLFEFIaT9Ky0t\nZV9zuVy8/fbbzVqvV69eMsvNXU+qR48e7KwktetBCCGKouoYD4rrIJrsyZMnqKysZJ9TfvLJJzAw\nMGjWusbGxli9ejW2b9+OmJgYdhtlZWVYuHAhVq1aBTc3NyXvgWaiJ8CEKJmZmRn7urKyEtnZ2Sop\nNzs7G5WVlewyjeIlhBBS25gxY7Br1y74+PjIZO+Kj4/H1KlT2enhieolJCSw2e2kHQsff/wxoqOj\n4enpKRP4CVR3qrq5uWHDhg2YPn26zO9evnyJa9euqazuhBDt4eHhAQ8PD5kOUJFIhCtXrmDLli2I\njIzE1q1bER8fj6qqKratmTJlCrp16ybT/pSWliI8PBwffvghFixYgNDQUCxbtgxffPEFPv/8c8TF\nxclkpbS2tsaIESPUtett3oEDB/D69WuZEdZbtmzB3Llz4eDgUG8nsrGxMQICArB582Z8+umn7LTw\ncXFx+O2332Q+a2lpic8++wy7du3CO++8w36PZWVlWLNmjap2kxBCSBtw4sQJmWVPT09s27YN48aN\ng6OjI2xtbfHee+9h1qxZ+OWXX9hp2p88eSKzrq+vL5YuXdpgH6aFhQVCQkIwZMgQmWuP06dPK2Gv\nCFEt6XVXUz9SSUlJLSrn0aNHMst2dnatqjchhEiVlZWxr+WZoUN6XSBlZGQkd9lGRkbsObK8vFzu\n9QkhpCnSADRV/RCiybKysgC8CZpuyWyT06ZNQ3BwMLvM4XBQUVGBJUuW0PPOBlDmT0KUrGfPngDe\njNA4duwYZs6cqfRyjx49CuDNKF55R8tpg7t376q8TGljRxRPKBSitLQUAoEAFRUVEAqF4PF4MDAw\ngIGBAYyNjeWaLoQQbWFubo5ly5YhICAAUVFRyMnJAQBUVFRg69atOHfuHObNm6fmWmqf48ePA3jT\njo8YMQIzZsxo1rqTJk0Cn8/H/v372euP48ePw9vbW2n11UbU7hBSbcGCBZg3bx6ysrJkMn7VJO24\nZBgGPj4+CAwMBADMmjULt27dYqeCZxgG5eXlSE5OZtetua2aGSwXLVpUJxCeVGMYBqdOnWL/XoaG\nhoiMjGx2Nk4dHR188cUXEAgEOHLkCBiGwbZt2zB8+PA604taWVlh/fr1WLBgARtM8ODBA8THx7eo\nY48QdaN+AkLkU1lZievXr7NtjpWVFX744YcGp3NzcHDA7NmzsWbNGnA4HHaQvImJicyDnYbo6Ohg\n/vz5uHPnDsrLy8EwDC5fvlxnABwhmkTeB/wMw+DOnTvg8/l1gqaacvXqVfZ4NTc3l0lcQQghrVGz\nD0woFDZ7vdqfraiokLts6WwUAKCnpyf3+oQQ0hTK/ElI85WUlLCveTwerKysWrSdMWPGoGPHjggN\nDYVYLAaHw0FlZSVCQkKwcOFC+Pv7K6rK7QIFfxKiZI6OjjAzM0NxcTEYhsEff/wBV1dXDBo0SGll\nJiYm4ujRo2xHjqmpKRwdHZVWnqYKDg5Wy8VTzSxupGVEIhGSkpKQnJyMzMxMZGZmoqCgoMn1LC0t\nYW9vD3t7e7i6umLgwIHUGUDI/zdo0CBs374dO3bswO+//w6g+ob2+fPn7PlSGohIlIthGNy7d4/9\nmxsbG2Pu3LlybWPatGm4dOkScnNzwTAMHjx4ALFYXGcqZdI81O4Q0jBzc3NERUXhp59+wq1btwDU\n7aCUXvt++OGHmD17Nvu+hYUFfvrpJyxatAh8Pl9mPWmbU/s9PT09/Pjjj+jbt68yd0ujPX36lM36\nyeFw8H//938tmob9P//5D86fP4+SkhJUVVXh/Pnz+Pjjj+t8zsDAAIsXL8a0adPYqXz/+OMPCv5s\nYwQCgUzna5cuXdRYm7aL+glIbXTsNO7Zs2eoqqpi25xx48Y1OZ2bn58ffv31VxQVFbHtfWBgYLMz\nfZmZmcHPzw/Hjh0DAOTk5KC0tBQmJiat3h+iGHTcNF9Lz/0ikQinT59GUFBQs9dJT0/H8+fP2ePV\nxcWlRWUToo3ovNa0msHoIpEIeXl56Ny5c5Pr/fPPPzLLL168kKvcoqIiiEQi9hpe3qB4QghpjIWF\nBV69egWg+r79l19+gbOzs1LLPHbsGDZu3KjUMghRppoDOVqbvGHYsGEwNDTE8uXLIRQKweFwIBaL\nsXbtWggEAowdO7a11W03KPiTECXjcDgYM2YM9uzZAw6Hg6qqKixfvhxTp05FUFAQdHR0FFaWRCLB\nb7/9hl27dkEikbAdqGPGjKFgnUbQaB3NkZKSggMHDiApKQkikYh9v7nfYUFBAQoLC3H79m38+eef\n4PF4GDBgACZNmoTevXsrq9qEaAx9fX3MnDkTw4cPR0REBJ48eUJBn2rw/PlzlJeXsw9kRo4c2eQD\n1Nq4XC7GjRuHzZs3A6judE1LS4OTk5MyqtxuUbtDSPOYm5sjLCwMN27cwIULF/Dw4UMUFRVBIpGg\nc+fOePfddzFmzJh6z0G9e/fG5s2bERkZKZPxE6h7rA0ePBhffvklunfvrtT90XTPnj0D8CaA1tfX\nt0Xb0dfXx+DBg3H27FkAQFxcXL3BnwDQrVs3BAYGspmrpRnZ5JnujyjXuXPnEBUVxS5fuHBBjbVp\n+6ifgEjRsdO4jIwMAG/anMGDBze5jo6ODvr374/z58+z7w0YMECucocMGcIGfwLVU8i7ubnJtQ2i\nPHTcNM/FixdVWt6+ffsAvGnj+vXrp9LyCdFkdF5rmq2tLYA317Xx8fEYN25ck+vFx8ezrxmGqdMv\n0JSkpCR2XQ6HQ4G5pN0QiUS4desW0tPTUVRUBA6HAwsLCzg6OqJ///7o0KF1YT7nz5/H9u3bAVQf\nt3v37lVEtdsdJycnJCQksMuPHz9WevAnIZquZn8wn8+HRCJpVUzUwIEDsX79eixZsgRlZWXsc+uo\nqCgIBAJ88skniqi2xqPgT0JU4F//+hfOnj2L/Px8cDgciEQi/Prrrzh27BhGjx4NHx8f2NjYtHj7\nL168wKVLl3Dq1Cnk5OTIBOlYWVnhX//6l6J2pV2ihyxtX3Z2NjZt2oTExEQAdaf/bMn0SED1lCLx\n8fGIj4/HoEGDMHPmTNjZ2Smu4oRoqF69eiE6Ohq///47duzYAYFAQJmIVEiaUVLansv7IFRKup70\nHJmdnU3Bn81E7Q4hLePu7g53d3e517OxsUF4eDjS0tKQkJCAZ8+egc/nw8DAAKampujVqxfc3d1b\nlL1SG71+/Zp9raur26q/m729PYDq81hubm6jn/X29maDPyUSCR4/fgxXV9cWl00UT9oe0T1w0+hv\nRGqiY6dhfD6ffc3hcJo9QEPavkj17NlTrnJ79erFlgmgWVn5iWrRcdP2eHh4YODAgexyS67bCdFm\ndF5rnKOjI7hcLpuYZv/+/Rg+fHijmTjz8/NlZjEEqjN6X758GT4+Pk2WKRaLcejQIZn1KSiLaLqK\nigrExMTgyJEjEAqF9X5GX18fgYGBmDx5MszNzVtUTnl5OXJycgDQea0xLi4uSEhIYP9Gqampaq4R\nIW2fmZmZzHJeXl6r+/X79OmDyMhILFy4EMXFxWzb/+uvv6K8vBxTp05t1fbbAwr+JEQFDAwMEBIS\ngm+//RYVFRXsyejly5fYtm0btm3bBnNzczg7O6Nr167o0qULLCwsoKenBx6PB11dXVRWVkIkEkEo\nFKKoqAi5ubl4+fIlHj9+zKYbr3nzyTAMW6682cK0DWX0aNsSEhIQGhoqE3wm/RsyDNPi76/2FKKJ\niYm4e/culixZgiFDhrS+4lqoqKgIhYWFbJav5tx0Zmdn4/jx47h9+zZycnJQUVEBMzMzWFpaws3N\nDd7e3uxDHaJaHA4HEydOxLBhw7B//34IBAL2dxSsplw1p5EC5H8QKtWjRw+Zc13NB7OkYdTutC3f\nfvstuFwu3N3dMXz48BZ3aBLN4ODgAAcHB3VXQ+PVPE+1dmodXV1d9rX0vrMh0ozG0vNdVlYWBX8S\njUX9BIQ0T3l5OfvayMio2f/Ltad4l3fKdjMzM3To0AFisRgAUFZWJtf6hGgjf39/dVeBENKOSWe7\nuX79OjgcDgoKCvD9999jxYoVsLKyqvP5rKwsLF26FKWlpeBwOPDw8EBiYiIYhsHGjRvh4ODAZhNt\nSHR0NJ49e8YO1HZ0dKTZJ4hGy83NxYIFC5Cdnd3oPalAIMDRo0dx9uxZzJw5E6NHj1ZhLbVLzWQa\nDMPg8ePHaqwNIZpBOihU2j9w7949hSR1cHBwwMaNGzF//nw2IzLDMIiJiUF5ebnWP7um4E9CVMTJ\nyQlhYWFYtmwZezIC3jxQKCoqkkkb3ly1M1FJ37OwsMDKlSspw1cjTExM2EAYDoeD1atX46233lJq\nmTXT6JOm3bhxA8uWLWM786WNOMMw4HK5cHBwgIuLC2xsbGBlZQVLS0vo6elBT0+PDZoWCoUQCoUo\nLCxEfn4+Xr58iZSUFKSnp6OqqordLlB9w7RixQqEhobS6PdmqqysxMGDBxEbG4vs7GyZ39nb22Pi\nxIn13niKxWJs3boVhw8frhNMlZ+fj4KCAqSmpmLfvn0YNmwYvv76a3Tq1Enp+0PqsrKywty5c9Vd\nDa0iPTdJdezYsUXb0dHRgZGREfsglII/m0btTttz584dcDgcJCcnY+vWrRg4cCACAwPh6ekJLper\n7uoR0iaZmpqyr8vKylBRUQF9ff0WbatmJrWmHqIZGBhAT08PIpEIALU7RDNRPwEh8qk53aQ8QdO1\nr+NqDjZoLkNDQ5SUlIDD4cgEoRJCCCFEPT788ENcv36dXX706BE+++wzeHp6wtnZGUZGRigtLcXD\nhw9x/fp1tv/NysoKs2bNYtctKSnBrFmzMGPGDIwYMaLOdUN2dja2bNmCuLg4tu+Ow+FQABzRaK9e\nvcKcOXPYfpjaiQRqD7JiGAbl5eWIjIzE9evXsXDhwkYz7ZKWqZ1N+J9//oFAIKDEW4Q0wt7eXmaw\n5u3btzFixAiFbfu///0v5s+fj5ycHPY64MiRI/UONtEmFPxJiAr17t0b27Ztw44dO3Dq1ClUVVXV\ne7HWXLWnHWUYBh06dMDIkSMxderUOimViSxnZ2ckJSWxy0VFRRg8eLBSy2xpAI82Ki4uRmhoKMRi\nsUxgc9++ffHBBx/A29sbenp6Ld6+UCjE1atXceLECdy/f589nsRiMUJDQ7F7926ZB+ekrqysLCxe\nvBgvXryo99yVkZGByMhIXLlyBStXrmSDDiQSCUJCQhAXF9fodDnS3125cgUpKSmIjIyEjY2NEveI\nkLahdvstkUhavC1VZ63SZNTutG0Mw6CqqgqJiYlITExEx44dMXz4cAQEBFCmSEJqqT1gJikpCUOH\nDm3RtmreLzXn/pLH40EoFMpMu0eIJqF+AkLkU3NgQM3ZIlShZr9qzSBUQgghhKiHh4cHm8FT2kaL\nRCJcuXIFV65ckflszecCU6ZMQbdu3eDj44NLly6Bw+GgtLQU4eHh+OWXX+Di4gIzMzMIhUJkZ2fj\n77//Zrch7V+ztrZWWGAJIeoQHh6OgoKCOsmjOnbsiK5du6KyshI5OTnsoKean4uLi8OcOXMQFhZG\nSVQUzMTEBDY2Nnj58iWA6r/3kydP0K9fP6WXTTOEEE2lq6sLFxcX3L9/HwDw119/Yd68eS1OTlCb\ntbU1oqKi8N133yEzM5Pth87Ly9PqPmkddVeAEG1jamqKb775Brt378b48eNhZWXFZpSqebPT1A8A\nmfWsrKwwfvx47N69G8HBwRT42QzSrKjSv2dqaqo6q0NqiYmJYaf8YBgGxsbG+PHHHxEVFQV/f/9W\nBeAAgJ6eHvz9/REVFYUff/xRZkQcn89HTExMa3ehXcvNzUVwcDA7/URD5yqGYXDr1i2sWrWKXXff\nvn24du0aAMh8rvZPzd/l5eXh22+/pQxSRCt069ZNZrk1//c1M+Ao6saqvaJ2p22r3V4UFxfjyJEj\n+OqrrzB9+nT8/vvvKC4uVnc1CWkT+vbtiw4dOrDHzJ49e1rU6XXt2jU8f/6cPf5qZzuoT1lZGXt/\nRVkQiCaifgJC5GNpacm+lkgkKCwsVEm5DMPIBJtSm0MIIYS0DQsWLICtrW2d/v36noMCgI+PDwID\nAwEAs2bNYgdGSdcrLy9HcnIyLl68iLi4ODx//lzm+QHDMNDR0cGiRYvA4/HUs9OEtFJycjISEhJk\nnv87OTkhMjISf/zxB6Kjo/G///0Px48fx9q1azF48GCZY4lhGGRkZGD27NnIyspS5660S87OzjL9\naqqa+l1bA9hI++Dq6sq+FggEuHDhgkK336lTJ/z8889wdHSsNzuyNqIhsYSoibW1NebMmYM5c+Yg\nLS0NycnJyMjIQGZmJrKyslBaWlpvpi8dHR0YGxvD1tYW9vb26NGjB/r3749evXqpYS80m4uLC/ua\nYRiVXayRponFYpw5c4a9aTEwMMC6deua9cC5JXx9fdG1a1fMnz8fQqEQDMPgzJkzmDFjBk0p24CI\niAgUFhbWyT5cm/Q7TExMxOXLl9G/f3/s3btX5ibW0NAQHh4e6NWrF4yMjFBSUoLHjx8jKSlJJnNU\nfn4+Nm/ejO+++05l+0mIOtjZ2aFjx44oKSkBUJ1l18LCQu7tFBUVydz0UFbJhlG70/bVlyla+l56\nejo2bdqELVu2wMPDA4GBgRg0aBD9LYnWMjAwQJ8+fXDnzh0A1cdIWFgYFi5c2OxtpKWlISwsTGYK\nvYEDBza6Tk5ODiQSCXucavtUO0QzUT8BIfLp0qWLzPI///wjExDaEEtLS/Tp06fF5RYUFMjc6zSn\nTEIIIYQon7m5OaKiovDTTz/h1q1bAOpmr5P253z44YeYPXs2+76FhQV++uknLFq0CHw+v95pr2u/\np6enhx9//BF9+/ZV5m4RolRHjhyRWfby8sLSpUuhq6sr8z6Hw4G7uzvc3d1x69YtREREsNMeA0Be\nXh7mzp2L9evX00xJCjR48GCZQW5VVVVKLc/f3x/u7u5KLYMQZRs8eDB27drFnp8OHz6MUaNGKTRI\ns2PHjoiMjMTixYvZ2fa0GQV/EtIGODg41HsRJhKJIBAIIBKJwOPxYGBgQCPXFEia0UPq77//Zv/W\nRL1SUlLYrEEcDgdBQUFKC8CRcnFxQVBQEPbs2QOgOlteSkoKdRrU4/r167h586ZMAKetrS0mTJiA\n3r17w9DQEAUFBYiLi8OxY8fYG6GDBw8iLy9PJqDz/fffx9y5c+sNSisqKsKGDRsQFxfHfv706dP4\n17/+BVtbW5Xuc3smFApRWloKgUCAiooKCIVCts0xMDCAsbExZYxUIIZhsHHjRmzcuLHZ6zx9+hTv\nvvuu3GWlpaWxZXI4HHTu3FnubWgLanfaPg6HAycnJ7x8+ZLN8Fm7w7+qqgpxcXGIi4uDqakp/P39\nERgYiLfeektd1Sa1UJujOp9++inu3LnDXkOdPXsWWVlZmDVrVp37oJoEAgGOHTuGnTt3stdsQHUg\nZ1NTx0szJErbHbpea5ifn59aytXmqY+ai/oJ2jY6dtoeOzs7mWuyR48e4b333mtyvSFDhmDIkCEt\nLrf2vY61tXWLt9Xe0XFDCGlv6LzW9pmbmyMsLAw3btzAhQsX8PDhQxQVFUEikaBz58549913MWbM\nmHrvTXv37o3NmzcjMjISycnJMr+r/fcfPHgwvvzyS3Tv3l2p+0OIMlVVVSEpKYk9x1hbW2Px4sV1\nAj9rc3Nzw6+//oq1a9ciPj6e7dd+/fo1goODsWbNmlYNtiJv+Pn5qbTtkfaTEqLJHB0dYWNjgxcv\nXgAAMjMzcfbsWTbbt6IYGhoiLCwMy5Ytw40bN7Q6AJSCPwlpw3g8Hj1gUCILCwt07twZ+fn5AKqz\nfqWlpaF3795qrhnJyMgA8KYTf9SoUSopd/To0dizZw97YZCRkUFBOPU4ceKEzLKnpyeWL18uczNq\na2uL9957DwEBAZg/fz74fD6ePHmCsrIy9jO+vr748ccfGyzHwsICISEhWL58OeLi4tj3T58+jenT\npytwj7SHSCRCUlISkpOTkZmZiczMTBQUFDS5nqWlJezt7WFvbw9XV1cMHDiw1VNgazN5O4qTkpLw\n0UcfyV3Oo0ePZJbt7Ozk3oa2oHZHM4wcORKjRo1CfHw8zp49ixs3brADDGoOSACA169f4/Dhwzh8\n+DAcHBwwcuRI+Pn5wcTERG311zbU5qiXm5sbPD092QcADMPgwYMH+Prrr9GjRw/07dsX3bp1g5GR\nESorK/H69Ws8efIEd+7cQUVFhcwUehwOB1OnTm3ywcONGzfY1/r6+ujRo4eS91JzqeuhsTZ3gDYX\n9RO0bXTstD16enqwsbFBdnY2OBwO7t27h0mTJim93JSUFPY1l8uloI9G0HFDahIIBOwsI0Dd7L2E\naAI6r2kOaYZCednY2CA8PBxpaWlISEjAs2fPwOfzYWBgAFNTU/Tq1Qvu7u40+IO0C0+ePEFlZSUb\nvPnJyLWSXgAAIABJREFUJ580O/DP2NgYq1evxvbt2xETE8Nuo6ysDAsXLsSqVavg5uam5D0ghJD6\nffXVVzIz6ohEIqWUw+PxEBoaip9//hmZmZlKKUMTUPAnIUSrOTk5IS8vj11+/PgxPdRpA2p2QvJ4\nPJVlq+vcuTP09PTYi4+a9SDVKisrcf36dTYYwMrKCj/88EODwQAODg6YPXs21qxZAw6Hg+zsbACA\niYkJgoODmyxPR0cH8+fPx507d1BeXg6GYXD58mUK/pRTSkoKDhw4gKSkJJmL6+Z2lhYUFKCwsBC3\nb9/Gn3/+CR6PhwEDBmDSpEl0zpSTvB3FDMPgzp074PP5MDY2lmvdq1evssequbk5zMzM5Fpfm1C7\nozm4XC6GDh2KoUOHori4GLGxsYiNjUV6ejqA+qeFf/r0KdLS0hAdHQ1PT08EBATA3d0dOjo6atmH\n9o7anLbjhx9+wNdff42MjAy2PWAYBs+fP8fff/9d7zrS76nmsTRmzBgEBAQ0WlZlZSWbrR0A+vTp\nQw9Hm0B/n7aL+gnaNjp22h5HR0dkZ2eDYRjcu3cPlZWVTQ4YaK0rV66w/ws9e/ZUenmajo4bInXu\n3DlERUWxyxcuXFBjbQhpOTqvaYeGZk0kpD3JysoC8CYpgaenp9zbmDZtGqysrNjZxjgcDioqKrBk\nyRIsXboUXl5eCq0zIYQ0h/Q5jipwudxmxR20ZxT8SQjRav3798eTJ0/Y5ZoPeJRhyJAhsLe3V2oZ\n7UF9gRuqIpFI6q0Hqfbs2TNUVVWxIwjHjRvX5ChEPz8//PrrrygqKmJvYAMDA2FkZNSsMs3MzODn\n54djx44BAHJyclBaWkrZ25ohOzsbmzZtQmJiIgDZ40n6HcpDur5QKER8fDzi4+MxaNAgzJw5k7JK\nNkNLz2cikQinT59GUFBQs9dJT0/H8+fP2e/ZxcWlRWVrC2p3NJOpqSmCgoIQFBSEtLQ0nD59Ghcv\nXmxwWvjKykpcvXoVV69ehYWFBfz9/REQEECZohSE2py2x8DAAJGRkVi5ciXu3r3b5Lmu5vck/f1H\nH32EmTNnNllWfHw8xGIxDA0NAaBVU/lqE1W3OdTONA/1E7R9dOy0LX369MGlS5cAABUVFUhKSmrR\nQ+vmevz4MbKystjvpV+/fkorqz2h44ZI1TfYhxBNROc1Qkh7UDspgZWVVYu2M2bMGHTs2BGhoaEQ\ni8XgcDiorKxESEgIFi5cCH9/f0VVmRBCSBtEwZ+EEK02btw4jBs3TmXlWVpawtLSUmXlaaqa2ekq\nKyuRnZ2Nbt26Kb3c7OxsdnoFoDqohMiqPTXy4MGDm1xHR0cH/fv3x/nz59n3BgwYIFe5Q4YMYYM/\ngeqpMGi6isYlJCQgNDQUAoGgTse+NPNXS9QOHElMTMTdu3exZMkSCvRoxMWLF1Va3r59+wC86Qin\nB6KNo3ZH8zk4OGDOnDn4+uuvkZCQgDNnzjQ6LXxhYSEOHjyIgwcPwsnJCYGBgfD19ZU7wy6pRm1O\n22Vubo6IiAgcOnQIv/32G169egWg/geXNb8nBwcHTJs2DR4eHs0qZ9iwYRg2bJhiKq0FeDweKisr\nAVR/F1OnTkWnTp2UWuadO3cQGxur1DLaC+onaLvo2GmbvL29wePx2GVl/z/v3LkTwJt+iZZMJ6tN\n6LghhLQ3dF4jhLQnFRUV7Oua19QtMWzYMBgaGmL58uUQCoXgcDgQi8VYu3YtBAIBxo4d29rqEkII\naaMo+JMQQkib07NnTwBvHkofO3asWRmHWuvo0aMA3jxAePvtt5Vepqbh8/nsaw6H0+xsabUz2Ui/\n4+bq1asXWyZQPSUsadiNGzewbNkyiMViAJCZ6pXL5cLBwQEuLi6wsbGBlZUVLC0toaenBz09Pejq\n6qKyshJCoRBCoRCFhYXIz8/Hy5cvkZKSgvT09DrBVAKBACtWrEBoaCg9eGsjPDw8MHDgQHaZvpfG\nUbvTfnC5XHh5ecHLy6vZ08KnpqYiNTUVmzZtwpAhQxAQEICBAwdSVo9mojan7dPR0cEnn3yC8ePH\n49q1a7h9+zYePXqEV69eobS0FLq6ujAxMUGXLl3Qt29fDBw4kAYNKJmDgwNSUlLY5W7duuH9999X\napkikYgeWBONR8dO22RpaYnRo0erpKzKykq8//778PHxYd977733VFK2pqLjhhDS3tB5jRDSnkhn\nUAGqn79JJBLo6Oi0eHsDBw7E+vXrsWTJEpSVlbH9dFFRURAIBPjkk08UUW1CCCFtDAV/EkIIaXMc\nHR1hZmaG4uJiMAyDP/74A66urhg0aJDSykxMTMTRo0fZGyFTU1M4OjoqrTxNVV5ezr42MjJqdmBM\n7Sne5Z2y3czMDB06dGADS8rKyuRaX5sUFxfLTO0BVAc49e3bFx988AG8vb2hp6fX4u0LhUJcvXoV\nJ06cwP3799kpYsViMUJDQ/9fe3ceHVWZ53/8U1mqKAgBsodA2EJCaBgW1xakMQ6bEGTUtDBqa+b0\ntNIO7c5pPYpKN+PaSPTYZw4jIkK7QSOGZYI2YssAEYawaQyNdJNAIAQIhiyVqkqqfn/wyyVFgKyV\nqkrer3M4p56be5/vc0Nufavqfut59P777zN7oR9gGZeWIe90Ti1dFt7hcOirr77SV199pcjISE2e\nPFlTpkxhifGrIOcEFrPZrLS0NKWlpfl6KF1eamqqxw3rQ4cOef2GNdAZcO0gNDRUU6ZM8fUwAgrX\nDYDOhuc1AJ1JwxWpJKm0tFRxcXFt6nPEiBFavHix5s+fr/LycuPz56VLl6q6ulqZmZlt6h8A4H9a\n/7UBAAC8xGQyKT093ZgJrba2Vs8//7w+/vhjuVyudo3lcrn00Ucf6cUXX5TL5TJipqenM+PXZYSE\nXPzeSEuWcA0ODvZoh4aGtjh29+7djZgNi1DhadWqVaqoqDDe0IeFhenZZ59VVlaWJk2a1KYiHEmy\nWCyaNGmSsrKy9Oyzz3oskVxZWalVq1a19RSADkfe6fzql4Vfs2aNFi5cqJtuuknBwcHGDJX1RYX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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot for a list of batch sizes.\n", "# NB: This suggests that the fully connected layers benefit the most from increasing the batch size.\n", "plot_time_per_image_per_layer(df_per_layer_info, model='bvlc-alexnet', libs='nvidia-cuda',\n", " batch_sizes=[2, 8, 16], direction=direction)" ] }, { "cell_type": "code", "execution_count": 76, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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f3377bWzcuFFjZdWioiJMnjwZv/32m9Dn7OyM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\nhAR4eXnh1KlT0NPT02h8qho6dKgo+dPf3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6vV7+fs7GxDOTo6OkAzcc9m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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot for a list of batch sizes. Only plot layers that consume at least 10% of the total execution time.\n", "plot_time_per_image_per_layer(df_per_layer_info, model='bvlc-alexnet', libs='nvidia-cudnn',\n", " batch_sizes=[8, 16], direction=direction, lower=0.10, rot=0)" ] }, { "cell_type": "code", "execution_count": 77, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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AwOXLl3H48GEcOXIEhw8fRkJCgqR9cXExPvvs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\nMXHiRPzyyy9yVf9yc3Nx8+ZN7Nq1C5MnT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enD80tBRffeQ/d/fuXfUqRgC8GLvVuS4CgP79+8ts0/KH6pO/rzBg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\nBtS73LS0NAAPg0t0U1P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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot for a list of libs.\n", "# NB: cuDNN and cuBLAS perform about the same on the fully connected layers (which suggests that\n", "# cuDNN falls back to cuBLAS for these).\n", "# Unsurprisingly, cuDNN performs better than cuBLAS on the convolution layers.\n", "# Surprisingly, cuBLAS performs a bit better than cuDNN on the relu layers.\n", "plot_time_per_image_per_layer(df_per_layer_info, model='bvlc-alexnet', libs=['nvidia-cuda','nvidia-cudnn'],\n", " batch_sizes=16, direction=direction)" ] }, { "cell_type": "code", "execution_count": 78, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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9yPv9998F7bFjx2o1eIAmHBwcBM+dkrz99tuC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\n9KqgZp999pnV+zuZmZm655579PTTT2vHjh2W1yHZ2dlas2aNunfvrr59+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/4gUgZAjBzBnkGE16cIGSTBvj8wAzMwg5gZpFWHibAhXOCdQYk8FBkZqflVoToAFliv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\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t2oXr168TEWnbti1at25dZ+U1Nvbv389bHoqLZ4rODMZQXV3N2RWm6cGhGD2rto5Azc/P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7ZS1fD5fPLa2NhY5u+tWbNmjPeyrLdKYmdnR9ZhACA/P7/a61kbUTmsjRDDykE9REVFER3l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\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zTZs2ab0/XxohpLHO2rVrcezYMY2Eb0C5hLqzszOKioq4ttu3b4+ioiKUlpYC0NQOlmUx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\nIOs2bNgQ//Vf/xURr23ymj59esyZM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qXJ/FYFCgZtm1a5cee+wxFRYWSrp8PoSHh2vu3LmyWCx6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\nfaeEhASnx7du3dphNtH169dX6HPXrVsn6cLD3Yi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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot for a list of libs.\n", "# NB: This suggests that libDNN is faster than cuDNN on the expand1x1 layers, but slower on the squeeze1x1, \n", "# expand3x3, conv/pool10 layers.\n", "plot_time_per_image_per_layer(df_per_layer_info, model='deepscale-squeezenet-1.1', libs=['nvidia-cudnn', 'libdnn-cuda'],\n", " batch_sizes=16, direction=direction, ymax=0.05)" ] }, { "cell_type": "code", "execution_count": 79, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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17mvnzp1IS0vTuH3dunXh5uYmKxcWFsLX11fj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\ntvcTvd+GDh2qdnZvfX19uYyAql7vRkZGc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KFQhDwO\nQYwGiT8JgiAI4ksk1KBFIBDAM888g4qKCpjNZgDA+vXr8YMf/CBkQQO7Vnl5ORdp+Hw+FBYW8iqg\n4WTQAkBMTAxSUlJQV1fHxZ41NTUhjUEQBEEQxFfHQLsviiJEUQzJL6mpqcG+fftgMBhw/vx5zJkz\nB08//XRI2dLAVT/C7/ejvb2d+ySCICApKSnstjsAIJfLkZiYyMcCgK6uLnR1dY25wjlBEARBEEPD\nbHVmZiZOnjzJbW9rayv8fv+wPkFcXBxycnIQFxeHNWvWYMqUKUhOTuadRIaqLO7z+aDRaLB582Z0\ndXWhtLSUH3/x4kU4nU5ERUUNeT22mdbS0oK6ujq43W4UFxeHtMbm5mYcO3aMz0cURdx1111h36Mj\nR47gb3/7G6RSKdxud9AxrOKLSqWCIAj429/+hvT0dCxfvhwxMTEhX4sgCIIgQoHsd+j3iOw3QRDE\nV0//JICxEB0djeTkZABXq3ayys3hotVqg8SZHo8HVqs1rDg226dPS0tDa2srpFIpfD4furu74XK5\nSPxJXFdI/EkQBEEQ15n+gRO/34+enh643W7IZDKo1epRz2dCDI1GA6vVCqCvTcr+/fuxdOlSFBUV\nhTQPiUSCQCAQFKyQyWS8JP5YhBZRUVGDHOe6urqwxiAIgiAI4sujfwUNoM838fv9UCgUIfsBra2t\n+Oijj/jriooKvP/++9iwYUNY1Tiam5sBgG84TZw4MazzGeyc5ORkKBQKPp7dbkdHRwc0Gs2YxiUI\ngiAIYmiYyCMzMxMymQwejwcAoNPp4PF4BrU9ZT6GRqPBxo0bkZ6ejri4uKBjhrPTrLp4XFwcVqxY\ngdLSUt4iz2AwQK/Xo6CgYNB5fr8fTz75JC5evBj0vsPhwJ133jnsxhrzlXbv3g2r1coTS+6446Y1\nJU8AACAASURBVA7k5uaOeF+GGicmJmZQm9z+cwT6Wv0dP36cv3/gwAHcf//9WLBgwZhiNQRBEAQx\nFGS/R4fsN0EQxFcLe3663W40NTWhtrYWBoMBt956K4qKisJ6viqVSl6hmu1hNzU1ARjcIn60Ocnl\ncm4DBUGAKIro7u5GT08PVCpVyOMAQEZGBk6fPs3XYbVa0dvbO8jGEsS1QOJPgiAIghgD/TNcBzqM\n7PWlS5dw6dIltLa2wuFwwOl0wuFwICMjA7fffjsmTJiAiIiIQWMz5++hhx5CY2MjysrKIJFI4Ha7\nsW/fPiQkJECr1Ybk8DY3N8NgMADoE1pkZWUhOzsbQPjtVQEgMjKSiz9Z0KOlpWXI+0AQBEEQxJeH\n3+8fsiWOIAjo6elBdXU1WlpaYLVa4fP5IIoiFAoFZs2ahQkTJgAYPjFk/vz5uHTpEvbt2weJRAKb\nzYZdu3ahuLgYkZGRIc/xzJkzAK5WzZgyZco1CTRTU1MRFRXFW+64XC60trZi4sSJYx6TIAiCIIjB\nMP8gIyMDSqWSi0fa2trgdDoHiUcYUVFR3C6z9q+hbtxJpVIUFBRwWy+VSuH1euFyuQYdK4oipFIp\nHn30UTz//POorq6GTCaD3+/Hq6++Cp/PhzvvvBNRUVGDEkQEQUB1dTVOnjwJ4Grlsnnz5vGKZaH4\nK2xdTHDi8/mgUqmQlZWFnJwcpKSkwO12o7q6GrW1teju7ubjNzQ04Nlnn0Vvby+WL18e0v0hCIIg\niNEg+032myAI4stirCJ4QRDQ0tKCRx99FA6HAwCgUCiwbt06/nmoyOVyJCUlQSKRcPvV3d0Nh8MR\nsmAT6NMASKVSJCYmAgAfz2KxwGazQaVShbVeZmPY8V1dXYOqTBPEtULiT4IgCIIYAyMFDk6fPo3d\nu3ejsrKSixH6U19fj08//RRLlizBli1bkJ6ePshJDAQCUCqVWLlyJRobG2Gz2QAAn376KXJycnil\nreEEl2w8r9eL+vp6nvkqlUqRnZ09ZiecObsRERFwu92QSqXweDwwGo3cCSYIgiAI4stnKJ/A5XLh\nzJkzOHz4MGpra2E2m/lmD2Pfvn0oKirCE088MWy7dLlcjnvvvRdHjhyBw+GARCKBwWDA+++/j/Xr\n14/aooZtulgsFgBXA13x8fFBn4cKOz85ORkxMTEwmUwA+trvtLa2hjwOQRAEQRChwex0WloaVCoV\n71LS2dmJ7u5uaLXaUccYS8KoXC5HQkICdDodTx5hcZb+/gOrxFJQUID//M//xLZt23Dy5EkeC3n9\n9dfR1dWF7373u4iMjBzU6vbw4cMwm81QKBTweDy48cYbMX369BFb4g6E+ScTJ07E888/j7y8PMTG\nxgYd4/F4IJVK4XQ68eabb6KkpAROp5N3bvn973+PnJyckDu+EARBEMRIkP0eHbLfBEEQY6d/gsC1\nVD92u91wOByQy+UQRRE5OTnDxqlHQ6vVIi4uDhaLhYv1m5ubMWnSpLBj0Dk5OQCuVvA0mUwwGo1I\nT08P6Xx2rYyMDABXq5GyuRHE9YR6oBEEQRBEmHg8Hly6dAlvv/02fvGLX+D5559HR0cHAODYsWP4\n85//jDNnzgwp/GTOnEwmwyeffILnnnsOTU1NEASBO33A1aDD7NmzsWzZMn6O0+nEwYMH0dXVNaJj\nyM43Go0ArlYDYw7mtTjhGo2GizXYHBoaGgAgaA0EQRAEQXw5GI1GnDp1Cu+++y73Sfx+P3bu3Iln\nn30Wx44dQ3t7e5DwUyqVQiaToaurCydPnsRjjz3Gq3kPJBAIIDU1FatWrUJkZCS397t370ZNTQ0/\nZjgkEgl0Oh3P3mbVyNVqNf88HJgfk5iYGNR+x+fzQa/Xj2lMgiAIgiBGR6PRQKPR8M09h8PB4w7X\nE+ZXsE4mQF8sRqvV8iplA+Ma7HVOTg4effRRzJ8/Hz6fjyep7N27F7/97W95FTLWzaSxsRF79uzh\n7XCVSiW2bNkCYGyCF4VCgenTp3PhiN/v59dSKBSQSqWIjo7Go48+ioceeghqtRqBQAAymQyiKGLv\n3r3o6uoK+7oEQRAEMRxkv0eH7DdBEET4SKVSCIKA3t5e1NfX8ySDcCkvL4dMJoPX64XP58PkyZPh\n9XrDGoMJNNVqNU9uYPHhK1euBB0zGsw25efnIyoqip9ntVp57DmccaKiogBc7ajZ1dWFmJiYkMch\niFCg3RCCIAji35b+rdtDgR1bXV2NZ555Bq+99hpOnDiBixcvwuVy4cqVK3jhhRfQ1NTEz4mOjsaE\nCRMwf/58zJ49GwqFAqIo8kDIxYsX8frrrwMIDnywf8fGxmL9+vVQKpXcKWxqasLOnTtDmvPp06e5\ncyuKImbOnBnyeodbf1xcHK/yyeYZruNMEARBEP/ODGUv/X7/mOzoU089hXvuuQc///nP8eqrr3Kb\n/Kc//QlvvPEGfD5f0PERERFISUmBVCqFz+eDRCKBVCqFXq/Htm3buHi0/1yYvV+7di2mTp0KoG/z\no6urK6jixVDzZ+/ZbDZejZzNo6io6Jp8h7i4OGi1Wl4tRBRFGI3GsIODBEEQBEGMDrPZKSkpAK76\nB3q9/rrHAtjYjY2N0Ol0kMvlAPo236ZMmTJqN5O0tDQ89dRTWLZsGTweDxdmfPbZZ3j22Wdht9u5\nMOSdd96Bz+fjMZdVq1YhNTX1mubf/35IpdJBIhQWp1m3bh2WLl0adM6lS5d4cg1BEARBXCtkv0OH\n7DdBEEToRX4CgQD+53/+B3fddRdWrVqFhx9+GH//+9/Dsi3sWuXl5fD5fDxuXFhYyKuAhgqzLzEx\nMdzmsfPDfT6z531WVhYSEhL4OD09PWhsbAy6XiiIoojo6GiIosirkQ5VQIogrgUSfxIEQRD/0gx0\nUj0eD7q7u2Gz2Xgp+pGOH4qEhAQUFBTw16IooqKiAtu3b4fFYoFMJsOqVavwwgsvYN++fXjppZfw\n9NNP47//+7/x61//GpMnT+al5UVRxOnTp3Hu3LlhHcWkpCRs3LiRBxsCgQB27949YltTto62tjae\ngQr0tUcNdZ0DYfNTqVR8HObwMqEJQRAEQRCj09/ms40KlikdKsyWa7VayGQyXhXD5/Nh9+7d+Pjj\njwH0+RG33347fv3rX+O9995DSUkJtm7dih//+MeYOnUqT4YRBAHHjx/HkSNHhp0vq/4pkUi4wPLU\nqVM4ePAggKFFrezc3t5e+Hy+oCzsgfciHNick5KS+IYS0Nc2h1UwoaQUgiAIgggfllDR/zVw1ffI\nyMgIEkO0trZec+LFQJstCAKqqqrw3nvvAQC8Xi9iYmKwbNmykFsKRkdH48knn8SaNWt4MowgCDh1\n6hSeffZZnphy8uRJfk5MTAxWrVp1Td1S2HVGg/mAt956K+Li4vgczWYzamtrr+n6BEEQxL8fZL/J\nfhMEQYQKe5axf3d3d8NoNMJisYTUTUkURUgkEmi1Wl7tUyaTYf/+/WHtF0skEgQCAbjdbv6eTCbj\n1aLHEtuNiooatBdeV1cX9jhAX+Xs9PR0bsN8Ph+qq6vhcrnCGqe7u5uvKRAIIDY2FhaLZUxzIojh\nkH3VEyAIgiCILxImsKyurkZDQwNaWlpgt9vR09MDp9OJQCCAGTNm4Oabb0ZSUhKio6Ph9/uHbA3S\nvxonEywAgMlkwqFDh1BRUYHIyEjcfffdKC4uRkJCAoCrFUZVKhWmT5+OZ555Bj/4wQ/Q3t4OQRDg\n8Xhw+PBhTJo0CZGRkUOuY/369Thx4gSqq6t5pa6dO3diy5Yt0Gg0g7JmJRIJTCYTb+/q9XqRmpo6\nbHuVcIiKiuJZU8xxZm3frzXAQhAEQRD/6tjtdnR2dkKn06G7uxtut5vbU5VKhUWLFkGlUo06Dgt+\nZWVlAQDftDl06BC6urrgdruRkpKCb3/721iyZEmQQDI2NhYrVqzA9OnT8corr+Do0aNQKBTweDw4\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TUlKgUCi4D2m329HZ2Ym8vDx0dXXxivJdXV0wGo2YMWPGoPb0BEEQBPF1ZWBChc1mg9Pp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jluvfVWzJw5E3l5eTh16lTCsRod/BS3keo31W9CCLlYxFrR2toKl8vFriNnZmaybtrn+tkqkUhY\nB/FkOI5Dfn4+ysrK2PVZm81GI9sJIWQKUPiTEELOgkQiwY033ojVq1ejt7cXwMh4kkgkAo1GA5PJ\nhOzsbCiVSnYBZDoEKAghhBDxBoR4c0J8yjccDo8bJExGoVCgvLwcn3zyCQvgtbW1YXBwEAaDYdLb\nxnEcgsEgfvWrX4HjOHbjavny5Vi9evWkl3cxiTctRG1tbee0PKvVim9+85tYt24dNm/eDLvdjpMn\nT6K/vx9SqRSZmZnQ6/XQ6XTIzc1FSUkJamtrUVtbO+kLedNpVI64b6mI4wBLS0tRVVXFLiLm5ORc\nwK0khJB/HsFgEAaDAV6vFwBY9yuj0ZjQsWO8v3EDgQA6OjrQ29uLqqoq5OfnJw0NyOVyFBQU4PDh\nw5DL5ZDL5Whra0N7ezuOHTsGqVSK3NxcLF++HMuWLYPNZoNWq4Xb7YbL5QJwJhwwPDyMHTt2YHh4\nmAUd/uVf/gUVFRXjPpQihhbkcjnWr1+Pv//976wL1ccff4wvfelLMJvNY8KYEokETz31FPr7+yGX\nyzE8PIxrrrkG9957Lztuo8eUikEKjuNw9dVXo6urC3/4wx/YcT1y5Ajq6+tx9dVXJ6xP3Pb4Tt8y\nmQylpaVsH1JRKBRYtWoVXnrpJfZATU9PDx5//HF873vfg1arHbNv4jmd+DMWBAEulwt1dXXYtm0b\njh8/joyMDNjtdhQVFbH3i8f5tddeg9/vh1qtRjAYxG233cbOi8bb1vh/u/XWW1O+Lv61mZmZCeNk\nvV4v69BGIRFCyNkSPwfF7oPx48mnK6rfE9dvQRCg1+vxk5/8BE8//TR27tyJaDTKHuAQu6fGk0ql\nMBgMuO6661gQ0mq1sm0Qj5t4zOO3l+p36tdS/SaEkKkXX6cCgQD7u1Wv16O6ujrhNeeyDvHzPCsr\nC6WlpSzkWV5ePqbzczyxdo3+u5kQQsjZofAnIYScBfECk1KpZKNRU41IpZNWQggh01FBQQGAMzdd\n3G73hOPDkxFvXMRiMQAjXbDOZjmiF154Ae3t7ezrzMxMbNy4kXXHuFQUFxcDOHPjMH4c7LkoLy/H\n17/+dfh8PjgcDmi1Wvj9foRCIchkMqjVamRlZUGr1bJ1TadOnmcjKysLEokEKpUKpaWlqKioQFVV\nFcrLy1FYWAi5XH6xN5EQQsZ1KU2BUCgUyMrKYuERr9cLl8sFo9E4poaNDoR4vV789re/xbZt29j3\nHn744XHDI2JXbzF08dFHH8FutwMYOVfZtGkTli5dmrBuo9E4plOIIAj48MMP2TosFguuvvpqAGfO\ndZJtQ/zXRqMRFRUVqKurg0wmg9/vR1NT05jwiEQiQUNDA1pbWwGM1FmlUonly5dDrVZPGFYRfx8W\nL16MzZs3w+FwABg5F2tqamLbHS8cDrNzCfF4pdstxWQy4V//9V/x7LPPIhKJQCKRYP/+/fjJT36C\ndevWYenSpey1o39P/X4/9u/fj7179+Lw4cPo7+8HMBIy6u7uZuERYOQc59ChQ6xrWDAYhF6vx4oV\nKwBMvmOeGFYa72agTqdL6DQzNDTEgkWEEJIOQRDY59jokGf8Z3lvby/a2togk8mwaNGiaVfbqX5P\nXL/F6/kWiwUPP/ww5s+fjx07drAOpmKHTZFGo8HcuXOxbt06LFiwAMBIkFO8NiG+VnyINlmtovpN\n9ZsQQi4WsdNnT08PgDOfzxM9aD9ZM2fOxNatW5N2lQbOhDw5jmP/A2hkOyGEnG8U/iSEkLNEoU5C\nCCGXovgxYsCZcKLT6WQdJSbDYrEAOHMByeVysc4Xk1VXV4ctW7YAGLkQxfM8NmzYgKqqqrNaXjxB\nEFhA9UJ0tszLy4NEImHBS7vdjmAwCLVafc7L5nkeer2ejTCfqMvldOrkeTaqqqrw1ltvsZFEhBAy\nHcR3V4pEIvB6vbDb7fD5fGy8qUwmg06nQ15e3kXe2vHFYjEEcu3sAAAgAElEQVTwPA+5XA6tVouc\nnBz2IEYgEEB/fz8CgQDq6+vR0tKCkydP4vDhw6ioqMD//M//sBs54kMIwEhnK5VKhYGBAQDJ/36W\nSqUJx2Z4eBjt7e0Ih8PIyMjAY489lvAwRfwyRn998OBB1lkTABYuXJgQ9hi9DZFIBIFAAIODgxgY\nGIDL5UIoFGLnQuJy6uvrsWLFijFdP/v6+tDT0wOFQoFIJIK8vDzMmjWL7dd4xJtceXl5KCwshMPh\nYDfmRndEEymVSjQ3N7OvCwoKEIlEko6ZTea2227DqVOn8O6774LneSgUCuzfvx9NTU3Izc1FbW0t\nqqqqIJFIYLfb0dbWhubm5jEd0ERms5mFX+JHDTc2NiI3NxeLFy+GzWZDTU0N6/YyFZ3IpVIpLBYL\nlEolwuEwBEGA0+k8b+dchJB/HmLIc3SHqfgQAjAShGxra0NLSwtOnDiB1tZW9PT0sKDfzJkzsWjR\nomkRWKD6nX79Folfq9VqrF27FsuXL4fT6cSpU6fQ3t6O4eFhWK1WlJSUoLS0NGlYNb7Tp0wmQ1lZ\nGYDkIRaq36lfQ/WbEEKmnlwux/79+9kDEAAwa9ascR9YPJt1AIkP1FDIkxBCLjwKfxJCCCGEEHIZ\nES+45ObmAkgMbQ4NDU16eTqdDjqdDn6/n41L83g87GZPugKBAF588UUMDg6y5SxevBjXX389gMl3\nmxhNHCEncrvdiMViCaPGzqfMzEzk5eWhu7sbcrkcg4ODOH36NMrLy895X8T9SHYjDfjne0BFoVCk\nfXOMEEIuhPhuXy6XCzt27EBTUxO6urrg9XoxODjIQgg1NTUoKyvD+vXrUVRUdDE3OyWJRJIQAJDJ\nzlwudDqdePTRRxM6YYm6u7sRCoVYiEClUrEwCM/zCAQC6OvrA5C6NpnNZmRkZCAQCIDjOHbcNm3a\nhOLi4pS1bXQYs729HYFAgJ1D5OXlQaVSIRKJIBKJYHBwEF6vlwVFnE4n7HY7HA4HXC4X3G43Ow+S\nyWSs+1dLS0vC+sTjFAwG2foBIBQKwWw2T6oTnEajgUajSRhHGwqFkgYfotFows+gvLw8rXXEH6Nv\nfOMbMBqNePXVVxGJRCCVSuHz+eD1etHU1MSOdbz4m4QAYLPZcN1112HdunVjOrtIpVLceeeduPPO\nO9PetnMhngeZTCZotVr2u+NyueDz+aBWq8/5nIsQ8s9jdMgzEomgs7MTJ0+eRFNTE1paWtDZ2YnB\nwcGk75dKpewzZzLhvalE9Tv9+p2MIAgwGAwwGAzj1tX4WqJUKtHQ0ABg5PhHo1HMnj075Xupfo9F\n9ZsQQi4MsRHC0NAQBEFgY99ramqmpFHA6HMtQgghFxaFPwkhhBBCCLkMZWdns+6aHMexGzyT7bKp\nVCphsVjg9/vZjSdxfGk6AQjxSeO//vWvqK+vZzd9srOzcfvtt0Or1Z6Xp5H9fj/+7//+D+3t7awr\nyRe+8AXcd99957TcVJRKJevMGYlEAIwcl8nc7JnIeKPvCCGETB2JRAKXy4VnnnkG7777btKb7sBI\nCKGhoQENDQ344IMPcM899+C6665jYYvpoqGhAb/+9a/hdDrhdrsBnAkNxGIxxGKxMSECALDb7fB6\nvWx/pFIpzGZzQhen/v5+DA0NQaPRJF23wWCA2WxGR0cHq2M6nQ41NTUAwDq0pRI/qlfsiCXu0549\ne3Dq1Cm4XC44HA44HA643W74fD728Esy8UGNxsbGhICMuM74rl8cxyEYDE4q+Cm+VhyBJ56TKZVK\nRCKRMeHPtra2hGXr9XooFIq01imuR6FQ4N5770VtbS1efvllnDx5MuXvbvy+ZmZmoqSkBAsWLMCi\nRYtQVFQEhUKRMpgRf2zHG/l6vphMJmRlZbGRth6PBwMDA7BarVO6XkLIpaO3txetra1obm5Gc3Mz\n2tra4HQ6k752dL2LD+jzPI+qqqppEfwEqH6PNlH9Hm28GsZxHNt+8XU8z4PneRYQFgSBHbdUqH6n\nRvWbEEKmFsdx2LNnDxv7Pjw8DLlcDrPZfJG3jBBCyFSg8CchhBBCCCGXIZPJhNzcXHR3d7PuGB0d\nHZPuYsLzPDIzMwGcuYEjjiyd6IZELBaDVCrFsWPH8Je//AUcx7EbDmvXrsXcuXPP2xiaWCyGbdu2\nJXwvGAwiEAggIyPjnJefzF133QW3243a2loUFBRAJpNRBwtCCLmIUo18naz6+no899xzqK+vT/ka\n8WEGYKSDsd/vxy9/+Us4HA5s3LhxWnU1EjtHAWdCI/HbJggCFAoFDAYDTCYTzGYzcnNzYTAYxgQe\njEYjMjMzYbfbAYx02u7v74dGo0m6vxqNBvn5+ejo6IBUKsXw8DAqKirYDamJghHiOYJ47iJ24ty3\nbx/27dvHuknFG++Y5+bmoqysDJWVlaisrITNZhsTHOE4DgqFAiqVCqFQCBKJBIODg+jt7UV+fn5a\nP1fxHEk87xHDnxqNBgaDgb1ODId4PB44nU7285nsuVF8gGXZsmVYtmwZtm7diu7ubhw9epSFUzIz\nM2EwGKDVamGxWFBcXIzy8nJUVVWN+Vmn2sep6CIznqysrISfkRjqqqqqmhb//0UIuXgCgQC++MUv\nwuPxjPm3ZKFIYOQzTKx3HMehvb0doVAIUqkUsVgMWVlZANJ70HGqUf0+I536nY5UNUy8LvH+++/D\n4XCwYOaSJUuShhWpfk+M6jchhEwdsQ4ZjUZ85Stfgc1mg81mY9fwp8N5DCGEkPOLwp+EEEIIIYRc\nZsQLPBUVFeju7mYXezo6OjA4OAij0Zj2sjiOYzcTotEopFIpG4U60QV7iUSC4eFhPPXUUyw8EYvF\nMGvWLHzxi18EMPENiHSDM3q9HjNnzsSxY8fYmBuHwwGfz4eMjIwpCeAsXbr0rLaVEELIuRHDHGLH\nq/gb5/Gfw+FwmI0ITZfdbsfvf/97HDt2jH0vIyMDtbW1WLBgAaqqqmAymeB0OvHhhx/i008/RXd3\nNxQKBSKRCP76179CIpFg06ZN06YmWK1WFmSUSqVQq9UIBoMsvGq1WrF+/XpUVVVBo9FAr9dDo9FA\npVIlBEw4jmOdwMTwiM/ng9PpRFFRUdI6qFAoUFBQACCxs5bRaJzUDSmtVsveC4z8bFMd3/huWGJI\npLy8HAUFBROuT9yHvLw8ZGVlobe3l4Vejh07hvz8/Am3NRqNQiaTobGxESdOnEjYbrHDmrjv8ePm\nxdG6er2eredsb9gJgoDrr78eANDf34+MjAxEIhF4PB5IJBIoFArodDpkZGQkjOg9l3Web+J2ZWZm\nYuHChSgpKUF1dTUL/RBCLk2ja0UwGMTg4CDC4TDkcjmys7MRi8UwODgItVo9plNyvIyMDOTm5iYN\nfwIjfyMajUaYTCZYrVZYrVaYzWZkZWWhqKgIn3zyCZ588kn2sKTYqRCYHlMXqH6nX7/PlRj+/fjj\njzE8PMweBJk3bx4kEsmYY0T1OzWq34QQMvXEz/yamhrWlVtEwU9CCPnnROFPQgghhBBCLjNiKKa2\nthY7d+5k3+/o6EBvby+MRmPaQUVxPKm43PhgzXgXksQLTc8//zxOnDgBjuMQi8Wg1Wrx7//+75DJ\nEv9USbU96d504zgORUVFCWEdj8cDj8eDnJyctJZxNnieZ+GN6XCDkBBC/tmIXa6AxO5IQOIDBD09\nPTh16hSamprQ0tKCzs5O9PX14cc//jGWL18+YadpsQ49//zzOHbsWMKY7ttuuw0bNmxI6Jydl5eH\nOXPmoLOzE8888wx27drFuoFu3boVNpsNK1euTKveiqPBxX073zdqTCYTbr/9dkQiERQVFSEYDOKt\nt95CZ2cngJGAR3V1NWpra1MuI37kq9VqZfV2aGgIfX19Kd8nk8lYEEIMJ6T7EEk8tVrNHu6I736m\nVCpRWFiIiooKVFZWoqKiAsXFxSnH2KZ7rPPy8lBQUIDe3l62nR999BHmzJmDnJyccX+fxHOc1157\nDR6Ph/0uqdVqXH311QDG/i47HA4AI7+HoVAI5eXlaR+bZOI73mVnZwMYOYbxXUdHm643CDUaDXto\niBBy6RM/95qamtDQ0ID29nZ4PB74/X74/X643W7wPI/c3Fxcd911WL16dcrPdAAoKSlBQ0MDCgoK\nkJWVBYvFAqvVCovFguzsbBiNRtYxUawlInG54jap1WpUV1cnfG88VL8ndqHr97l46623sG/fPla3\nKysrceWVVyYN0VD9nhjVb0IIuTDi6yMwfesCIYSQc0PhT0IIIYQQQi4z4sWeGTNmAADrDOJwONDc\n3DzuzaHRdDoduynEcRyi0eiEXa/EcbuHDx/GP/7xj4Tgy/r168c8kRy/zcBIoDIYDGJoaAhutxsa\njQZFRUUTbmtZWRmAMxe5enp60Nvby27gTYULPTqNEEIuN6PD9V6vF21tbWhubkZTUxNaW1tx+vRp\n1lFqtFOnTmH58uXjrkO8qV9XV4ft27dDIpGA53nIZDJ86Utfwh133AFgpD7FBw4EQUBRUREeeugh\nuN1uNDQ0gOM4eDwePPfcc1i5cmVaAYmpvjmj0+lw2223QSKRQKVSwePx4PDhwyw8MjQ0hN7eXtTW\n1k4YklWr1eyhCo7jEAqFEs4TRpNIJMjLywNw5vhFIpEJ1zOaXq9HVlYWHA4HC0b86Ec/wooVK5K+\nXhAEFlYRtyOdsIi4D/n5+Vi4cCEOHDjAbqbt378fL7zwAr797W8nbPvofTl9+jT++te/YteuXezh\nFwBYsWIFKioqkq63ubmZdRaTSCTIyMhI46iMb7zOavTACiHkYggEAjhw4ADee+89NDY2wu12pxzN\n3tzcDLlcjvnz56ccTQ4AN998M2bPns3GnWu1Wmg0mjGjsEcLhUIsCCmeQygUCtapMh1Uvyd2oep3\nKqO7YsYvX1xuJBLB7t278ac//YmFVGUyGTZs2DDheql+E0IIudioNhBCyOWBwp+EEEIIIYRcZsQb\nFDabDTU1NWhoaAAwcnPoyJEjuOWWW9K6MCTeXBDDo+I4PPEm0HjdOgcHB/HnP/85oePVggULWIBG\nfH8oFEIgEIDP58PAwADcbjecTiccDgecTifa2tpQWVmJH/zgBxNur3gzSxzzW1BQwDpk0IUwQgi5\n9Jw+fRp1dXVob29Hc3Mz2tvbEQgEJrWMrq4uAOPXAYlEgnA4jJ07dybUtrKyMtxxxx0s6DA67BA/\n1vLee+/FI488gnA4DKlUitOnT2PHjh245pprJuw42tjYyPbzyJEjWLJkCe69915kZmZOal9T4Tgu\nIYwgl8thNpvZ14FAgAVAJgo5KJVKWCwW9vXw8DAcDse4gQSj0YjMzEwMDAwAGKnTLpcLVqs17X3I\nyclBQUEBHA4HG83qcrkAAJFIhB1jMcjBcdyE4ZTRHVJGu/rqq/HKK69gYGAAHMeB53ns2LEDLpeL\n/XysVitbz+DgIOrq6vDee+9h165dbNmCIKCwsBB33333mHWJwePe3l4WRqmsrEQwGIRer0/7+EwG\nnRMRQi4ksT4EAgG8/vrreOONN+D1egGMH3IDAKfTCZ/PN+7yy8vLx+22mOqzXqVSJUyNAID58+cj\nGo2OmVKRarlUvyd2Meq3KBAIjAljjl5+V1cX3nnnHbz22msAwLq4f+ELX8DSpUtTLpvqNyGEEEII\nIeRCovAnIYQQQgghlym1Wo05c+agubmZBTj37NkDu92e1g0bjuPQ0tLCbo4IggCVSsWWNZ7Nmzdj\n//79LCyh1WqxatUqBINBNDU1wefzsZCn3W6Hw+FAf38/BgYGEA6HE5YVjUYRCoWgUqnGXeesWbPw\n05/+FGVlZQk3xQghhFx6wuEwXnrpJWzfvj3h+/HjMOOp1WpkZmbCZDLBarXCarXCaDSyztEThSJk\nMhnr1Cgu/+abbwYwcZfnWCyGuXPnoqqqCkePHmU357ds2YKqqioUFhamDFcMDQ3hmWeeweHDh9n3\nent7EQgEzlt4ZDS1Ws3OA8ROXuLY0omCBRzHwWQyQavVYnBwEADgdrvh9XpTbq9er4fVamUhykAg\ngN7eXlit1qSjVJMxGo2orKzEwYMH2ev37t2LG2+8EQqFIu19B8BGzk60XrPZjAceeAA/+9nP2M8v\nFouhrq4OdXV1mDNnDgwGAwYGBuByudDT08PeK5VKWXcxq9WKhx9+OGnndLHLbPxxt1gsMBqNk9on\nQgiZjsTP+MHBQfzsZz/D7t27AZyp5YIgwGKxYMaMGSgqKoLFYsHw8DC6u7vR1NQEqVTKHvqYzMOL\n8VK9z+v1IhQKATjzkGNFRQVkMllaHRapfk/f+i3aunUrHA4HdDodCgsLYTab2QM6ra2tOHbsGFpb\nWxEIBNjvZDQaxS233IKNGzeOu2yq34QQQgghhJALicKfhBBCCCGEXIbEG1aLFi3CBx98gN7eXsjl\nckQiEXz88ce45ZZbxg2ziF3O2tvb0dvby7p3VldXw2azAUh9g+nEiRN444032GsEQUBGRgaam5ux\nZcsWuN1ueDwedtMpXrJlOhwOuN1u1nE0Fa1WiyVLliTsw7mMiCOEEHLxyGQyVFVVYfv27VAqlRge\nHkYsFoNMJoNer4fJZILZbIbVaoXFYoHJZEJ2djYyMzPTHvkar6WlhY3tFLs+lZWVAZh4zKYYFl20\naBHq6+vZ+NjGxkYcP34chYWFiMViSeuuUqlEbW0tDh8+DJVKhVAoBKfTCa/XO2HdO1tSqRRmsxlK\npRLhcBiCIMDlcmFwcDCtcbdGoxFGo5HVcY/HA5fLhczMzKTHSq1Wo6CgAE1NTQBGRu12d3dj7ty5\nSYO8qbZ5xYoV+POf/8weQmlqasKHH36IlStXTmoMLcdx4DgO/f39ePHFF7F69WrU1taOeZ0gCLj2\n2mvR19eHV155BaFQiJ0PSaVSHDlyJOU6xN+B1atXY9OmTTCbzSl/j3p6ehI62nIcB7lcPunRuoQQ\nMt2IATkx+CnWV4VCgRtuuAE33HAD+9tSFB8qdLlck+p2OJmA6NGjRxGJRACMfGbLZDL2sGE64U+q\n39O7fnMch56eHrz55puQSCRQqVTjdo8XBAFmsxk33HADPv/5z0/44ClA9ZsQQgghhBBy4VD4kxBC\nCCGEkMuQeONmzpw5WLBgAd555x12g2bbtm0oLS3FvHnzkt6YEASBdT9pbGxkYRtgZGxbZmZmyk4f\nPM9j3759cLlcLCABjIzse/3118ds4+ibRoIgQKFQoKCgABUVFaiqqkJpaWnao+XiR8DRDRdCCLl0\nSaVS5OTkAAALZ+Tm5uLuu++GyWSCwWCAwWCARqOBSqU666B/fEBAFI1GYbFY2HonItbcyspK6HQ6\n+Hw+Nkr+wIEDWLNmTcr3ymQy5ObmAhgZwQqMdOISR6xOFaPRiKysLDYu1uPxwO12Q6vVThh60ev1\nMJvN6OzsBDAy7txut6O8vDzpe8W6Dowcq2g0iq6uLvZ1uioqKrBkyRLs3bsXHMfB5/Pht7/9LWbP\nng2TyQQAY85PYrEYOzcQzwvcbjfq6+vZePbKysqk4RHxPGXjxo2orKzEm2++iX379gE4E+6MJ5VK\nYTAYkJOTg9mzZ2PFihWoqKiAXC5Pet4kHiue59noYZlMxvaFzmMIIf8MXnnlFezbt499/hcUFOCL\nX/wilixZAp1Ox7okA0h4cC8Wi7HPw/NJfBhjYGAAAwMDLJBaWFjIQpvpnFNQ/Z6+9Vvcl4KCAhaU\nDQaDKbdPfODoc5/7HD772c+yax+pUP0mhBBCCCGEXGgU/iSEEEIIIeQyJd5A+cxnPoNPPvkEbrcb\nEokEra2teP311zFz5kwoFIqEAGj8TZfm5ma88847LAjKcRzWrl0LIPUNMalUyrqmRKNRyGQy8Dyf\ntDOIIAjIzc2FzWZDVVUVKisrUVpaek4j2ydzE4oQQsj0ZjabE8aTyuVyLFy4cNyRmul060r2ep7n\nWWgzFotBrVYnDfglI64vNzd3zAjTo0ePjtuRi+M45OXlsaCBTCZDIBCA3W5Pe6TqZIj7azAYYDab\nWXjE5/PB4XCgqKhowmOo0WhYMBcYGX3b29ub8vUymYyNPBcEATzPs7DtZPZPLpdjw4YNaGhogM/n\ng1QqhcvlwiOPPIIvf/nLWLRo0ZjlxX89NDSETz/9FB999BE++ugj9vPt6OhIuU4xALpo0SLMnDkT\nnZ2dOHz4MBvzq9VqoVarodVqkZmZicLCQuTn56OgoCAh/JFsP8VjrNPpMG/ePFitVpjNZlx99dVp\nHxNCCJnOent7sWXLFvA8D4lEAoVCgTvvvBOrVq1ir0n10N5UTW+QSqUQBCFpSNNms6Vde6l+T+/6\nDYw8lDNr1iw0NjZiaGgIAGAwGKDT6VgX+dLSUsyfPz8hRDrRcaT6TQghhBBCCLnQKPxJCCGEEELI\nZUq8YVJdXY3bb78dTz31FAu1HDhwAE888QS+9rWvISMjY8x7Dhw4gCeffJKNTgeAxYsXo6amJuX6\nxJsk2dnZCIVCCf9mMBhQUlKCiooKVFZWoqKiYkwwIl584IZGtxNCyOXJYDDAYrGw8Ofg4CB6e3th\nNBpTjtQ824cAzGYz63Qdi8UQCARYJ6+Jlin+u9lsZiNJxZrY39+PtrY2zJo1a9z9BMDGoQIjYQ5x\nNO75FB9YsFqtqK+vBzASrLDb7WktQ61Ws47cHMchHA7D4XAASB0GsVqtrLsaMNIRPBgMQq1Wp73t\nsVgMs2bNwh133IGXXnoJwWAQMpkMra2t+OEPf4jly5ejoqIC5eXlKCgoAM/z6OzsRGtrK+rr69HS\n0oL+/v4xy/V6veOuV/x5ZmRkYMaMGZgxYwbuuOMOAEAwGATP81AoFGN+VukGkTUaDR5++GHodDpo\nNJq0jwchhExXYvhx8+bNsNvt7PP/hhtuYN2wJ/uwxvkUiURYiF/8e7ewsBDA5EKNVL/Tc6Hrt7gv\nVVVV+OpXvwq/3w+dTodoNMpCoBkZGTAYDNDr9exnJZ5bpvt7SfWbEEIIIYQQcqFQ+JMQQgghhJDL\nnEqlwrp167Bnzx4cOXIEwMiNjXfffRdOpxPLly/H8uXLkZGRgdOnT6Ourg47d+5EZ2cnCzxkZWXh\n7rvvTusmVklJCTZs2ACj0Yjq6moUFxenvBkSP84tPuRJo9IIIYSo1Wrk5+fj1KlT4DgOwWAQp0+f\nRm1t7XkLjIh1Rwx9iDXJ6/UmDRqkIggCFAoFq2tiTeN5HqdOnUJNTU3K2mY0GrFx40aoVCrU1tai\nqKgIOp3uHPdsfKMDIKFQiHX/mij4IpfLYbVa2QMl0WgUDocDkUgk5XmC0WhEdnY2C6h4vV44HA4U\nFxenHQASt+u2226DXC7Hiy++CL/fD47jMDw8jB07duC9996DwWCA3+8ft3OrTCZDZWUlVq1ahdWr\nV0+47tHbJ44pThZ+Efcn3d9RlUqV0ImNEEIudRKJBAMDAzh69CiAkb89s7OzcdVVV7GvL+bfe0ql\nEm1tbQBGPt9jsRiuuOKKSQdSqX5P7/otk8lQVFQ04faJJvs7SfWbEEIIIYQQcqFQ+JMQQgghhBAC\nhUKBb3/72/jOd76Djo4OFlI5fPgwGhsb8dxzzyEQCCS8RxzZrlKpcN9992HGjBnjrkO88SN2xRot\n/iaORCKhjp6EEELGpVQqUVBQAAAsINDV1TUl68rOzobBYIDX6wXHcYhEImhvbx83EBGP4zj09fVB\no9GMCY2eOnUKwWAw5eh3g8GAu++++7zsR7qUSiUsFgv7OhKJwOFwpD2q1mg0wmAwwOPxAAA8Hg88\nHg8LpIym1WqRm5sLu90OjuMQCATQ09MzqfAIMBKslEqlWL9+PQoLC/GHP/wBzc3NrCMZx3FJR/nG\ny8vLw5VXXokrr7wSVVVVZxVASjWmWPw3Qgi5XIl1pLGxEcePH4dCoUAkEkFhYSFmz5590YOfANDY\n2MjGtYtByPz8fBYETfdvVKrfl0b9jn/YNNnXhBBCCCGEEDLdUfiTEEIIIYQQglgsBqvVip/+9Kd4\n8sknsXv3bkQiEXAch2g0inA4zLp8iqLRKAoKCvC1r30N8+fPn/T64jufAdTNkxBCyOTIZDLk5+ez\nr3mex+nTpwEk3sCPv3kfi8UATG5sqxiYmDFjBvbt28fq4ZEjR2C321FYWDhuwEEMsjQ2NqK3t3fM\n6zo7O+H1elOGP8X9iMViF+zBCI7jYDabodVqMTg4CABwu93wer3Iysqa8P1ZWVnIzs5m4RGv1wuX\nywWr1Zo0gKJUKlFYWMjG7EYiEXR1dWHp0qUJ5x7pbLdo0aJFqKmpwa5du/CPf/wDfr8f3d3d7HdA\nrVZDp9NBr9cjLy8PNpsNc+bMwdy5c9NeHyGEkMkRP/+dTieAkb8pOY5jD3NM9DfhVIZDxfrU0tKC\ngYEB9rewxWKBUqkEMPlAINXv9LdbdKHr9+ifKYU+CSGEEEIIIZcaCn8SQgghhBBC2E2c3NxcPPro\no3j33Xexfft2dHZ2sg4bUqkUGo0GmZmZsNlsWLJkCa688kqo1epJdUCJXx8hhBBytjiOQ25uLuvE\nBWDMeNLRN/Dj60+6HanE8MIVV1yBI0eOIBQKgeM4NDQ04MCBA2wkfKr3iiGVuro6DA8Pj+ks5XK5\nEIlEJtzXC/2QRFZWFoxGIwuPDAwMwOVyISsra8Jjp9PpkJOTg5MnTwIABgcH0dfXh9ra2qSvl8vl\nLMgrdnHt7u5mX58trVaLNWvWYM2aNWhra4PdbkdGRgaGhobYejUaDUwmE/R6PQv38DxPHcgJIWSK\nCIKATz/9lD1MIQgCqqur2b+PflBjeHgYPM9DLpdfkFoYCAQQjUZZV1KTyYSysjIAk69JVL/PDtVv\nQgghhBBCCEkfhT8JIYQQQgghCeRyOdauXYu1a9eirq4O4XAYwWAQoVAIarUa2dnZyMvLg9lsZu+h\nmyuEEEIuBqPRCKPRyEapDwwMYGBgABaLBT6fDy6XC0FH6R4AACAASURBVH6/H+FwGLFYDNFoFJFI\nBGVlZSguLk5rHWJ4Yf78+di7dy8OHz4MmUyG4eFhbN26FWVlZZgzZw6AkdCBRCJh7xH/79atW/H+\n+++PCX4CIyNVJwp/Xgx6vR5msxmdnZ0ARgIgdrsdFRUVE4ZHMjIyEkbEBoNB9PX1AUgeBpFKpcjL\nywNw5tj09vYCOD/nGLFYDDabDTabLa3XUzdyQgiZGmL9aG9vhyAIkMlkiEajyM7OZv8ufu57vV4c\nO3YMHR0d8Hg88Pl8GBoaglarxWc+8xmUlZWxv0kn+zBiMhKJBIFAgIUXeZ4HMNLdMiMj47ys40Kg\n+k0IIYQQQgghlxcKfxJCCCGEEEKSEgRh0uPcCSGEkAtJp9PBarWiv78fHMdhaGgIzc3NOHXqFHbu\n3ImOjg64XC54vV4W4lAoFDCZTNBqtVi7di1WrlwJrVabMhAhhhdKSkrw2c9+FocPH2YBh9bWVjzx\nxBP43ve+h7KysjGhA6/Xi7q6OrzyyisIhUIAgKuuugq7du1iY2ADgQCCweBUHqazotFokJOTw74e\nGhpiAZCJqFQqFh7hOA7hcBgOh4N9nYzFYoFWq0UgEIBEIoHH44HX64XBYDjHPTnzMxSPefw2iD9L\nGvNKCCFTj+M4hEIhGAwGdHd3s89nsUslx3E4ffo03n77bXzyySdwOBysfscvY/v27TCZTFi/fj1W\nrlwJs9l8XsKZMpkMR44cAcdx7IGOqqoqAJfOA49UvwkhhBBCCCHk8kLhT0IIIYQQQkhS8WP4Ro/J\nFf+dEEIIuZjUajUKCgrQ0NDAwp8/+tGPEI1Gk75eIpEgFouhp6cHANDc3Iw33ngD999/PxYvXjxu\ncEQqlWL16tX48MMP8emnn0IikUAQBHR3d+OBBx7ArbfeipKSEmRkZEAQBNjtdhw9ehS7d+9myygo\nKMDGjRvR1taGrq4u1kFUHGOa7ij6C0GtVo8JgNjtdgATB2CkUinMZjOUSiXC4TAEQYDL5cLQ0BA0\nGk3S94hjWwcHBxGLxdDX1we73X5ewiOiZNs9XY43IYRcLtxuN+RyOQAgGo2C4zi43W4AQFNTE15+\n+WXs27dvwlrucrnw9NNP49NPP8WDDz6IwsLCc962wcFBDAwMQBAESKVS8DyPefPmnfNyLySq34QQ\nQgghhBByeaHwJyGEEEIIISSl0d01xO8RQggh04FCoUBBQQGAkWAAz/MJI9XjqdVqxGIxhMNhFiIQ\nBAGdnZ34/ve/j69+9au46aabxl2fXC7HQw89hB//+MdobGxkdZLjOLz66qsARkbRR6NR+P3+hG0p\nKirCf/7nfyI3Nxd6vT5huWLHs1gsNm1GlsrlclitVhayiUajcDqdiEQiUCgUE77faDTCaDSit7cX\nHMfB6/Wiv78fGo0machVp9Ph85//PCKRCGbOnInS0lJkZWVN1e4RQgi5wMTP/lgsxrphiw8aiiPd\nf/7zn6O5uTnhfZmZmSgsLIRWq8Xp06fR2dmZUH/r6urw2GOP4Ze//CW0Wu05bWN9fX1CHZbJZFCr\n1QnbP91R/SaEEEIIIYSQywuFPwkhhBBCCCGEEELIJUkqlbLwJzASzJDL5cjJyUFVVRVqa2tRXFwM\ng8EAt9uNtrY2dHZ24uOPP4bX6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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot for a list of libs. Only plot layers that consume between 5% and 10% of the total execution time.\n", "# NB: libDNN is slower than cuDNN on the expand3x3 layers and conv10 layers, but a bit faster on the conv1 layer.\n", "plot_time_per_image_per_layer(df_per_layer_info, model='deepscale-squeezenet-1.1', libs=['nvidia-cudnn', 'libdnn-cuda'],\n", " batch_sizes=16, direction=direction, lower=0.05, upper=0.10, rot=10)" ] }, { "cell_type": "code", "execution_count": 80, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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tra3Rpk0bo41PndWrV2Pfvn2iOh8f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3adIE27ZtQ61atQw63+3bt3HixAlp7O/vDy8vL8MDJyIiIiIiIuFZpPizZ8+eljgt0UvD09MT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\nXucSfVXlvFVSUoIvv/zS0FPSaujQoaL26dOn8dtvvxn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kq6maDRaPDNN9+IXvvXv/6FWbNmiaZzd3NzQ4cOHTBz5kwsXrxY1JF67Ngx/Pbbb3jsscdsfr91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QIQAeTvLIyckxuUxbRu0aIY3z4MEDg8fm2KJdV4auXav+HoRYK1qh1TQ0+ZMQCxUUFISIiAgU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\nz0REdWVj6gYQEZmCj4+POCKOIAg4dOgQkpKSj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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot for a list of libs and a list of batch sizes. (This works but might not be terribly legible).\n", "plot_time_per_image_per_layer(df_per_layer_info, model='bvlc-alexnet', libs=['nvidia-cudnn', 'nvidia-cuda'],\n", " batch_sizes=[4,6], direction=direction)" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "\n", "## Plot the ideal adaptive solution" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Overall, using cuDNN typically results in the minimum execution time. For some layers, however, other libraries may outperform cuDNN (e.g. libDNN from the OpenCL branch of Caffe). As we show below, using the best performing library per layer results in up to 20% execution time reduction over using cuDNN alone. For other models and on other platforms such adaptation can potentially results even in higher savings." ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "**NB:** Currently, the savings are hypothetical. However, Caffe allows for manual adaptation, i.e. the user can specify the engine to use for each layer in the model file (`*.prototxt`). We are working on generating the optimized model file automatically from the obtained ideal adaptive solution. Please [contact us](info@dividiti.com) if you are interested." ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "\n", "### Using all reasonable libs for adaptation" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "We only include libs built from the master and OpenCL branches because per layer adaptation implies building from the same source. The OpenCL branch is kept in sync with the master, while the NVIDIA branches are not." ] }, { "cell_type": "code", "execution_count": 81, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/plain": [ "Index([u'clblas', u'clblast', u'cpu', u'cuda', u'cudnn', u'libdnn-clblas',\n", " u'libdnn-clblast', u'libdnn-cuda', u'libdnn-viennacl', u'viennacl'],\n", " dtype='object', name=u'lib')" ] }, "execution_count": 81, "metadata": {}, "output_type": "execute_result" } ], "source": [ "all_libs = df_per_layer_info.index.get_level_values('lib').drop_duplicates() \\\n", " .drop(['nvidia-cuda', 'nvidia-cudnn', 'nvidia-fp16-cuda', 'nvidia-fp16-cudnn'])\n", "all_libs" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Each row specifies an ideal adaptive solution for a model. Each column specifies the execution time (in ms per image) that the ideal adaptive solution would cumulatively spend using a particular library." ] }, { "cell_type": "code", "execution_count": 82, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/html": [ "
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libcpucudacudnnlibdnn-clblastlibdnn-cudalibdnn-viennacl
model
bvlc-alexnetNaN0.1429840.253353NaNNaNNaN
deepscale-squeezenet-1.10.0005090.1123270.293295NaN0.062514NaN
deepscale-squeezenet-1.00.0004460.1510600.6162610.0143360.074738NaN
bvlc-googlenet0.0002500.1343220.941497NaNNaN0.020264
\n", "
" ], "text/plain": [ "lib cpu cuda cudnn libdnn-clblast \\\n", "model \n", "bvlc-alexnet NaN 0.142984 0.253353 NaN \n", "deepscale-squeezenet-1.1 0.000509 0.112327 0.293295 NaN \n", "deepscale-squeezenet-1.0 0.000446 0.151060 0.616261 0.014336 \n", "bvlc-googlenet 0.000250 0.134322 0.941497 NaN \n", "\n", "lib libdnn-cuda libdnn-viennacl \n", "model \n", "bvlc-alexnet NaN NaN \n", "deepscale-squeezenet-1.1 0.062514 NaN \n", "deepscale-squeezenet-1.0 0.074738 NaN \n", "bvlc-googlenet NaN 0.020264 " ] }, "execution_count": 82, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_ideal_all = get_ideal_adaptive_solution(df_per_layer_info, all_libs, direction)\n", "df_ideal_all" ] }, { "cell_type": "code", "execution_count": 83, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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wwKxZs2BiYqLX/j5Ue/fuxY4dOyR9rp48eYLVq1fj8OHDWLp0qc7KXdWqVcPs2bPh7e0t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\nkoLDhw9j3LhxOtcrGLAA8qZ4f/z4sfQ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ltvYd26dfjrr7+Evh07dmDFihVaF/CqIZVKERMTg6tXryI/Px82NjZwcnKCj48PHB0d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S1PaTyWR477338N1338HJyUnt7/Hx8fj7779x5MgRjf1AMzMz9O7dG19++aWkzzMlJQWn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\nlK+vL6Kjo0UPip0+fRpXr17FBx98gLZt26Jhw4a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D4iIno8HB0dMXfuXDg6Ouo7FCKi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BCT9Pzzz+PgwYMAgLt372LhwoWIjo7WOvQOACQSCfr374/ly5eja9euovord/z4ccTExOC3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\nlo1p7UsuuSTmzJmTiI21vqyvr49UKjWmvABG4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EBAQgLS1N6zIWFhZo0qQJhg4dKmvb0s/bs2dP/PjjjwCyAvGy7xXa2rAKhQKenp4YM2aM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\nywuOjo4wMTGBUqlEQEAAduzYIQQjV65cGWlpaVq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AHAwsJC9LPw6NEjnYpc7927h9DQ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yaj59i+fTsCAgIQFRWlNcEVKM9n2L59Ozp27IjIyEij59ClqKgI48aNw0svvaQzwRUoP7lz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\nTwDSJT8/Pz7zmc/E5s2bu2M1NTVx66239mt8f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LSyt23AcPHuDnn3/Gnj178N1336F58+Z6Lev+/fvw9/dHXFxcseMmJiZiz549OHr0KL78\n8kv0799fr2VFRkbC19cXL1680Dle4THx3nvviYLer0N2djYCAgJw/PhxjQ/Ui1IoFAgLC0NYWBi6\ndesGb2/vElfeevXqFRYvXowzZ87oHC8tLQ3r16/H+fPnsWTJElhbW+u1nNDQUKxYsUJnyKlQYmIi\nAgMDcfjwYcyePRsdO3bUa1n/Vo8fP8aiRYtw69atYsd9+fIlgoODcfr0aYwdO1YUotNk3LhxiIiI\nwI0bNwAAubm5mDdvHtasWSMpGLRnzx5RMFYmk2HWrFmSgrEXL17EypUriz1+ASAhIQF//PEHDh06\nhDlz5sDNza3YaYpKTk7G0qVLcenSJUnjZ2dn49KlS7h06RKePXtW7Hb8t8jJycHKlSvx119/FXs+\ny8nJEbahh4cHZs6cWapKgkFBQVi5cqXO67pSqcTZs2cRGhqKefPm6b2fVGbXrl2Dn58f0tPTtY6T\nnZ2NXbt24cqVK1i+fLnoZaCdO3di7dq1onCZqpSUFKxevRrh4eHw8fHRO7QaGBiILVu2aAwlqrp/\n/z6WL1+OvXv3YuHChahbt65eyyoLGzduxObNm3Xu6xkZGdi3bx/OnDmD7777Tu8XM16+fImAgACc\nOHFC0j3CtWvXcO3aNfTo0QOzZs0q8UstSUlJ+O677yRdV94Uz58/h7e3t84XKZRKJf7++29cv34d\nS5YsEd3DXr16FfPmzdP6IhVQcN7au3cvrly5goCAAEkvzEVFReGrr75CXl6e5M/y4MEDrFq1Crt3\n78aCBQtgZ2cneVqg4Fj08fEp9vt7/vw5fvrpJ5w5cwbz58/XaxmqkpOTsWTJEoSGhhY7bk5ODkJC\nQnDhwgUMHjwYX375ZbmH3FXXq1WrVmUy3507d2LNmjUaXxgolJiYiICAAISHh8Pb21sIjubk5GDp\n0qU4efKkzmXExsZi+vTpmDhxIgYPHixpvc6fP4/FixfrfNGnKKVSiXv37uHevXvIzc3Ff//7X0nT\nWVlZoUmTJsLLjqmpqYiMjNT79yERERER0ZuMr34RERERERERVSKPHj3CjBkz1IKxFhYWGquA5ufn\nY+fOnVi1apXOh/KqQVjVkKsUCoUCx48fFw3r27ev3vPRJT09HTNmzMCOHTu0BmgsLCxgbm6u8W/F\nBRNKKzU1FVOnTtUajDUzM1MLOty8eROzZs1CTk5OiZa5Z88ezJs3T2MwVi6Xw8rKSmMwOj4+HtOm\nTcPFixclL6uwyrC2YKylpaXGh+NZWVlYvnw5Nm7cKHlZt2/fxvTp0zUG62QymcZlHTx4ED/99JPk\nZZRWUlISJk2apDVIZmxsrHX7nz17FlOmTJH80LsohUKBOXPmqAVjjYyMtAYeC4PG+hwDBw4cgLe3\nt8ZgbOG+pSm4k5aWBh8fH7XzAamLiIjAV199pTUAY25urrGbdIVCgfXr1xcb9jcwMMB3330nqtz8\n5MkTfP/998WuW2RkJNasWSMa9uGHHwoVmnXZt28ffHx8NB6/hfuOpmp6aWlpmD17tl4VWqOjozFh\nwgStwVi5XI5q1apprd5X3teFyiIzMxMzZszAsWPHNG4TExMTreHXU6dOYerUqTpDabocOXIES5cu\nFV3XC783TdeU7OxszJkzR9JLGlXBrVu34O3tLQrGFh5Hmqr7xcTEwN/fX/get23bhl9//VUUjDU0\nNNR6fTp16hQ2bNggef1yc3OxaNEirFu3TmMw1tDQUOt3GRMTgy+//BL379+XvLyyEBgYiE2bNon2\ndV33TElJSfD29kZYWJjkZSQkJGDSpElaX54xMTHRurzTp09j6tSpyMrKkry8QpmZmZg2bZradcXI\nyEjj9eRNkJqaimnTpqkFYy0tLTWeu9PT0+Hj44PExEQAwPXr1+Ht7S06B+k6hzx48ADfffedpPP/\nq1evtAZjjYyMYG1trfXc+OjRI3z11Vd6natSUlIwZcoUnfcFqvdehaHNkv6WePDgAb788kutwVhT\nU1ON95f5+fnYu3cv/Pz8dAbvS6swOF5UWYRj9+zZg19//VUUjDUyMtJ6XJ44cQK///47gIIwqr+/\nv1ow1tTUVOtxtnr1aknh46tXr8LPz0/jbwS5XA4LCwtUq1atxD2AqHJ1dRW1L1++XCbzJSIiIiJ6\nU7ByLBEREREREVElsmjRIiEc4ejoiBEjRqBDhw5CGPTJkyc4efIkAgMD8fLlS2G6gwcPomnTpnjv\nvfc0ztfT0xMbNmwQHg6Gh4fjyZMnqF+/vuR1Cw0NFR5SA4CNjQ06deqk92fURqFQwM/PT+3hqIWF\nBQYPHozOnTvD0dFReFCYm5uL2NhYRERE4Ny5c1q7zC1Ly5YtU3uwb29vj5EjR6Jjx47Cg+WkpCSE\nhIRg69atePbsGSIjI/UKjhYKDQ3Fzz//rBbueO+999C3b180bdoUBgYGyMvLQ0REBA4cOIDTp08L\n42ZnZ2Pu3LlYt25dsV1UJyQkYM6cOWpdyXbo0AFDhw5F69atYWxsDKVSibi4OPz111/YvXu3KOy0\nadMmNGzYEL169dK5rMzMTPj7+6s9FO7SpQsGDx4MV1dXGBsbIz8/Hw8fPsTJkyexY8cOZGdnY//+\n/Xj77beL23SllpOTg1mzZuHu3bvCMJlMhs6dO6Nfv35wcXFBtWrVAAB5eXm4ffs2Dh8+jBMnTgjH\nWWRkJFasWAFfX1+9lv37778LAeyGDRvio48+QseOHVGzZk0ABZXqLl26hA0bNuDhw4fCdDdu3MCR\nI0ckVfA9ffo0Vq1aJRpWq1YtvP/+++jUqROaNGkihLISEhJw4cIFbN++HU+ePAFQcLwuW7YM9vb2\ncHBwUJv/lClThH+rBjyL/k2T8upO/XV7/PgxZs2aJdrPTU1N4enpiZ49e8LZ2VkIBWVlZeHq1avY\ntWuXUAUWKP7cDhR8bz4+Pvj222+Ffe/cuXPYvXs3hg0bpnGa9PR0zJ07V3T8tmzZEp9//nmxnys4\nOBirV69WW4dBgwahU6dOsLe3F/adFy9e4MKFC9i2bRvi4+MBFBwv33//Pezt7dGkSROdy3rx4gVm\nzpyJ5ORk0fCGDRti8ODBcHNzQ/369YXlZWZm4u7duwgLC8Pp06fx4MGDYj9PeXNxcRH2+YiICFGo\nvGXLlujTp4/Wacsy6LZs2TLRvgUAtra2GDVqFNzd3YUq8KmpqcL1q/B4BwpeaFi8eDGWLFmi13Kj\no6OFz2xqaorBgwfDw8MDTZs2hVwuR35+PqKiorBjxw6cOnVKmC4nJwcBAQFlXg1+/Pjxwv3TunXr\nRNe8L774QmfF5fK49mRnZ2PevHl49eoVDAwMMGDAAHh5eaFZs2aQy+VQKBSIiIjAhg0bRN/fjRs3\ncOzYMdja2uK3334DAFSrVg0fffQRunXrJnS5nZ2djZCQEKxduxbPnj0Tpt+5cye8vLzQsGHDYtdx\n9erVai9DNGvWDIMGDUKbNm2EqrD5+fmIjY3FqVOnsGfPHiH4mZycDD8/P6xZswZmZmal22ASREdH\nIygoCEDBPVP//v3Rv39/ODg4CPdM4eHh2LdvH86dOydMl52dDT8/P2zcuLHYiqOF9whFu1mXyWTo\n2rUr+vbti5YtW6rdIxw6dAjBwcHCefrWrVsICAiAj4+PXp9vzZo1iI2NBQDUr18fH3/8MTp16oRa\ntWoJn+PGjRtvVLfpK1asEHqwcHNzw7Bhw9CqVSshBPrgwQPs3r0bhw8fFqZJSUnBunXrMH78eMyd\nOxc5OTkwNDTEgAED8O6776JZs2YwMDCAUqlEREQE1q9fLzpGbt68iaCgIMkv8pmamqJdu3bo2LEj\nHB0dYWdnJ9pf09PTERkZiePHj4u+x8zMTMydOxdr1qyBoWHxj2SXLl0qfH+FmjRpgpEjR6JDhw7C\nOSgxMRHnz5/H1q1b8eLFC9y+fRtbtmyR9FmKSk1NxfTp05GQkCAMMzQ0hIeHBzw9PdG8eXPhc756\n9Qo3btzAvn37cOHCBWH88+fPY+PGjfjss8/0Xr4UDx48EN0rWVlZoXbt2qWa5927d3Hs2DEAms+N\nL1++xIULF7Bu3Trh/gQAtm/fDk9PTxw/flzYBnZ2dhgxYgQ6duwo9NCQlJSEY8eOYfPmzaKXBn74\n4Qds3rxZa6Xd/Px8rFy5UhQ2trS0xNChQ+Hu7o5GjRqJAuPp6enC792LFy8iPDxc723RtGlTUbu4\n3k+IiIiIiCobhmOJiIiIiIiIKpHbt28DAAYOHIhJkyapPVirX78+Ro0ahV69emHq1Kmih3lr1qxB\np06dND5MrFWrFtzc3ITKe/n5+QgKCsK4ceMkr1vhA8ZCvXv3lvQQWKqNGzeqBWM7dOgAHx8fIWBQ\nlJGRERwdHeHo6IjBgwfj0aNHuHr1apmtj6pTp07h/PnzomGenp6YPn262naoUaMGBgwYgF69esHX\n1xf//POP8N1KlZGRgaVLl4qCsRYWFliyZAlatmwpGtfQ0BCtW7dG69at0bVrVyxevFh4aJ+dnY0F\nCxbg119/1VglqdD333+vVp32m2++wZAhQ0TD5HI5GjdujPHjx6N3796YPn26KLgWEBAAV1dX2Nra\nal3W2rVrRdVKZTIZJk+erBYAlMlkaNSoEcaOHYs+ffpg6tSpeP78ud7bsiR++eUXUTC2WrVqWruD\nNzQ0hIuLC1xcXNC7d2/4+/sLoaBTp06he/fu6N69u+RlFz607tevH6ZOnap2HjAzM0OPHj3Qvn17\nTJ48WRTO2b9/f7Hh2MePH2P58uWiYT179sS0adM0VmWuVasWBg4ciD59+mDRokVCmKiwmuD69evV\n9q2i36VquE1X0LOqyM3Nxdy5c0VhDwcHB/j7+wvBjKLMzc3h7u4Od3d3/PHHH0LYDQB+/vlnref2\nQu3bt8fIkSNFwZk1a9agefPmGrvOXbJkiej6YW1tDV9f32K7TX706BFWrFghGtanTx9MmTJFY+jN\n1tYW7733Hvr06YMFCxYgJCQEQEGwbPHixVi3bp3WZSmVSsydO1ctGDt69GiMGTNG47paWFgI58Kx\nY8fiypUrJa60V1YaNWqERo0aASio9Fs0ZNioUaPXcjwcP35crRJ1+/btMXfuXLVj3traGn379oWH\nhwfmz58vfGcAcOnSJRw4cADvv/++5GVHRUUBKAg0L168WG3/l8lkcHJygq+vL9566y1s3bpV+FtY\nWBju378Pe3t7ycsrTtEw8pYtW0Th2D59+ui8dpWHwp4CrKyssGjRIrXru4GBAVq1aoWVK1fC29tb\nVPFvx44dyMnJgVKphKOjI5YsWSKEnAuZmpqiZ8+ecHV1xX//+18hIJeXl4fDhw8X2zV3cHCwKLAo\nl8sxYcIEDBs2TO28L5PJYG9vD3t7e3h6esLb21t4gePhw4dYv349vv76az23kP4K9zkTExMsWrQI\nbdu2Ff3d0NAQbdq0QZs2bXD48GGsXLlSuNdKS0vDDz/8AH9/f53L+PHHH0XXXmtra3z33Xdo166d\n2rhF7xF69eoFf39/IUx34sQJdO/eHe7u7pI/X2GwsmfPnpg1a5ZadUlTU1N06NBB8vxeh8jISMjl\ncnzzzTcYNGiQ2t/t7Owwbdo02NraCpU7gYL9Lzk5GcnJyahWrRoWL16sdk2Ty+VwdXXFihUrMGvW\nLFy5ckX42/79+4sNx1arVg1ff/01+vbtq7VnCqDgGHVzc4ObmxsGDRoEb29v4b45JiYGp06d0vmy\nA1Dwfav26NC3b19MmzZN7ZpWs2ZN4frp4+ODa9eulej+d+HChaJgbL169eDv749mzZqpjWtiYiJ8\nxqCgICxbtkz4PREYGIh33nlH43SldefOHVG7LM75hffwDg4OWLp0qdq50czMDD179kSrVq0wYcIE\n0bnxxx9/FH5Tenp6YsaMGWrfT40aNfDxxx/DyckJM2bMELbTkydPEBoaqrUKf0REBB4/fiy0q1Wr\nhl9//VXrC6tWVlbC+ePjjz/G48ePNVbt10U1HKu6vYmIiIiIKrs359VQIiIiIiIiIpLEzc0NU6ZM\n0RlSqlevHr7//ntRZZmsrCzs3r1b6zReXl6i9l9//SXqZlKXwkpyRUmtxCRFUlISduzYIRrWoUMH\nLFq0SGMaZ/4OAAAgAElEQVQwVpMGDRqUa8ho27ZtorarqytmzpypMyBsZmaG+fPnl6gS5qFDh4TQ\nTKG5c+eqBWdU9e7dWy3scufOHbWH8UXdvn1brYvN0aNHqwVjVTVp0gSLFy8W7auZmZnYs2eP1mlS\nU1Nx9OhR0bCRI0cW+9299dZbWLJkSZl1MarLw4cPcejQIaFtZGSEJUuWaAzGqnJzc8O3334rGqa6\n70jRuXNnTJ8+Xed5wNLSEjNmzBANi46OFj1012Tjxo2i0OY777wDHx8fnaEQoCBwM2fOHDg5OQnD\n7t+/r3Pf+rf666+/ROHq+vXrY/ny5RqDsapGjhyJwYMHC+2cnBydx1ShsWPHok2bNkI7Ly8P8+bN\nE3XVDhRUjCx6PpfJZJg9e7akUOCGDRtEVcu7d+8Ob2/vYqtBmpmZwc/PD46OjsKw6Ohond0Pnz17\nVq262fjx4zFu3LhiQ7yF2rVrpzWg8m+Rn5+vVm3Qzs4O8+fP13nMm5qaws/PTy0IFRgYqHf32hYW\nFli6dGmx+//YsWPRuHFj0TDVUG9VJJPJ4Ovrq/P6bmBggMmTJ4sCqbGxsXjy5AlsbGw0BmOLqlWr\nFj799FPRsOK2bV5eHtauXSsa9vXXX2P48OE6X7YBCq7ZixcvFu1jf/75p9pLOOXp22+/VQvGqhow\nYABGjRolGnbmzBm1yp5FPXjwAH/++afQNjY2xtKlSzUGY1V17NgRM2fOFA0ryT1CixYt4OPj81ru\nicrKiBEjNAZjixo5cqQoJJiXl4fQ0FDhGNH0skchQ0NDTJkyRbRvRkVFiV4E0cTOzg5Dhw4t9h6o\nqObNm6v1CrB///5ip1P9rtu0aVPsvZ6ZmRkWLlyoV28fhUJDQ0X399bW1li5cqWkgKuXl5eomrxS\nqcT27dv1XgcpVKu8l+SzamJtbV3subFmzZpqFXFDQ0ORl5eH1q1bY+bMmTq/n7Zt26r1mKHr3Fr0\n3hAA3n//fb0+71tvvYXWrVtLHr9wmqLS0tJEvcEQEREREVV2DMcSERERERERVSIGBgaYNGlSsaED\noKAK24cffigaduzYMa1V8rp27SoKmj579kytUqs2wcHBou63nZycyrSS265du0Tzt7KywqxZsyQH\noMrbnTt31B5mTp48WVKXtaampvjyyy/1Wp5SqcSBAwdEw/r06SMpeAEAQ4YMEYXQAGDv3r1ax9+3\nb5+oXVihWAonJydRkA8oCMAU7WK0qKCgINF3bWtri9GjR0talr29vdqyysOOHTtEwfHhw4fr1Z12\nt27d0KpVK6F9584doZKdFPqcB5ycnNS+a10VoeLj40Vdl1tYWGDKlCmSu182NjbGhAkTRMOKVhWk\ngjCiath/0qRJQle8UowbNw4WFhZC+8iRI8UGEuVyOebMmSMKgTx79gxLliwRqiLevHlTrVrriBEj\nJFUZfPLkiSjwYWlpqRZE0sXY2Bj/+c9/RMN07TuBgYGiduvWrfHRRx9JWhb9n8uXLwvVOwtNnjwZ\npqamxU5rbGyMqVOnioY9f/5c1BW9FKNGjUK9evWKHc/AwAD9+vUTDdPn3FlZubu7o3379sWOV79+\nfY3hwNGjR+sMfxXq0aOHKEz57NkzpKamah0/ODhYVOXd1dVVr2vwW2+9JXrJJjs7W1Q5uTy1bdsW\nHh4eksYdNWoU6tatKxp28OBBreNv375dVNX/ww8/FL00UhwPDw+0aNFCaN+6dUtUhVYKqfegb4oa\nNWrgk08+KXY8AwMDjd9bt27dJN0Dv/XWW2rHSHlVyWzXrp3o/isyMlL08oiqW7duISYmRmgX9pog\n5Xs0MzMrtsqzJqph1i+++EJtX9dl+PDhovHPnDlTLgF31QBzWVXw/uSTT1CzZs1ix+vevbvGoPnE\niRMlfT+qFYN1XbdUX1jS5/soKUtLS7VrfnGhcSIiIiKiyqTy/DomIiIiIiIiIrRv315SZcFCAwcO\nFD20S0tLQ3h4uMZxjYyM1CrbqFbw1CYoKEjULsuqsUBBhcCi+vfvDxsbmzJdRmmoVlVt2bKlXuHg\njh076vWgNzY2Fs+ePRMNK66Ka1FyuVxt/LCwMK3B6UuXLonaAwcOFFUlLs6QIUNEAbmMjAy1io+F\nVLelp6enXssaMGCA5HFLQqlU4vTp00JbLpcXW+lMk549e4ra169flzxtp06dUKdOHcnjq1YbVA3C\nFXX27FlRyNLDw0PvY61169aiINaNGzckV6H+N4iKihJ9Bw0bNtS7i2tLS0vRNBkZGaJQjTY1atTA\nnDlzRNeFkJAQ7NixA6mpqZg3bx7y8vKEv7m6uqpVk9TmzJkzou+5V69eegV+gYLAWtFprl+/LgqZ\nFXr69KnaCwkjR46UHMSl/6N6fm/SpIleVeecnJzUzjGq89RFLpfrdd5WXVZcXJzkaSur/v37Sx7X\n2dlZ1DY0NISnp6ekac3NzdGwYUPRMF3b9+TJk6J2SV5OKc21sDT0uW4bGxurhbJVe0sopFAoRC8J\nlPQeQfV+XJ/t4uzsDAcHB72XWZHeffddyVVuVfdxAGrfjy6qQeXyPIcUDeIqlUqdQVzV+19XV1c0\natRI8rI6d+4sKehZKCkpSfQSpJWVFd59913J0wMF55du3boJbaVSiYiICL3mIcWLFy9E7bL4DWhg\nYCD53GhmZqb2XTRv3lzybz3VfVbXPmdpaSlql1d4W5XqCxRFX3wgIiIiIqrsGI4lIiIiIiIiqkS6\ndu2q1/i2trZqD4Fv3bqldXzVUOvff/8t6l5dk3v37olCSsbGxmoP9Uvj+fPnePLkiWiYagWeiqa6\nTTt27KjX9HK5HG5ubpLHV33wXLt2bY1hAV3eeecdUZAsLy8PkZGRauPFxcWpVYEq+iBcinr16qlV\nL9UUjs3Pz1dbB31Dgw0bNiyz7lY1iY6OFh0T9vb2JapgJWV7aFO06qwUqtsjIyND67iqARx99+VC\nRT9fRkbGvyLAJpXqNtZ3Hy9U0n2oTZs2GDt2rGjYb7/9hlmzZonCEDY2NvD19ZVcobss9h2ZTCb6\nXGlpaXj06JHaeGFhYaK2jY2NpMqapE51v9H3/A4UVNXTNU9dmjZtqhYG0kWf81lVIJfL4eLiInn8\n2rVri9oODg56dQev+uKFtu2rUChE9yIymaxE5zJ7e3tRKFLXPWpZMTQ01Pv85O7uLmo/e/YMSUlJ\nauNFRUWJqoM6ODhIqtqrqjT3CG3atNF7eRXN1dVV8riq+7hcLlcLzesidR8vTnx8PP755x+cPn0a\nR44cwcGDB9X+e/r0qWgaXYHD0v6WMDAw0Os6qHrNbtOmjeSAclGl2VelUv0tamZmVup5Ojg4iCrw\nF0d1v9HnvGxlZSVaZ4VCobWKsGpPFIcPH8bBgwfL/SUz1cqxWVlZ5bo8IiIiIqLXybCiV4CIiIiI\niIiIpGvWrJne0zg6OuL27dtCW1fXrI6OjnBwcEB0dDQA4NWrVzh58iQGDhyodRrVqrHu7u56BV2K\no9r1pIWFBRo3blxm8y8LqsG/klTs0mca1QqR+nTXW8jCwgINGjQQVbC8d++eWkBBdVlWVlYlCp86\nOTmJvktNVS4TEhJED8BlMlmJtqWjo6NaoLqsqIYX5HK5zu6VtUlOTha1NYVstNG3i1XVEIGuwLvq\n54uKitJr3QqpdsWdmJj4xh23FUV1GyclJZVoH1I9hvT5nkaOHIkbN27gn3/+AVAQ1CgaTJfL5Zg9\ne7ZeVehUP9edO3fUqr1JoRrGT0xMVKtmqVo1tmgX5KSfsrieqE7z8OFD5OTkSKr6XdrzWVUP8Fha\nWuoVblUNOOlTZRyQvn1jY2NFfzMzM8OJEyf0WlYhIyMj5ObmAii4Nubn55drFWg7Ozu9KtIDQKNG\njWBiYoJXr14Jw6Kjo9UCwZrCvSU5v6uez/U5v+vTc8GbQp/zgOo+bmVlVapjROo5JD8/H+fPn0dw\ncDAuX75c7MuDmugK4pbVb4ljx45JGld1X83KyirRvhobGytql+SesThFjzsAeh+/muh7biyLc2vR\nQGxWVpbGkO/bb78t+i2uVCoREBCA7du3w8PDAx07doSzs3OZbIOiTExMRO3s7OwynT8RERERUUVi\nOJaIiIiIiIioEtH3QRyg/sBZNXikysvLCz/99JPQDgoK0hqOzcvLUwtDqFafLS3VkF3dunVFXYKX\nVlxcnFoVQl1at26t1rVmenq6qK1PoKyQPpXFVJenb7ioUL169UThWNX5Aur7S2mWpWu+gHpowNzc\nvETVoUpSpU0q1VDr3bt3ERAQUOr5FndcFqVv+Fy18qe26lNKpVLteNuyZYtey9JG075VkcriuC8p\n1X3o1KlTOHXqVKnnq88+JJfL4ePjgy+++AIJCQlqfx81apReFejy8vLUvuNNmzZJnl4XTftOSkqK\nqF2e1aKrspcvXwqhxEKq52opNF0X0tPTJV0LS3s+UygUek1f2ZR2++gTGgSgdn+l7Xqheh7Lysoq\nk2uhUqlERkYGrKysSj0vbUpyL21gYABbW1tRJWtN51zV7RIVFaX2kldJ6HN+t7a2LvXyXjd9Kniq\n7uP6TKtpeikVOe/fv49ly5aJXjYsCV1B3Nf9W0J1X/3nn3+EF2ZKQ599tSLpu9+onhtLO722/U4m\nk8Hb2xsTJ04UBbCfPn2KwMBABAYGwsjICM2aNUPLli3RqlUrtG7dutTVdPPz80s1PRERERHRm4zh\nWCIiIiIiIqJKRN+QA6D+8K64kFrv3r2xZs0aITBz69YtxMXFaQyGXbx4URRSql27Ntq2bav3Ouqi\n+pC1LKvSAgWfT59Ax7fffqu2LVSrR5XF96SL6neo7wNabdNp2jdUA6uvc1klfdBbku0vVXmFPFWr\nYulSXhX10tPTy+3h+JtWgaosjvuSehP2IQCoXr06hg4dijVr1oiGN2nSBGPGjNFrXuUZhtG075T3\ndeHfQlMVw5KcPzVt/7S0NEnhrvKsEErlt33L+5gvz3Bsed7HvAnn97Locv51e5PPA1FRUZg+fXqZ\nfLfa7rHy8/NFVUWB1/9boqzoey8ihWpV05ycnFLPs7T7XHnus02aNMH//vc/LF++HNevX1f7e25u\nLm7evImbN29ix44dMDU1hbu7Oz766CM0bdq0RMtU3aaqlXKJiIiIiCozhmOJiIiIiIiISMTa2hpd\nunTBmTNnhGFBQUEYP3682rhHjx4VtT09Pcu0qmtlYWRkJKpep1qJT4qSTFPVqHYRmpeXV6L5lHQ6\nKcrre3oTKjaV53aj/1Ne21nffejp06f4448/1IbHxsbi+vXraNOmjeR5cd8h+nfhMa9ZVb5H+DfK\nycnB/Pnz1YKkzs7O6Nq1K5ydnVG7dm3UqFEDxsbGMDIyEoUm169fj61btxa7HJlMBgMDA1E10fL+\nLVGZ9lXVFzBUg8RVUYMGDbBq1SqEh4fj2LFjuHz5Mp4/f65x3OzsbJw4cQLBwcEYMmQIJkyYAEND\n/R7/q76IVNKXCIiIiIiI3kQMxxIRERERERFVIllZWWoBwuKoVjWVUo3Ly8tLFI49fvw4PvvsM1FX\npElJSbh06ZLQlslk8PLy0mvdpKhWrZqoranSXUWztLQUPVRU3eZS6DON6ndYkuVpmk7TvqH6QLoy\nLKs89xHV/bFHjx7w8/Mrt+W9Tpq+k40bN8LOzq4C1qbqUt3OkydPxvvvv/9a1yE3Nxfz5s3TeKwo\nlUosWLAA69atk9xFs6Z9Z8uWLWjQoEGp11WTynBdAKR1112RNFV81dXttzaatr/qd0RVi+oxX6tW\nLezatauC1kY/5Xkfo7rf9+rVC3PmzCnR8qjiHTt2DI8ePRLaRkZG8PHxQffu3SVNr0+I09LSEsnJ\nyUK7vH9LqO6rI0eOxOeff673Ml8HW1tbUTsxMbGC1uT1c3FxgYuLC4CCl5pu3LiB8PBwhIeHIy4u\nTjRufn4+9uzZg4yMDMyaNUuv5ahu09q1a5duxYmIiIiI3iAMxxIRERERERFVIs+ePUP16tX1miY+\nPl7UlhJYcXNzQ61atZCQkAAASEhIwOXLl9GpUydhnBMnToiqpbq6uqJ+/fp6rZsU1tbWonZ8fDyU\nSmWZVaj18vIqdai3Ro0awrYCgLi4OLRo0UKveag+4NRF9TtU/Y6levr0qaitKeihuv2fPXtWJsvS\ntB/a2NhAJpMJVadyc3Px9OlT1KtXT69lPXz4sETrKIXq9ijPrqVfN2NjY5ibm4vCcVXp8xVVFsd9\nSamewytiG//666+IjIwU2iYmJrCwsEBSUhKAgpcfFi5ciGXLlkk615qZmcHExETUnXJ5fi7Vbfj4\n8eMyX4Zql8klqYZX0hDe62JmZgYjIyNRBcH4+Hi9A/GarkFSXsShyutNOI+VVEnuYxQKBV68eCEa\npuk+pirfI/wbnTt3TtQePXq05GAsAKSmpkoet0aNGqJwbFxcHJydnSVPXziNVJVpX61bt66oXfQ3\n179JvXr1UK9ePXh6egIouPYeP34cu3fvFn1/x44dg5eXF1q3bi1pvunp6aL7N0B9mxMRERERVWb/\nvn4OiYiIiIiIiCqxqKgovae5e/euqN20adNipzEwMMC7774rGhYUFKSzXV5BMycnJ1E7MzMT9+/f\nL5dllZTqOt66dUvvedy+fVvyuPb29qJ2SfaLzMxMUTUsQPO+obqstLQ0taCrFHfu3BG1mzRpojaO\nubm5WqVJfbdlbm4uoqOj9V4/qRwcHETte/fuVanujlU/n+r5g0pP9Th73dv4zJkz2Ldvn2jYxIkT\n4evrKwrCXr16FVu2bJE839e57zRr1kzUvnXrVpkfh3K5HKampkI7Pz9f766cS/riwuukei5WPVdL\noTpNw4YN9a5yT5VL48aNRd125+Tk4MGDBxW4RtI9ePAAOTk5ek0TFxenFh5TPedpGlae9yNU/mJi\nYkTtPn366DW9PufT1/1bojLd7zVu3FjULo8XYiqjunXrYvTo0fj9999Rp04d0d9OnDgheT6q29Pa\n2lpyzwFERERERJUBw7FERERERERElcj58+f1Gv/FixdqD2abN28uadrCqjSFQkJChKo0d+7cEQVU\nzc3N0aNHD73WTSpbW1u1irTHjx8vl2WVlGqV2LNnzyIvL0/y9ElJSbh27Zrk8Vu2bClqP3v2TO+A\n7Llz50RhMkNDQ40Vqho1aqRWHU21klZx4uPj1R66a6usqzr85MmTei0rJCSkRN2CS9WyZUuYmJgI\n7dTUVL3CCG+6du3aidoXL14s92WqViYtWpG6Kmrfvr2oHRYWpha6Ki9PnjzBsmXLRMP69OmDfv36\noVWrVvj0009Ff9u8ebPkc9Pr3HdUq6ElJyfjn3/+KfPlWFpaitr6hF1TUlL0quIHFLyYUpRSqdRr\n+pJQPef+/fffes/j7NmzOudZWal+H1X93KQPMzMztfvJ13G9KAt5eXm4dOmSXtOoHhd16tTRGB5z\ndXWFkZGR0E5OTi5R4JzeDCkpKaK2ra2t5GkfPnyoV08Gmn5L6HPOSUhIwPXr1yWPr3ovEhUVJVSP\nf9OoBofftJckK1qNGjXw4Ycfiobdu3dP8vSq46pubyIiIiKiyo7hWCIiIiIiIqJK5J9//tGrWs6h\nQ4dE4RorKyu1YKU2jRo1Ej2ozc3NRXBwMADg6NGjonF79OghqrBX1lSDt0eOHBF1PVrRunbtKvr8\naWlp2L9/v+Tp//jjD70egDdu3FitQpBqJUhd8vPz1davTZs2Wiv9dezYUdQ+fPiwXuHfvXv3ioK4\nuvbD3r17i9oXL16UHCxRKBT4448/JK9XSRgbG6Nz586iYeW9zNfpnXfeEXUnf/ny5RJVJtaHubm5\nqP2md0VfWs2bN0etWrWEdnp6Og4ePFjuy83JyYG/v79o+9rZ2WHKlClCe+TIkejQoYPQViqVWLBg\ngaTATLdu3UTtS5culVvVxLp166qF+QMDA8u8emzDhg1F7fDwcMnTHj58WO/1MTMzE7Vfx7HQqVMn\nUfvu3bt6fc6oqCi18VXnWVn9285N+lLtXn737t16V2StKAcOHJA8bk5ODo4cOSIa1qVLF43jmpiY\nqO3/Veke4d+maHVkQL9zwI4dO/Ra1jvvvCN6+So5OVmve4OtW7fq9UJFvXr14OjoKLSVSiW2b98u\nefrXqVGjRqKXVTIzM0vUi0VVVrduXVE7Oztb8rSq4VipL9ISEREREVUWDMcSERERERERVSIKhQI/\n/PCDpMDNw4cP1R7Menp6ih68Fqdv376idlBQEHJyctSqeXp5eUmeZ0kMHTpUFNxMT0/HkiVL3pgq\nbpaWlujVq5do2IYNGySFCi9duqRXkBYoqLQ5aNAg0bBjx44hLCxM0vT79+9XC5wOGTJE6/iqf3v4\n8CECAwMlLevu3bvYu3evaFi/fv207odt27YVBdKUSiWWLl2K9PT0Ype1YcOG19It7CeffCIKkIaE\nhJQq3FjWgb7SsLe3Vws5Lly4EBkZGSWeZ3GfT7X6XmXpmrukDA0NMWLECNEwqecLbaTsQ7/88ovo\n+DA1NYWfn58okCmTyTB79mxReDcpKQkLFy4sNnTTtGlTuLu7i9ZpwYIF5bbvfPzxx6J2WFhYmQd7\n3n77bVH76NGjkrb148ePsW3bNr2XVxHHQvv27dVCwKtWrZIUcszNzUVAQIBoWO3atUX7QWX2bzs3\n6WvAgAGoWbOm0E5ISMDy5ctLNc/XdT28cuUKTp06JWncrVu3qlWNHjhwoNbxVe8Rzp07hz///LNk\nK4o36x7h30a1UuyFCxckTRcaGqoWqC6OlZUVPDw8RMPWr18v6SWTkJAQHDp0SK/lAQX7alF79uxB\naGio3vMpVF77qlwuV6tOr0+V3MqkpL9tVSvVa6psrY3qtnRzcyvROhARERERvakYjiUiIiIiIiKq\nZC5fvoxVq1bpfHgWHx+PmTNnisItZmZmGDZsmF7L8vDwEFVEjYqKwpYtW0RBxYYNG8LFxUWv+epL\nU3eRoaGh8PHxkRSaBIBHjx6Va3XGTz/9FFZWVkL75cuXmDFjhtbwhVKpxP79++Hr6wulUqm1aqs2\nAwYMED34zM/Ph6+vLyIjI3VOd/LkSfz888+iYc7OzmrVYVX/rvqgdOPGjTh8+LDOZd2/fx+zZs0S\n7asWFhYYOnSo1mlkMhm+/vprtflMnjxZa/A1KysLAQEBQmBX322pL3t7e/Tr10807IcffsCmTZv0\neqidmZmJvXv3Yvz48WW9iqXy2WefiQKTcXFx+Oabb/Tuxvb27dtYsGCBWjhalYODg6h94MCBKh8G\nGjBgAOzt7YV2dnY2pk+fjnPnzuk1n/j4eKxZswaLFy/WOd7p06fVKiVOnDhRtA6FrK2t4evrK+pS\n/urVq9iyZUux6/P555+LrhkPHjzApEmTEBsbW+y0Rd26dQvz58/X+eKAu7u7WgXqtWvXYuPGjZKP\nw6tXr+oMO6kGxSMjI7Fz506d83z06BG+/fZbZGVlSVqHohwcHCCX/9//so+Li8OVK1f0no8+ZDIZ\nRo8eLRoWExMDPz8/vHz5Uut0r169wvz589WuOSNHjhTtO5WZ6rlJ36rpVZ2xsTG++OIL0bDjx4/D\n399fr1C8QqHAmTNnMHHiRL26Ai+t77//HteuXdM5zp9//omtW7eKhr3zzjsaz52FHBwc4OnpKRq2\ncuVKbNmyRa97hIyMDOzevRsTJkyQPA2VrVatWonav/32G54/f65zmosXL8LPz69E9zHjxo2DhYWF\n0M7MzMS0adNw5swZjeMrlUrs27cP/v7+Jfot4e7ujjZt2ojm5+vrW+z9vaqkpCRs3rwZ3t7eek2n\nj6JV7YGqG45dsGABAgIC9HoZ4/Hjx2ovxBb9XnVJS0sT3d9bW1urVeYnIiIiIqrsDIsfhYiIiIiI\niIjeFG+//TZu376NgwcP4vbt20IX2IVBtqdPnyI4OBjbtm1TC+aMHz8ederU0Wt55ubm6NatG/76\n6y9hmGr3sOVdNbbQmDFjEBERIQoyXLp0CSNGjMDgwYPRpUsXODg4CF2g5uXlITY2FhERETh79iyu\nX78OFxcXvPfee+WyfjVr1sTEiROxcOFCYVhaWhrmzZuHjRs3okOHDrC1tYVSqcTTp09x6dIlPHv2\nDABgYGCA0aNHY/369cK0RauOaWJpaYlvv/0Ws2bNEh7Ap6en4+uvv8agQYPg5eWFJk2aQC6XIy8v\nDzdv3sTBgwfVqv6amprCx8en2OXNnDkTn332GdLS0gAUhHFXrFiBCxcuYPDgwWjVqhWMjIyQn5+P\nuLg4/PXXX9i1axdyc3NF85kyZYpaJS5VHTp0wIABA0QP52NiYjBhwgS0aNECrq6usLGxwcuXL3H/\n/n1cunRJ6Oq2Vq1a6NatmyiQWdxnK4mJEyciNjYWN2/eBFAQKNi4cSOCgoLw3nvvoW3btmjatKmo\nS96MjAzcv38fd+/exaVLl3Dt2jXk5uaKwoRvgoYNG2L27Nnw9fUV9q3Y2Fh8/vnn6NatG3r27IkW\nLVqIwtkKhQJPnz7FvXv3EBERgfPnzwtd3hbttleTrl27ivbL4OBgxMbGws3NDbVq1YKRkZFo/C5d\nuogqm1ZGRkZGWLhwISZMmCAcU+np6fD19UWLFi3Qr18/tGrVCvXr1xf23/z8fCQmJiImJgaRkZEI\nCQlBVFQU8vPzdXZj//jxY7Vqjp6enmqVwYtycXHBZ599hrVr1wrDNm/eDFdXV52BCzs7O3h7e8Pf\n31/Yd2JiYkT7TvPmzdX2nSdPniAmJgbh4eE4f/68UKVRtXJrUXK5HH5+fhg/fjySk5OF4Zs2bcLJ\nkycxePBgdOjQAfXq1RMCp5mZmYiOjkZYWBhOnTqFBw8eYNy4cejcubPGZTg5OaFFixbCcQ4A//vf\n/xAbG4uhQ4cK4UmlUol79+4hODgYBw4cQHZ2NoyNjWFnZ6dXNWszMzO0bt0aV69eFYbNmjULnTt3\nRrVbfggAACAASURBVLNmzWBhYSEKnlpYWKhVLS+JPn364Pz586IA1sWLFzFu3DiMHDkS7u7uqF69\nOoCC61pISAi2bt2Kx48fi+bTqVOncrvGVoSuXbuKAkfXrl3Dp59+ik6dOqFOnTpqQbS2bduiQYMG\nr3s1K5SnpyeioqJE19wzZ87gn3/+Qb9+/dC5c2c4OzuLXrh49eoV4uLicO/ePVy5cgUXL14sVYVp\nfTVr1gzR0dHCSwkDBgxA//79hXB6Xl4eIiIisHfvXrUXFqysrDB58uRilzFlyhTExsYK4XGlUokN\nGzYgKCgIAwcORNu2bdGkSRPRPUJ6erroHiEsLAy5ubmisCS9XgMHDhRV/U1ISMD48eMxZswYdOvW\nTaicnJOTgxs3buDw4cPCeVQmk8HFxQU3btyQvDxbW1t88803WLJkiTAsLS0N/v7+sLOzg5ubG2xt\nbaFQKBAfH48LFy7gxYsXAEr2WwIA/Pz88N///le4Z3v16hVWrFiBffv2YcCAAWjdujUaNWokXHvy\n8/ORkpKCmJgYREVF4eLFi4iIiIBSqUTTpk0lf1Z9ubu7Y9WqVcLvitDQUOTn55fLPX5Fys7OxunT\np3Hw4EE0adIE7u7uaN68ORwcHFCjRg3h8xb+zj137hz27Nkj/A4CCu4NpP4+v3z5sijI3b17d9FL\nOkREREREVQHDsURERERERESVyOzZs/HVV18hLS0Nd+/ehb+/P4CCh2A5OTlqQcRC/fv3x/vvv1+i\nZfbt21cUji36AE0ul+Pdd98t0Xz1ZWBggLlz58LX1xdhYWHC8IyMDGzZskWoalgYIij6kPB16d27\nN9LT07F69WrR8Li4OLXuLgvJZDJMnjwZb731lmi4lOpPHTp0wFdffYWff/5Z+F4UCgX27NmDPXv2\nQC6Xw8LCAhkZGRorWBV2qy4lzFOrVi3Mnz8fPj4+ohBLSEgIQkJCIJPJYGlpiaysLK2V0caMGSM5\nyDV58mRkZWWJQpNKpRLh4eEIDw/XOI2lpSUWLFiAkJAQ0fDyqCRrbGyMhQsXws/PT1S9Kj4+XhQo\nNDc3h6GhITIzM0vcVWpFcHd3x6xZs7BixQqhArVSqcTp06dx+vRpAIChoSHMzc2Rk5OD7OzsEi/r\nnXfegZ2dnahK1r1797RWEGzUqFGlD8cCQL169bBs2TL4+voKQXkAuHnzphDGLDyGlUolsrKy9K5E\nl5OTA39/f9H50M7OTlK466OPPsL169dx6dIlAAXf/4IFC7Bu3Tqd3fV269YNM2fOxMqVK4VrkkKh\nwKlTp4RK2mW179SqVQtLly7F7NmzkZCQIAx/+PChcB6Wy+WwtLTEq1ev8OrVK72XMW3aNPznP/8R\nXV+DgoIQFBQEIyMjmJmZISMjA0qlUvi7TCbD9OnTERoaqlc4FiiovBoWFibMLy8vD+fOndNYVbh+\n/fplEo4FgBkzZiA5OVkU5IqPj8eKFSuwYsUKmJqaQiaTaa0m6+zsjFmzZpXJurwpXFxc0Lp1a9E9\nx6NHj7B7926N48+ePftfF44FgC+//BIKhUJUnTozMxO7du3Crl27AAAmJiYwNTVFVlaW1nvV18XB\nwQE9evTA2rVroVQqcfDgQRw8eLDYeyYTExP4+/tL6q7c2NgYixYtgr+/v+iYevLkCdasWSO0C+8R\nVM8h9GZwcnLCwIEDcejQIWFYamoqVq9ejdWrV8Pc3BxyuVxjuPvTTz8VQrP68PT0RHp6ulovDw8e\nPNBaTVQul2PatGlqL59Juf+1trbGsmXLMGfOHFGV95iYGOE6KpPJYG5uDplMhqysrArZV6tVq4aO\nHTvi77//BlBQrTYiIqLcey+pSDExMYiJiRHahecooOAcq+l7kMvlmDp1quT75LNnz4raffr0KcUa\nExERERG9mfj6FxEREREREVEl0qBBA3z//fdCpaJCmZmZGsMGMpkMw4YNw7Rp00pcWaeweqEmhZUd\nXxcrKyssW7YMQ4YM0dptc2ZmptZg7OuohDN48GAsXrwYdevWLXZcGxsbzJs3DwMGDFBbZ0tLS0nL\nGzp0KHx9fVGtWjW1vymVSqSnp2sMedStWxcrVqzQWXFSlaurK1avXo1GjRqp/S0/Px/p6ekaA6Dm\n5uaYPn06xo4dK3lZBgYGmD17Nv773/+KKs5p4+joiB9//BFOTk5qVZPLq+qatbU1VqxYgREjRqhV\nNy2UlZWFtLQ0ncHY4iqrVpR3330XP/30E5o0aaLx73l5eUhLS9MZbrSwsEC9evV0LsfIyAgLFizQ\nupyqrFmzZlizZg3c3d01/r3wGM7MzNQajDUwMNDaxffPP/+M6OhooW1qagp/f39J1YplMhm8vb1R\nu3ZtYVhSUhIWLlxYbDDGy8sLP/74o9b1krrvSDm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Rlh165dau/X2LFjkZ6eDgBY9t3AZlk5dsiLvyErXYp27dohNTW11rFN6U5dgHdOcz8q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o07bhqCr6+voB0YGKjX/E2bNgnW16xZM9StW9cAK8t19uxZzJw5U9A3depU3LlzB19++aVK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\npkWLFikiIsLlfuyf75IeQ8CCNeB5y5Yts/0o5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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_ideal_adaptive_solution(df_ideal_all, df_model_lib_mean)" ] }, { "cell_type": "code", "execution_count": 84, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/plain": [ "model\n", "bvlc-alexnet 0.866942\n", "bvlc-googlenet 0.876359\n", "deepscale-squeezenet-1.0 0.902201\n", "deepscale-squeezenet-1.1 0.798941\n", "dtype: float64" ] }, "execution_count": 84, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Up to 20% execution time reduction compared to the best non-adaptive solution (i.e. cuDNN).\n", "df_best_lib = df_model_lib_mean.reorder_levels(['lib', 'model'])[cuda_level_performance].unstack('lib')\n", "df_ideal_all.sum(axis=1) / df_best_lib.min(axis=1)" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "\n", "### Using CUDA-level performance libs for adaptation" ] }, { "cell_type": "code", "execution_count": 85, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/html": [ "
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libcudacudnnlibdnn-cuda
model
bvlc-alexnet0.1429840.253353NaN
deepscale-squeezenet-1.10.1126730.2936360.062514
deepscale-squeezenet-1.00.1514200.6165260.089374
bvlc-googlenet0.1345460.9506130.012608
\n", "
" ], "text/plain": [ "lib cuda cudnn libdnn-cuda\n", "model \n", "bvlc-alexnet 0.142984 0.253353 NaN\n", "deepscale-squeezenet-1.1 0.112673 0.293636 0.062514\n", "deepscale-squeezenet-1.0 0.151420 0.616526 0.089374\n", "bvlc-googlenet 0.134546 0.950613 0.012608" ] }, "execution_count": 85, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_ideal_cuda = get_ideal_adaptive_solution(df_per_layer_info, ['cuda', 'cudnn', 'libdnn-cuda'], direction)\n", "df_ideal_cuda" ] }, { "cell_type": "code", "execution_count": 86, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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jx+q89siTlZUlOucDueH1wMBAnQ/VWFtbo23btmjbti22bt2KDRs2CD9bvXo1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\n6w8ePBgtWrQQ2iqVCvPnzy+wEpibmxv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pqamIjo5GaGgoLl26hNu3b0s+FvXq1RNNSxmphoiIiKisYeAnERERERGVWUuX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\nVKTMwFI1aNAA9+/fFwLu+/Tpg969e+u8n85ja2u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o378/PD09hQDHyMhI7NixQzQSRlxcHNasWYMxY8Zg1qxZUCqVMDMzQ69evdC1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\nuzeqVasGIOt4h4aG4siRIzh48CAyMjJgb28PBwe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dHX/88YcQ5AKAn3/+Weu5vUi7du3g7e0tCoWsXr0azZs31zic5+LFi0XXD2tr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\nnp4u2h7Gxsbw9fUtdXiiTZs2mDx5ssb+KpKFhQW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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_ideal_adaptive_solution(df_ideal_cuda, df_model_lib_mean)" ] }, { "cell_type": "code", "execution_count": 87, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/plain": [ "model\n", "bvlc-alexnet 0.866942\n", "bvlc-googlenet 0.877506\n", "deepscale-squeezenet-1.0 0.902704\n", "deepscale-squeezenet-1.1 0.799243\n", "dtype: float64" ] }, "execution_count": 87, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Hypothetical execution time reduction compared to the best non-adaptive solution (i.e. cuDNN).\n", "df_best_lib = df_model_lib_mean.reorder_levels(['lib', 'model'])[cuda_level_performance].unstack('lib')\n", "df_ideal_cuda.sum(axis=1) / df_best_lib.min(axis=1)" ] }, { "cell_type": "code", "execution_count": 88, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/plain": [ "model\n", "bvlc-alexnet 1.000000\n", "deepscale-squeezenet-1.1 1.000378\n", "deepscale-squeezenet-1.0 1.000558\n", "bvlc-googlenet 1.001308\n", "dtype: float64" ] }, "execution_count": 88, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Up to 0.1% worse performance when using the CUDA-level performance libs only.\n", "df_ideal_cuda.sum(axis=1) / df_ideal_all.sum(axis=1)" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "\n", "### Using cuDNN and cuBLAS for adaptation" ] }, { "cell_type": "code", "execution_count": 89, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/html": [ "
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libcudnncuda
model
bvlc-alexnet0.2533530.142984
deepscale-squeezenet-1.10.4271180.105697
deepscale-squeezenet-1.00.7570350.144636
bvlc-googlenet0.9996830.102204
\n", "
" ], "text/plain": [ "lib cudnn cuda\n", "model \n", "bvlc-alexnet 0.253353 0.142984\n", "deepscale-squeezenet-1.1 0.427118 0.105697\n", "deepscale-squeezenet-1.0 0.757035 0.144636\n", "bvlc-googlenet 0.999683 0.102204" ] }, "execution_count": 89, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_ideal_cudnn_cublas = get_ideal_adaptive_solution(df_per_layer_info, ['cudnn', 'cuda'], direction)\n", "df_ideal_cudnn_cublas" ] }, { "cell_type": "code", "execution_count": 90, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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jx+q89siTlZUlOucDueH1wMBAnQ/VWFtbo23btmjbti22bt2KDRs2CD9bvXo1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\n6w8ePBgtWrQQ2iqVCvPnzy+wEpibmxv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pqamIjo5GaGgoLl26hNu3b0s+FvXq1RNNSxmphoiIiKisYeAnERERERGVWUuX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\nVKTMwFI1aNAA9+/fFwLu+/Tpg969e+u8n85ja2u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o378/PD09hQDHyMhI7NixQzQSRlxcHNasWYMxY8Zg1qxZUCqVMDMzQ69evdC1\na1fUrl0bpqamUKlUCAkJwdq1a0Xfkdu3b+Pw4cMGj45iZWWFpk2bomXLlqhVqxZcXFxE12tiYiJC\nQ0Nx9OhR0Xl8+/YtZs2ahVWrVhn0gt/ChQuF85etRo0aGDJkCFq0aCHUQdHR0QgMDMSmTZvw+vVr\n3L17Fxs3bjTos+QUHx+PSZMm4c2bN8I8MzMzdOzYUWgHZ3/OtLQ0BAcHY/fu3bhw4YKwfGBgINav\nX49Ro0bJ3r8hIiMjRW0lOzu7PLUtc7p//z4CAgIAaK8bU1JScOHCBaxZs0ZonwDAli1b4O3tjaNH\njwrHwMXFBYMHD0bLli3h4OAAICtYPCAgAH///bcoIP7XX3/F33//rTNDqlqtxtKlS0WBtLa2tujX\nrx+8vLxQrVo1UTB0YmIiIiIiEBISgosXL+LWrVuyj0XNmjVF03JGqiEiIiIqbhj4SURERERExdbi\nxYtFPxhbWlpi7ty5aNq0qWg5MzMzNG7cGI0bN8aBAwewZMkSvH371uAhorLdvn1b6CTM1r9/f4wZ\nM0ZrZoHKlSvj008/hbe3N6ZPny5kEExISMDSpUsxf/58nftKT0/HrFmzRGV0c3ODn5+f8MN7TqVK\nlYKXlxe8vLzwzz//iMr522+/oVWrVrI6Au7evQsA6N27N8aPH6/xI3zlypUxdOhQdO7cGd9//73o\nh/9Vq1bp3d+RI0dE01999RU+/fRTrcuamZnB1dUVrq6u6NKlC1JTU0WdjdqEh4drdHg7ODhg1qxZ\nOrNgODo6wtHREe3atUNqaioOHDigdxjBVq1aYcSIEXoD1BQKBapVq4Zq1aqhd+/eWLlypahjbv36\n9ejcubPROxijoqI0Mop26tQJP/zwgxDslVP58uXRu3dvdOnSBfPmzROOb3amorVr12rN7pFfFy5c\nEGVarFy5Mn777TdRBracSpcujUaNGqFRo0YYPnw4Hjx4oHfo0/T0dCxatEiUrcTe3h5LlizRCGa1\ntLRE69at0apVK2zYsAEbNmwQXdPF1btYJ2XX1XI8evQIa9asEc3z8PBAhw4dtC5fmMdN6v79+wCA\nKlWqYMGCBahataro7yYmJqhTpw6mT5+OqlWrYsOGDcLfbt26hQcPHuQajL1gwQJR0KejoyNmzZql\ndWh6CwsLNG3aFE2bNsWRI0fwyy+/CJ2qW7ZsQdu2bTWCdnKeozt37ogCPxs3boxu3boZcijeO9IX\nCvLy8olUng1zAAAgAElEQVS2dXRloC6JCrvt06xZMwwZMkQUFLJq1SrUr19f6/19wYIFonuDg4MD\nfH19cx3K9enTp1iyZIloXpcuXTBx4kStAV0VKlTARx99hC5dumDOnDk4f/48gKygqfnz52vUdzmp\nVCrMmjVLI+hz2LBhGD58uNay2tjYCPfXESNG4Nq1a0X+4kN2+wnIClzPGUBXrVo12S805cXRo0c1\nRgho1qwZZs2apdGecnBwQPfu3dGxY0f8/PPPwjkDgEuXLuHff/9Fnz59DN53WFgYgKxg3fnz52tc\n/9n3Cl9fX1SpUkX0IkNQUBAePXpk1IDwnIG2GzduFNU7Xbp0kfUChDFkj0hgZ2eHefPmoWHDhqK/\nm5qawtPTE0uXLsXUqVNFmdq2bt0KpVIJlUqFWrVqYcGCBRp1q5WVFTp16gQPDw989dVXQvBXRkYG\n9u/fn+twwcePHxe1+RUKBcaOHYv+/ftrtKlNTEyEZx1vb29MnToVT548AQA8efIEa9euxbfffivz\nCMmXfc1ZWlpi3rx5aNKkiejvOZ+n9+/fj6VLlwov4yUkJODXX3+Fn5+f3n2sXLlSFPTp4OCAGTNm\naDy7Z+/P3d0d7u7u6Ny5M/z8/ITn/mPHjqF9+/bw8vIy+PNlBw126tQJU6ZM0WjvWVlZoUWLFgZv\nrzCEhoZCoVDgu+++Q9++fTX+7uLigh9++AEVKlQQMi4CWddfbGwsYmNjYW9vj/nz52vc0xQKBTw8\nPLBkyRJMmTJFlMV+z549uQZ+2tvb49tvv0X37t21Pl9ms7OzQ/PmzdG8eXP07dsXU6dOFZ7/wsPD\ncfLkyVxfhDx27BguXrwomte9e3f88MMPGve0cuXKCfdPHx8f3LhxQ/hdQ465c+eKgj6dnJzg5+eH\n2rVrayxraWkpfMbDhw+Lnj/9/f3Rtm1brevl171790TTxqjzs59T3NzcsHDhQo260draGp06dYKn\npyfGjh0rqhtXrlyJ69evA8h6SezHH3/UOD9ly5bFoEGDUKdOHfz444/CcXr27BkuX76sM3t6SEgI\noqKihGl7e3v8/vvvqFy5stbl7ezshPpj0KBBiIqK0pptXR9p4Kf0eBMRERGVJMXn9TYiIiIiIqIc\nQkJCNIa2mjRpktaOo5x69uyJ4cOH52mff/zxhyjLQL9+/fDNN9/kOpyUg4MD5s6dC0dHR2HexYsX\n9Q7fd+TIEeGHdyAr8Gjx4sVaAx+khgwZgo8//liYViqV2LlzZ67rSTVv3hwTJ07UG9Dg5OSEX375\nRZRhITk5GTt27NC6fFpammhYt/Lly+vMrKWNlZVVrp1Da9euFQUsWFtbY8WKFQYPfWZlZYV+/frp\nzVrzySefyMpKaGFhgR9++EEU0Pbs2TOdQ7Dmx/r160VBM23btoWPj4/eTjkg63NPnz5dFBz26NEj\njY42Y8l5fQNZQ+XqCvrUxs3NTW8WqdOnT4uylpmYmGDOnDl6g+ZMTEwwYsSIEhO49r7VSdq8fv0a\nP/30kygIxdXVFXPnztU5hHFhHjdtbGxssHDhQo2gT6nPP/9cI7OfNAhJ6tq1a6LvbHaws7agT6mu\nXbuKMnyq1Wps2bIl1/XIMDmzYwPQOQSqPtpeSJButyQrinpmxIgRontzRkYGZs+erRGou23bNlEw\nn4mJCaZNm2ZQwNu6detE56l9+/aYOnVqrln8rK2tMXPmTNSqVUuYl50BXZczZ85oZKUaM2YMRo4c\nmWuAaramTZsaNHT9u0ytVmtkiXNxccHPP/+stz1lZWWFmTNnagT5+Pv7yx7yN/tekdv1P2LECFSv\nXl00L7d7xbvAxMQEvr6+GkGfOZmammLChAmiYMuIiAg8e/YMZcqU0Rr0mVP58uXxxRdfiObldmwz\nMjKwevVq0bxvv/0WAwYMyPVFqipVqmD+/Pmia+zAgQOiF6UK2k8//aQR9CnVq1cvDB06VDTv9OnT\nGhkZc4qMjMSBAweEaQsLCyxcuDDXZ3cAaNmyJSZPniyat3nz5lzXk2rQoAF8fHyMNhR0YRg8eLDW\noM+chgwZIgqAy8jIwOXLl4XviL5nVjMzM0ycOFF0bYaFheX6ApyLiwv69euX6/NlTvXr14evr69o\n3p49e3JdT3quGzdujEmTJum9p1lbW2Pu3Lk6AwP1uXz5sihY3MHBAUuXLjUoeLNbt26iLOAqlarA\n2tLS7Nx5+azaODg45Fo3litXTiOT6eXLl5GRkYFGjRph8uTJes9PkyZN0LlzZ9E8fXWr9HeDPn36\nyPq8VapUQaNGjQxePnudnBISEhAdHS1rG0RERETFBQM/iYiIiIioWNq3b59o2tPTEx9++KFB6w4e\nPFj2D+MhISFCljcAqFSpktYhcHWxt7fHiBEjRPOknyGbWq3G1q1bRfPGjx8vDJFliJEjR4qGujx4\n8KCsDmdTU1OMHz/eoEyPzs7O+Oyzz0TzAgICtGaLkgZSODo6GjXj5aNHj0RDrAHA119/LWSNKmrS\n4xQUFGTU7b948UI05KeNjQ0mTpxo8DG2sLDA2LFjRfNyZiwyJum14OTkZNTtS79fXbt2hbu7u0Hr\njh071qhDxRaE961O0iYpKQmTJ08WZXBxdHTEwoULdQ47W5jHTZdBgwYZFMiWPdRqTtkZuXSRdi6P\nGjXKoH1l69evn+j+eO7cOcTFxRm8PukmDdDUFZisz7sc+FlU9YxCocD06dNFAQ4vX77EggULhGx2\nt2/f1siyOXjwYIOywz179kwUzGBra6sRZKOPhYUF/vOf/4jm6bsv+/v7i6YbNWqEgQMHGrQv+j9X\nrlwRsi5mmzBhgkEB2xYWFvj+++9F8169epVrxnqpoUOHGtQ2MjU1RY8ePUTzcrtXvAu8vLzQrFmz\nXJerXLmy1sC3YcOGGZR5uUOHDqJAwZcvXyI+Pl7n8sePHxdl3fbw8BAFpeemSpUq+OSTT4Tp1NRU\njSHjC0qTJk3QsWNHg5YdOnSoMFx9tr179+pcfsuWLUKdCmQ9ExnyUkq2jh07okGDBsL0nTt3RNlD\nDTFhwoRiNZR7bsqWLYvPP/881+VMTU21nrd27doZFFhbpUoVje9IQWU3bNq0qehlhtDQUL3tmDt3\n7iA8PFyYNjExMfg8Wltb55qdVxtpW3r06NEa17o+AwYMEC1/+vTpAgnelgbnGivz8ueff45y5crl\nulz79u21BlGPGzfOoPMjfZlX331L+ruBnPORV7a2thr3/JIwIggRERGRNiXnKYiIiIiIiN4barVa\nIwthbpkwcjI3N9cIpsnNiRMnRNO9evWSHbTRrl07UeaDmzdval0uLCxM1Nns7Owse+g5W1tb0TpJ\nSUmiTpPcNGvWTFawUO/evUU/8CckJODWrVsay0mD6SIjI40atHL27FlRp2L58uVzHaquMEk71XIO\nkWwMZ86cEQW5dOzYUW/mUm0aNWok6ggPDg4WDZduLNLAPGN2MCYlJWlcf3LqCAcHB3Tq1Mlo5SkI\n71udJKVUKuHj4yPKLmVvb4+FCxfq7fgszOOmjUKhQK9evQxeXprJLGfGZKn4+HjRUJ02Njays9ea\nmpqiffv2wrRKpdJal5N80pchzMzMZG9DWwd7UQ/JbSxFWc+ULVsW06dPF7Vjzp8/j61btyI+Ph6z\nZ89GRkaG8DcPDw+NLIC6nD59WnQP7dy5s6xgViArGCvnOjdv3hS1dbI9f/5cIyvWkCFDDA4ypf8j\nzcheo0YNWdnC6tSpo1F/y8nyXpD3ineFnGe5unXriqbNzMzg7e1t0LqlSpWCs7OzaJ6+4yttZ8gJ\n+swmbYPKaWfkh5y2soWFhUbAcc6syDllZmaKAuAVCoWsfWWTZgiUc1zq1q2rN+t/cdS1a1eDs5NK\nr3EAGudHH2kQbkHWITmfh1Uqld5nwJyZN4Gs+6+cFzpbt25tUBBjtpiYGNGoMnZ2dujatavB6wNZ\n9Uu7du2EaZVKJXrpzFikQ5fLfebXxtTU1OC60draWuNc1K9f3+Ah56XXrL5rriB/N9BH+nJAzqB+\nIiIiopKEgZ9ERERERFTsPH36VJQ1QaFQoFWrVrK24eXlJWt5acdSy5YtZa0PZHUc5hzaNyIiQmvQ\no3RfcgMfsuXMpgFAY+hPfdq0aSNrXxUqVNDoMNIW1GhtbS0ajjIpKQmzZ89GbGysrP3pIs2g2bFj\nR4OHNs2v1NRUhIaGIjAwEEePHsW+ffuwd+9e0b+c2TgBzQ6b/DLGdQqIr52kpKQC6fyTDtP+zz//\nGG1o0rt374qCYsqVK6e1Q1QfuXVEYXvf6qScVCoV5syZg+DgYGGepaUl5s6dCxcXF73rFuZx06Z6\n9eqygr6k2alzDmkvJQ0Ga9SoUZ6yShrrPJGY9FzkDCQ0VHp6eq7bLamKup5p3LixRjbfP//8E1Om\nTBF19JcpUwa+vr4Gty2MUeeYmJiIPldCQgKePn2qsZy0DVSmTBmDMiKSJul1kzOIx1A5g+i1bVOf\nmjVr6sxcrY2ce8W7QKFQGJzFHQAqVqwomnZzc5M1RLWjo6NoWtfxzczMFAV4mZiY5Kkuc3V1FQX8\nGftFMW3MzMxk10/StvLLly8RExOjsVxYWJioneTm5mZQtlWp/LRPGjduLHt/Rc3Dw8PgZaXXuEKh\n0AgI18fQazw3L168wNWrV3Hq1CkcPHhQ41l47969eP78uWgdfcF00mtf7jVqamoq6z4ovWc3btzY\n4ODbnAqjLf327VvRtLW1db636ebmJmvUC+l1I6detrOzE5U5MzNT5/OU9HeD/fv3Y+/evQXycmpO\n0oyfycnJBbo/IiIiooIi/9VzIiIiIiKiAiYd1q1atWoGDb2YU9WqVWFlZYXU1NRcl01JScGjR49E\n84KCgvLUCZczaEOlUiEmJkYjs6Z0uzExMXqHztNFmuVKW0ecLrVr15a9v1q1auHu3bvCtK7h9z76\n6COsWLFCmL548SIGDhwILy8vtGnTRiPjpBzSTFc5hwQsCK9fv8bhw4dx6tQpREREyO58MHbHvPTa\nCQsLk3Xes0mHsIyOjhYF7BpD69atUb58ebx58wZAVuCsn58fXFxc0LFjR7Ro0QK1a9fOU+Cu9NqT\ndr4ZIi/rFJb3sU7KaeXKlaIhcxUKBWbMmJFrB3dhHzdt5A5NKO3E1dfhKP0cqampeTpPkZGRoum8\nnicSs7a2FrU58pKpMy0tTet23wXFoZ4ZMmQIgoODcfXqVQBZQQihoaHC3xUKBaZNmyYre5j0c927\ndy9PL31Ih4mNjo7WyEJY2G2gd5n0OpIzJLWudZ48eQKlUmlQsHZB3iveBba2trICN6XPidJgpdwY\nenwjIiJEf7O2tsaxY8dk7Sububm50NaIjY2FWq0u0Oy9Li4usl8kqFatGiwtLUX3pgcPHmgEu2pr\nZ+WlfpfW53Lqd0OzEBYncuoB6TVuZ2eXr++IoXWIWq1GYGAgjh8/jitXrmgEIxpC3/Ow9OXDvGRt\ndXNzQ0BAgEHLSq/V5OTkPF2rOUckAAqmLS1tExrjRSC5daMx6tacwZ7Jycla27X16tWDm5sbHjx4\nACDr2WvZsmXYsmULOnbsiJYtW6Ju3bpGfxnK0tJSNG3Ib4dERERExREDP4mIiIiIqNiRdn7L/YEZ\nyOq8d3R01Ahw0SYuLk5jSM3ffvtN9j61SUxM1JgnzX558uRJjUyReSE9bvrk5ZhKO6d07e+jjz7C\npUuXRENeKpVKnDhxQhgesXLlymjQoAE8PT3RpEkTODk55br/jIwMjY4jOcPVy6FWq+Hv749Nmzbl\nqwPAmB3zKpVKI2Bz48aNRtm29DpNTk6W1ZHt7OyskWnHwsIC06ZNw08//SQKoouMjMT69euxfv16\nWFlZoU6dOnB3d0ejRo3g4eFhUNYVY9QRZcqU0ejMLi7exzop26ZNm7Bnzx7RvIkTJxqUpbiwj5s2\ncjK4AdAIfNYXXC49T9euXRMN/Z5XeTlPhjBGPVKSWFtbi85RXu4dBR34+fjxY42skfo0atRI1pCr\n+hSHekahUMDHxwejR48WXkrIaejQobIyh2VkZGjUDRs2bDB4fX201TlxcXGiaWkWSDJMSkqKRnZd\nQ9qhUtqCthITEw0KHM7vvSIzM1PW+iVNfo+PnIA4IKtuyEnXvVhajyUnJ2PZsmWy9qWNSqVCUlIS\n7Ozs8r0tXfLSVjY1NUWFChVEGYi11bnS4xIWFoawsDD5hZSQU7/LybZeXMjJvCi9xuWsq219Q15m\nfPToERYtWiR68TMv9D0PS+91cl68yCbnhVLptXr16lXhZZD8KKi2tLHJvW6kdWN+19d13ZmYmGDq\n1KkYN26cKLj4+fPn8Pf3h7+/P8zNzVG7dm00bNgQnp6eaNSoUb7byNLnRiIiIqKSioGfRERERERU\n7EiD++T+wCx3vYL8oV5b4IehAURyyQlgk9shCmgeT12fw9TUFHPmzMFff/2FHTt2aM169uzZMzx7\n9gxHjx4FANStWxd9+vRBly5ddGaA1Hae5HYMG2rx4sU4ePBgvrdjzM6ExMTEAuuckF6nCQkJsjqy\nvb29tQZsNW7cGCtXrsSSJUs0MpVl7/fmzZu4efMmNm3aBFtbW3To0AEDBw7UG9RrzDqiOAZ+vo91\nEgAcPnwYa9euFc0bMWIEevXqZdD6hX3ctCnIbF3F5TwZylj1SEkhvR/lJfuTtnWMeZ+7c+eOrHPy\n008/GS3ws7hcv6VLl0a/fv2watUq0fwaNWpg+PDhsrZV2HWOdH8F1QZ612nLPpeXdrG245+QkGBQ\n4FJB3iuo4I5vQX/nCzLw01jP09rq8uJQv5fE7NjFuR4ICwvDpEmTjHJudT2/qtVqjaG/jfEbhT7F\n4Vo1lDQbZV4yyUvl95oryGu2Ro0a+OOPP7B48WLcvHlT4+/p6em4ffs2bt++ja1bt8LKygpeXl4Y\nOHAgatasmad9So+p3FGGiIiIiIoLBn4SEREREdF7LyMj453YX3HKWGBmZobRo0ejX79+CAgIwJkz\nZxAWFqYzy0NoaChCQ0Oxfft2zJw502iBJnkREBCgEfRpbW2NDh06wNPTEy4uLihfvjxsbGxgYWGh\nEajasWPHAilXYV+nxlKnTh2sWrUKV65cwbFjx3D16lWNbCvZkpKSsH//fhw6dAjDhw/H0KFDi3Wn\naEF5H+ukS5cuYfHixaJ5vXv3lhWIVVK/I4aSZqgzluJ07yjJqlatKspw9urVK9nbkK6jUCgKLLN1\nYSsO9QyQlT3qn3/+0ZgfERGBmzdvygo+ftfrHCIS43deO7ZP3i1KpRI///yzRpBk3bp10aZNG9St\nWxcVK1ZE2bJlYWFhAXNzc9Hz2tq1a7Fp06Zc92NiYgJTU1PR7wN5uZbkrFOSrlXpywXSINl3UdWq\nVbF8+XLcunULAQEBuHLlis72dGpqKo4dO4bjx4/jk08+wdixY2FmJi/kQfqSTV4D5ImIiIiKGgM/\niYiIiIio2JH+yJ1zuCc5DF1PW3aVw4cPa2RZMBbp/iZMmIA+ffoUyL50SU5OhoWFhax1pMfTkKw0\nZcuWxaBBgzBo0CAkJycjJCRE9E/a+RIeHo6JEyfijz/+QIUKFUR/s7e319i+tqxN+aFWq/HXX3+J\n5jVp0gS+vr4GDSFYkB0y2o73+vXr4eLiUmD7NBYTExO0aNECLVq0AJA13HBwcDBu3bqFW7du4fnz\n56LlMzMzsW7dOiiVSowaNUpje4VdRxiLoZ2C71udFBoaCj8/P9HQtW3atMH48eNlbaewj1thk9aB\nAwcOxH/+858iKg1JSV9YkNZrhpCuU6lSJdn36uKqqOsZICvgY/bs2VrbDiqVCnPmzMGaNWsMHjZW\nW52zceNGVK1aNd9l1UZaBxi7DWQshgwhXJS0ZerUNxSxLtqOv7a2Kr07pN/58uXLY/v27UVUGnmM\n1VbWVu9Jr/vOnTtj+vTpedofFb2AgAA8ffpUmDY3N4ePjw/at29v0PpynodtbW1FLwTm5TqVs470\nWh0yZAi+/PJL2fssDNLfQqKjo4uoJIXP3d0d7u7uALLaxjl/N3j8+LFoWbVajZ07dyIpKQlTpkyR\ntR/pMa1YsWL+Ck5ERERURBj4SURERERExY70B/mXL1/K3oZKpTI421bp0qU15iUkJGj82G4s0v0V\n5LCBurx8+VLr59bnxYsXomm5ndulSpUSBf+lpKTg0qVL2LFjB27fvi0sFxMTg9WrV8PHx0e0vpmZ\nGWxtbUUd7VFRUXBzc5NVDn3CwsJE15utrS38/PwMHnoxPj7eaGWRsrCwQKlSpUTBCQV17VSqVAkn\nT54skG0DWQFS1apVE4bwjoyMREBAAHbv3i3KvOHv748uXbpoBFQZo46IjY2VNSyfQqEQTeclsMXQ\nIJ33qU6KiorC1KlTRee9YcOGmDFjhkY23dwU9nErbNLg86K4d8hR0PVIcVO9enXRdEREBFJSUmQN\nP3vnzh3RtLGzX3fr1g3dunUz6jYNVRzaPr///jtCQ0OFaUtLS9jY2CAmJgZAVvtj7ty5WLRokUad\nr421tTUsLS1F95KC/FzSYxgVFWX0fUizbOcli1lhv1Qhl7W1NczNzUUvH7148UL2izTSdjFg2EtR\nVHIVh3osr/LSVs7MzMTr169F87Q9/5W09gnpd/bsWdH0sGHDDA76BOQ9D5ctW1YU+Pn48WPUrVvX\n4PWz1zFUSbpWK1WqJJp+8+ZNEZWkaDk5OcHJyQne3t4Asu69R48exY4dO0TnLyAgAN26dUOjRo0M\n2m5iYqLGbwHSY05ERERUUuT+CxYREREREVEhq1mzpmj68ePHGsMw5ebp06cGZ5uwt7fXeLv//v37\nsvYnh/TzFeS+dMk5HK2hpOWUfg65sodP/+9//4u+ffuK/nb27FkolUqNdWrXri2aDgkJyVcZpB4+\nfCiabt26taxO/JwBJQVBGuRaFNdOQXBxccGYMWOwevVqUSYulUqlNXDMGN8huetIg7fkZndVq9UG\nB6O/L3VSTEwMJk+ejLi4OGGei4sL5s2bl6csnYV93Arbu/r9f1d4enqKggVVKpVGIGducr4EAWRl\nnH5XFHXb5/Tp09i9e7do3rhx4+Dr6ys6b9evX8fGjRsN3m5hfi+lbaA7d+4YfXhZhUIBKysrYVqt\nVsu+32kLiCxuatSoIZq+d++e7G1I13F2dn5nMvSSdtWrVxcNJaxUKhEZGVmEJTJcZGSk1mcrfR4/\nfqwRGKXthTvpvAcPHsgvIBUb4eHhoukuXbrIWl9OfVqnTh3RtNx2EwDcvXvX4GVLUlta+kJRQbzs\nURJVqlQJw4YNw19//QVHR0fR344dO2bwdqTH08HBweCM70RERETFDQM/iYiIiIio2Klataoom4hK\npcLFixdlbePcuXOylm/atKloWu7+5GjWrJloOigoSFbmQWMIDAyUtfzr1681OnHq169vtPKMHj1a\n1JGalpYmGmIumzSDw6lTp0TDQ+dXzgA0QHOItdycP3/eaGXRpjCv06Lg7OyM3r17i+ZJg3EBoF69\neqKsZNHR0bKDbuXWEaVKlRLtMykpSdYwuw8fPpS1/LteJ6WkpGDKlCl49uyZMK9ChQr45Zdf8pUx\n7V3+jkjP08OHDws8+48066ox69t3TenSpdGgQQPRPDkZT2/duqVxPtu0aWOUshUHRdn2efbsGRYt\nWiSa16VLF/To0QOenp744osvRH/7+++/cePGDYO2XZh1jrQNFBsbi6tXrxp9P9Kh0OUEcsbFxcnK\nvgZo1jOFMVS89Lsqt00AAGfOnNG7zZKK9b5u1tbWGs8/JaWdkZGRgUuXLslaR/q9cHR01BoY5eHh\nAXNzc2E6NjY2T8HUVDzk53n4yZMnePLkicHLS+vNM2fOyKpz3rx5g5s3bxq8vLQtEhYWJmT9Lm6k\nQbGPHj0qopIUT2XLlsVnn30mmqftdwNdpMtKjzcRERFRScLATyIiIiIiKnZMTEzQsmVL0bx///3X\n4PXT09Nx4MABWfuUDl8WEBBQYAE19evXR/ny5YXpxMRE7N27t0D2pcvVq1dlZY3Yt2+fqCPezs4O\nDRs2NFp5SpUqpTF0oLYsr+3btxcF37158waHDh0yWjlyBp8Chg/NDQCvXr3CqVOnjFYWbdq2bSv6\n/FeuXMlT9tbiTDrEmrbrwNbWFu7u7qJ5cuqI+Ph4nDhxQla5TE1NUbVqVdG8W7duGbz+vn37ZO3v\nXa6TMjIy4OvrK8qyY2tri4ULF2pk7JSrMI9bYatYsaJo+EuVSoXNmzcX6D5LlSolmi7uQzgXNS8v\nL9H0iRMnDL6PSOuIGjVqoHLlykYrW1ErqraPUqmEn5+f6Np1cXHBxIkThekhQ4agRYsWwrRKpcKc\nOXMMCgZp166daPrSpUsFlu2uUqVKGkPg+vv7Gz3rp7Ozs2hazr1u//79sssjzahdGPVMq1atRNP3\n79+X9TnDwsI0lpdus6Riva+ftJ2xY8cO2Zk0i4qctrJSqcTBgwdF8z744AOty1paWmpc///884/8\nAlKxIH0ellMHbN26Vda+2rZtK8ryHxsbK6ttsGnTJlkvCzg5OaFWrVrCtEqlwpYtWwxevzBVq1ZN\n9CLG27dv8fz58yIsUfFjyO8GukgDP435UjMRERFRYWPgJxERERERFUvSrH9BQUEGD93k7+8vyiJn\niJYtW4o605VKJX7++Wekp6fL2k5Oujq+zczMMHjwYNG8devW5SuAT24ne2ZmJn799VeD1nvy5IlG\nJ463t7fWoZjzmhUoPj5eI7uItowy1apV0wis+f3332Vnl9JFmtHk6tWrBn2mzMxMzJ8/P1/XiyFc\nXV01gkzmzp0rK0BVytgBI9nyei1Iz6WuIdd69eolmg4ICDA4aOOPP/7IUyCDNOBG2iGuy507dwxe\nNtu7Wiep1Wr88ssvoix1FhYWmDt3LlxdXfO8v2yFedyKwueffy6a3rNnDy5cuJDn7eX22aTfP2PV\ntZ28UMUAACAASURBVMVdUFAQOnbsKPp3+PDhXNfr0aOH6CWGlJQUrFmzJtf1QkJCcPz4cdG8gQMH\nyi94MVZUbZ///e9/oiBzKysrzJw5UxRsaGJigmnTpokCU2NiYjB37txcA0pq1qwpapeo1WrMmTOn\nwO7LgwYNEk0HBQUZPWilXr16oulDhw4ZdKyjoqLyFIwurWcKY+jsZs2aaQS4Ll++3KAAvvT0dCxb\ntkw0r2LFihrt05KqKM5HSdKrVy+UK1dOmH7z5g0WL16cr20WVjvj2rVrBmei3rRpk0a2X+nzeU6f\nf/656OW0s2fPyn4RM6fi1PZ630ifhw1tZ16+fFn2846dnR06duwomrd27VqDXqA4f/687BfrAM22\n9M6dO3H58mXZ28lWUNeqQqHQyCouJ7tpSVLQvxtoIz2WzZs3z1MZiIiIiIoDBn4SEREREVGx5O7u\nrjGk5eLFi3Ht2jW96x08eBAbNmzI0z7Hjh0LheL/HpOCg4MxadIkvHr1yuBtqNVqXLt2DdOmTcPZ\ns2d1LterVy9RkFNqaiomTZqkdx1tXrx4gVWrVmH+/Pmy1gOyskUuX75c7w/tL168wOTJk0Ud4dbW\n1ujfv7/W5S9cuIBx48bh7NmzBv+An5mZiZUrV4qCK5ycnODo6Kh1+S+++EIUdJqcnIzx48cjODjY\noP2lpqZi165diI2N1fibp6enqNPy2bNnWLdund7tpaSkYObMmQgKCjJo//k1atQoUcDK48eP8d13\n38ke/u3u3buYM2cOdu3aZewiAgAmTZqEP/74Q9YQsffu3dPoJJbWA9k6dOggCtpQq9WYMWOG3iHe\n1Go11q9fb1AAlzbSoNtz585pBGtJhYaGYvr06cjIyJC9v3exTlq1ahWOHj0qTCsUCkyfPh0eHh6y\n9qNPYR63wta6dWvRMJUqlQp+fn6yMyfGxcVh06ZNmDx5st7l3NzcRNNnz559ZzKoFgRbW1uNgM19\n+/bpDX6JiorSCDCsXr06OnfuXGDlLCqF3fY5deqURoa7cePGaQ0yd3BwgK+vr2iY6+vXr2Pjxo25\nlufLL7+ElZWVMB0ZGYnx48cjIiIi13VzunPnDn7++Wfs2bNH5zJeXl4aGddXr16N9evXG9zuun79\nut5AHum9LjQ0FNu2bdO7zadPn+Knn35CcnKyQWXIyc3NTVRnP378ONf2fn6ZmJhg2LBhonnh4eGY\nOXMmUlJSdK6XlpaGn3/+GaGhoaL5Q4YM0RgivaSS1vv79+/PUxvmXWVhYYHRo0eL5h09ehR+fn6y\nAr4zMzNx+vRpjBs3TtbwxPn1yy+/4MaNG3qXOXDgADZt2iSa17ZtW70v6Li5ucHb21s0b+nSpdi4\ncaOsoK6kpCTs2LEDY8eONXgdMi5PT0/R9J9//plrG/rixYuYOXNmnoIgR44cCRsbG2H67du3+OGH\nH3D69Gmty6tUKuzevRt+fn5QqVSwsLCQtT8vLy80btxYtD1fX1/s379f1nZiYmLw999/Y+rUqbLW\nkyNnNnLg3Q38nDNnDpYtWybrRYOoqCiNl5Nznld9EhISRL+dODg4aLzgSURERFSSmOW+CBERERER\nUdGYNGkSRo0ahbS0NABZna2TJ09Gz5490atXL6GjOCMjAyEhIdi1a5cQPGBra4syZcrgyZMnBu/P\n09MT33zzDVauXCnMCw4OxrBhw9ClSxe0bdsW9erVE2XzSk9Px9OnTxEeHo6goCCcP39eGBpU2vmV\nk7m5OebOnYuxY8ciISEBQNawp76+vmjQoAF69OgBT09PVK5cWQhEVKvViI6ORnh4OEJDQ3H+/HmE\nhYVBrVbLHl6yXr16uHv3Lvbu3Yu7d+8Kw5xmBxQ+f/4cx48fx+bNmzU68ceMGaMzKBPIGhL01q1b\nsLe3xwcffIAmTZrAzc0NVatWhbm5ubDcmzdvcOPGDezYsUMj49cnn3wiCsDMydXVFRMmTMDChQuF\neXFxcRg/fjzatm2Lrl27wtPTE3Z2dsLfX716hXv37uHChQs4d+4cEhMTtQ5XWLZsWXh5eYmCUPz9\n/REREYHPPvsM9evXF4a/e/HiBQIDA7FlyxYhEMrT07PAO2ScnZ0xbdo0+Pr6Cp1rERER+PLLL9Gu\nXTt06tQJDRo0EGW8yMzMxPPnz/Hw4UOEhIQgMDBQGCou53B3xpSYmIitW7di27ZtqFOnDtq0aYN6\n9erBzc0NDg4OwnJKpRIPHz7EyZMnsXfvXuH7DgDly5fXGFIzm7m5OX788UeMHz9eOA7x8fH46quv\nMGDAAHh7e8PZ2RkmJiZQKpW4du0atm3bJgToVqpUCWlpaVoDgHVp3bo1nJycRMPszZs3D6Ghoejd\nuzeqVasGIOt4h4aG4siRIzh48CAyMjJgb28PBwe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dHX/88YcQ5AKAn3/+Weu5vUi7du3g7e0tCoWsXr0azZs31zic5+LFi0XXD2tr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\nnp4u2h7Gxsbw9fUtdXiiTZs2mDx5ssb+KpKFhQW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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_ideal_adaptive_solution(df_ideal_cudnn_cublas, df_model_lib_mean)" ] }, { "cell_type": "code", "execution_count": 91, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/plain": [ "model\n", "bvlc-alexnet 0.866942\n", "bvlc-googlenet 0.880799\n", "deepscale-squeezenet-1.0 0.949404\n", "deepscale-squeezenet-1.1 0.908336\n", "dtype: float64" ] }, "execution_count": 91, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Hypothetical execution time reduction compared to the best non-adaptive solution (i.e. cuDNN).\n", "df_best_lib = df_model_lib_mean.reorder_levels(['lib', 'model'])[cuda_level_performance].unstack('lib')\n", "df_ideal_cudnn_cublas.sum(axis=1) / df_best_lib.min(axis=1)" ] }, { "cell_type": "code", "execution_count": 92, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/plain": [ "model\n", "bvlc-alexnet 1.000000\n", "deepscale-squeezenet-1.1 1.136925\n", "deepscale-squeezenet-1.0 1.052320\n", "bvlc-googlenet 1.005066\n", "dtype: float64" ] }, "execution_count": 92, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Up to 14% worse performance when using cuDNN+cuBLAS only.\n", "df_ideal_cudnn_cublas.sum(axis=1) / df_ideal_all.sum(axis=1)" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "\n", "### Using cuDNN and libDNN for adaptation" ] }, { "cell_type": "code", "execution_count": 93, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/html": [ "
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libcudnnlibdnn-cuda
model
bvlc-alexnet0.3092630.089684
deepscale-squeezenet-1.10.3826380.090092
deepscale-squeezenet-1.00.7063160.155610
bvlc-googlenet1.0400840.060236
\n", "
" ], "text/plain": [ "lib cudnn libdnn-cuda\n", "model \n", "bvlc-alexnet 0.309263 0.089684\n", "deepscale-squeezenet-1.1 0.382638 0.090092\n", "deepscale-squeezenet-1.0 0.706316 0.155610\n", "bvlc-googlenet 1.040084 0.060236" ] }, "execution_count": 93, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_ideal_cudnn_libdnn = get_ideal_adaptive_solution(df_per_layer_info, ['cudnn', 'libdnn-cuda'], direction)\n", "df_ideal_cudnn_libdnn" ] }, { "cell_type": "code", "execution_count": 94, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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YK1aswIEDB7Bo0SK9lZeqVKmCGTNmwN/fX/j9nT9/HgcOHED//v0L3NebN28wb9480Tmo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\nKpVYuHBhgRW63Nzc4OfnJ1q2YsUKbN+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HGzduSD4WtWrVEk1LGUGGiIiIqLRhECcREREREZWIhQsXih7+WltbY9asWWjS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\n53v06IHu3bvrvZ/O4+DggFGjRhW4j9GjRyMmJkY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0FIIVo6OjsWPHDtEIFQkJCVizZg1Gjx6NWbNmQalUwszMDD179kSXLl1Qu3Zt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\nx5EjR3Dw4EFkZmaidOnSsLe3f6/rpBcvXmh0tjV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t4e3tLQp4rFmzBi1atFA5ZOaSJUtE1w9ra2v4+fmVOlzqw4cPsWLFCtG0vn37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\nMmWKyv4qk4WFBZYtW6Y0DHSx3NxctQFODw8PBAY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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_ideal_adaptive_solution(df_ideal_cudnn_libdnn, df_model_lib_mean)" ] }, { "cell_type": "code", "execution_count": 95, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/plain": [ "model\n", "bvlc-alexnet 0.872649\n", "bvlc-googlenet 0.879546\n", "deepscale-squeezenet-1.0 0.907556\n", "deepscale-squeezenet-1.1 0.805904\n", "dtype: float64" ] }, "execution_count": 95, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Hypothetical execution time reduction compared to the best non-adaptive solution (i.e. cuDNN).\n", "df_best_lib = df_model_lib_mean.reorder_levels(['lib', 'model'])[cuda_level_performance].unstack('lib')\n", "df_ideal_cudnn_libdnn.sum(axis=1) / df_best_lib.min(axis=1)" ] }, { "cell_type": "code", "execution_count": 96, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/plain": [ "model\n", "bvlc-alexnet 1.006583\n", "deepscale-squeezenet-1.1 1.008715\n", "deepscale-squeezenet-1.0 1.005935\n", "bvlc-googlenet 1.003636\n", "dtype: float64" ] }, "execution_count": 96, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Less than 1% worse performance when using cuDNN+libDNN only.\n", "df_ideal_cudnn_libdnn.sum(axis=1) / df_ideal_all.sum(axis=1)" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "\n", "## Plot memory consumption" ] }, { "cell_type": "code", "execution_count": 97, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 97, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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ak7Hg03APABoP5oAEUAchvuewLQ9FFaWg/caJiLuYvlN3UqZcBl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\nK9auXQtvb29B3JAhQzBr1iysXbsWR48eBQBFVUeRS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Es2bN1K1bN3Xs2FEtWrRQgwYN7PvfarXq6NGj+v777/XZZ5/Ze12Xiu+Xde7c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\nNvt03bp1/R4fXQrHl0RLD2X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94jWEosuzSzUACCFlCYQvJQmhREkSQmnBTkL4f+3dd3xU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\nmZmpQ4cO6cCBA4qLi9P27dtVUFBQrcaHUvH10LR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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df_memory = df_all['memory (MB)']\n", "# Batch size of 4; repetition 0 (should always be available).\n", "df_memory = df_memory.unstack(['model','lib']).loc[4].loc[0].unstack('lib')\n", "plot(mean=df_memory, std=pd.DataFrame(), ylabel='Memory size (MB)')" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "\n", "### Balance memory consumption and execution time per image" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "The above, however, does not tell the full story. The memory consumption, as reported by Caffe, increases linearly with the batch size. In other words, the memory consumption per image is constant. (Note that extra memory may be required e.g. for GPU buffers in host memory.)\n", "\n", "The execution time per image, however, decreases asymptotically. Since minimizing the execution time almost always should be balanced with minimizing the memory consumption, we should select the batch size that results in \"good enough\" performance.\n", "\n", "We give several examples below. Note that the execution time per batch is omitted to make the execution time per image more pronounced." ] }, { "cell_type": "code", "execution_count": 98, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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1hMPhgFKVPU2pxQ1brK/Jc32NJEmS\nJEmSJEmSktCiRdGBkfbtowMkm5x0EsyYAXffDXvtFVw+SbuGwyMpauTIkbz++utxtVatWjF06FDK\nly8fUKqy6z8cQTv2A2AuyxnCB8EGkiRJkiRJkiRJkjbz66/R1TRNmkRX1WzSvDmMHQtvvhn9maSy\nyeGRFPT000/z3HPPxdWaNm3KLbfcQsWKFQNKVbaV+319TYXf19fcyUQ+Z1HAqSRJkiRJkiRJkpTq\nCgvh2WehaVMYPDg6RAJQowbcfz9MmwZdugSbUdKu5xaqUuqYY46Ju+7SpQsDBw5M+L5XXnmFRx55\nJK7WsGFDsrKyqFy5colmVLzm7M0QOjGI94lQSC9e4ysuJN1fQ0mSJEmSJEmSJAXgyy/hiitg4sRY\nLRyGSy6JDpLUqBFcNkm7l08eSSHvvfce9913X1xt//3354477qB69eoBpUot/TmSttQBYDbLuIEP\nA04kJaepU6dSvXp1pk6dGnQUSUnKPiEpEfuEpETsE5KKY4+QlIh9QqXd4sVwzjnQrl384MiJJ8L0\n6TB8uIMjUqrxkQclaO7cucydO3erP5s5c+Yfaq+//vo273XssceW6JNAZsyYQVZWFoWFhUW1tLQ0\nOnXqxIQJE3bqnh06dKBWrVolFTEllCPE45xKG0aST4QsPuE0mnIY+wUdTUoqkUiENWvWEIlEgo4i\nKUnZJyQlYp+QlIh9QlJx7BGSErFPqLTKy4O77oJbb42tp4Hoypq7744Oj0hKTQ6PlKCJEyfyxBNP\nbPfrhw0bts2ftWvXrkSHRxYtWkRBQUFcrbCwkDFjxuz0PevXr+/wyE5oSW2upxPXkV20vmYyF1DR\nX0epSHp6Os2bNyc9PT3oKJKSlH1CUiL2CUmJ2CckFcceISkR+4RKm8JCeP55GDAAFi6M1ffaC4YM\ngT59oHz5wOJJSgJ+Wy0F4GqO5GVmM4UlzORnbuQjbqJz0LGkpNG8efOtPrFJkjaxT0hKxD4hKRH7\nhKTi2CMkJWKfUGkyeTJceSVsvowgHI4OjAwZAjVrBhZNUhIJBR1ASkXlCfM4p1Lu91/B25jAV+QG\nnEqSJEmSJEmSJEllRW4u9OoFhx0WPzhy/PEwbRrcd5+DI5Ji0rKzswuDDqHUk5mZSSQSIRQK/WGd\nTioZygcM4UMADqI2k7iACoQDTiVJkiRJkiRJkqTSav16uPtuuOUWWLcuVm/cOFrv2hXS0oLLlyrC\n4XDR96Hjx48POo6UkE8ekQJ0DX+lFfsAMJ2l3MxHASeSJEmSJEmSJElSaVRYCC++CM2awbXXxgZH\n9tgjOjQyfTqcdJKDI5K2zuERKUAVtlhfcwsTmMqSgFNJkiRJkiRJkiSpNJkyBY4+Gnr0gO+/j9ZC\nIejTB+bPh759oUKFIBNKSnYOj0gBa82+DOIoADYS4d+8Sj6pu8pHkiRJkiRJkiRJ22fJEujdG9q2\nhY82e8D9scfCtGnw4INQq1Zw+SSVHg6PSEngWjpyELUBmMZP3MqEgBNJkiRJkiRJkiQpWa1fD1lZ\n0LgxPPpodGUNQKNG8Npr8O670LJlsBkllS4Oj0hJoAJhHqM7YaJL5m7kI77mp4BTSZIkSZIkSZIk\nKZkUFsLLL0Pz5jBwIKxZE61Xrw533gkzZ0K3bpCWFmxOSaWPwyNSkmhLXQZutr6mF6+5vkYpa9as\nWbRo0YJZs2YFHUVSkrJPSErEPiEpEfuEpOLYIyQlYp9QEKZOhc6d4fTT4bvvorVQCC68EHJyoF8/\nqFAh2IySSi+HR6Qkch0dacHeAHxFLrfzScCJpGCsX7+eWbNmsX79+qCjSEpS9glJidgnJCVin5BU\nHHuEpETsE9qdfvoJLrgA2rSBDz6I1Y85BqZMgREjoHbtwOJJKiMcHpGSSEXK8RjdCf2+vmYoHzKD\npQGnkna/UChEtWrVCIX8Y0rS1tknJCVin5CUiH1CUnHsEZISsU9od/jtN7jjDsjIgIcfjq6sAfjL\nX+CVV2D8eDj44GAzSio70rKzswuDDqHUk5mZSSQSIRQKUVDgapYtXcP/uO33p44cSl0m0ptyznpJ\nkiRJkiRJkiSVeYWF8Prr0TU033wTq1erBtddB5dfDhUrBpdP2yccDhd9Hzp+/Pig40gJ+W20lIQG\nczTNqAXAJH7kTj4NOJEkSZIkSZIkSZJ2tenT4bjj4NRTY4MjaWlw/vmQkwP9+zs4ImnXcHhESkLp\nW6yvGcwHzOLngFNJkiRJkiRJkiRpV/j5Z+jTB1q3jq6j2aRTJ/jqKxg1CvbZJ7h8kso+h0ekJHU4\n+9OPIwDYQAG9eI2NRAJOJUmSJEmSJEmSpJKyYQPcfTdkZMCIERD5/augAw+El16C7OzoQIkk7WoO\nj0hJbChH04SaAHzBYoYxMeBEkiRJkiRJkiRJ+rMKC+GNN6BlS+jXD1atitarVoVbb4VZs+Bvf4uu\nrJGk3cHhESmJVaI8j9KdTf+/4DqymcOyQDNJkiRJkiRJkiRp582YAV26QLdukJMTraWlwbnnRq8H\nDoT09GAzSko9Do9ISa4D9ehLewB++319TYHrayRJkiRJkiRJkkqVZcvgkkugVSt4771Y/a9/hUmT\n4JFHYN99g8snKbU5PCKVAjfSmQxqAPAZixjO5wEnkiRJkiRJkiRJ0vbIz4d77oGMDHjwQYj8/u8I\nN2gAzz8PH34IbdoEm1GSHB6RSoHKW6yvuZb3mcfyQDNJu1JOTg5dunQhZ9Pz+iRpC/YJSYnYJyQl\nYp+QVBx7hKRE7BPaHoWF8NZbcNBB0LcvrFwZrVepAjffDHPmQI8e0ZU1khQ0h0ekUuIo6nM5hwOw\nno2c6/oalWFr1qzh3XffZc2aNUFHkZSk7BOSErFPSErEPiGpOPYISYnYJ5TIrFlw4olw8skwd26s\nfs45MG8eDBoE6enB5ZOkLTk8IpUiN9OZv7AXAJ/wA/fzRcCJJEmSJEmSJEmStMny5XDZZXDwwTBu\nXKx+5JHw5Zfw+ONQt25g8SRpm9Kys7MLgw6h1JOZmUkkEiEUClFQUBB0nFLlIxbQiccBqEQ5vqYP\njagRbCiphBUUFLBu3TqqVKlCOBwOOo6kJGSfkJSIfUJSIvYJScWxR0hKxD6hLeXnw0MPwZAhsGJF\nrF6/Ptx+O5xxhutpUk04HC76PnT8+PFBx5ES8skjUinTkQZcymEA5P2+viaCM2AqW8LhMNWrV/cf\nuiRtk31CUiL2CUmJ2CckFcceISkR+4Q2N3YstGoFV1wRGxypXBluuAHmzIEzz3RwRFLyc3hEKoVu\n5VgOZE8APmYhD7i+RpIkSZIkSZIkabeaMwe6doUTT4TZs2P1nj1h3jy47jqoVCm4fJK0IxwekUqh\nqlTgEboVXQ9kPN+yoph3SJIkSZIkSZIkqST88kv0KSMHHQTvvBOrH3EEfP45PPkk7LdfcPkkaWc4\nPCKVUsdwIH04FIBfyac3r7u+RpIkSZIkSZIkaRfZuBEeeAAyMuDee6PXAPvvD2PGwCefQLt2wWaU\npJ3l8IhUimVxLA3YA4AP+J4RTAo4kSRJkiRJkiRJUtnz7rvQqhVcemn0ySMQXUkzZAjMnQv/+Aek\npQUaUZL+FIdHpFKsGhXj1tcM4D2+Z2WAiSRJkiRJkiRJksqOefPglFOgSxeYNStW/+c/o0MjajlO\n+QAAIABJREFUgwdD5crB5ZOkkuLwiFTKZdKQC2kLwLrf19cUur5GkiRJkiRJkiRpp61cCf/5D7Ro\nAW++Gau3awcTJ8LTT0O9esHlk6SS5vCIVAbcznHUozoA7/Mdo5gccCLpz1mwYAHnnXceCxYsCDqK\npCRln5CUiH1CUiL2CUnFsUdISsQ+UXZt3AgjRkBGBgwbFr0G2G8/eOqp6OBI+/bBZpSkXcHhEakM\nqE5FRm+2vuYq3mOB62tUii1fvpxHHnmE5cuXBx1FUpKyT0hKxD4hKRH7hKTi2CMkJWKfKJvGj4dD\nDoE+fWDZsmgtPR2uvz66oubssyHkt6uSyijbm1RGHM9fOI9DAFjLBs7nDdfXSJIkSZIkSZIkJZCT\nA927w7HHwowZsfpZZ0WHRoYOhSpVgssnSbtDWnZ2tt8ua7fLzMwkEokQCoUoKCgIOk6ZsYr1tOQh\nFrEagIc5hfNoE3Aqacfl5eXx7bff0rBhQypVqhR0HElJyD4hKRH7hKRE7BOSimOPkJSIfaJsWLUK\nbroJhg+H/PxY/dBDo7UOHYLLptIvHA4XfR86fvz4oONICTk8okA4PLLrvEMOXXkGgGpUYCYXU489\nAk4lSZIkSZIkSZKUHAoK4JFH4P/+D37+OVavUwduu831NCoZDo+otLHtSWXMiWTQi9YArGEDF/Cm\n62skSZIkSZIkSZKA7Gxo0wYuvDA2OFKxIlx7LcybB//6l4MjklKTrU8qg+6mC3WpBsBY5vM4UwNO\nJEmSJEmSJEmSFJxvvoG//Q06d4avv47VzzgD5s6Nrq+pWjW4fJIUNIdHpDJoT9IZxclF130ZxyJW\nB5hIkiRJkiRJkiRp91u9Gq6+Gpo3h1deidXbtoWPP4b//hcaNAgunyQlC4dHpDLqJBrzL1oBsIrf\nuND1NZIkSZIkSZIkKUUUFMDo0ZCRAbffDhs2ROv77guPPgpffAFHHRVsRklKJg6PSGXYPXShDtFn\nrL1NDk/xdYJ3SJIkSZIkSZIklW4ffgiHHgrnnw9Ll0ZrFSvCNdfAvHnQqxeE/JZUkuLYFqUybC8q\nMWKz9TVXMJYfWRNgIkmSJEmSJEmSpF3ju+/g73+Ho4+GqVNj9dNPh9mz4ZZboFq1wOJJUlJzeEQq\n47rRhH9yEAArWc9Frq9RKZCbm8uQIUPIzc0NOoqkJGWfkJSIfUJSIvYJScWxR0hKxD6RXNasiT5V\npGlTeOmlWL11a/jgA3jxRTjwwMDiSVKp4PCIlAKGcwL7UAWAN5jHM0wPOJFUvNzcXIYOHeo/eEna\nJvuEpETsE5ISsU9IKo49QlIi9onkEInAo49CRgbcdhts2BCt164No0fDpEnQqVOwGSWptHB4REoB\nNakct77mMt5hCWsDTCRJkiRJkiRJkrTzPv4YDjsMeveGn36K1ipUgAEDICcnWg+Hg80oSaWJwyNS\nijiVpvw/WgKwgvX04S3X1yhpNWrUiLFjx9KoUaOgo0hKUvYJSYnYJyQlYp+QVBx7hKRE7BPB+f57\nOOMM6NgRvvoqVj/tNJg1C7KyoHr1wOJJUqmVlp2d7bfH2u0yMzOJRCKEQiEKCgqCjpMylvErzXmA\nn/kVgGc5vWigRJIkSZIkSZIkKVmtXQu33gp33QW//RarH3ww3HMPHHNMcNmkrQmHw0Xfh44fPz7o\nOFJCPnlESiG1qMxDnFR0fSlv85PrayRJkiRJkiRJUpKKROCJJ6BxY7jlltjgyN57w8iR0aePODgi\nSX+ewyNSijmd5vSgOQDLyeNi3nZ9jSRJkiRJkiRJSjqffAKHHw7//jfk5kZr5cvDVVdBTg5ccAGE\nw4FGlKQyw+ERKQXdT1dqURmAl5nNC8wKOJEkSZIkSZIkSVLUwoVw1llw1FEwaVKs3r07zJwJd9wB\ne+wRXD5JKoscHpFSUG2q8ABdi64v4W1+Zl2AiSRJkiRJkiRJUqpbtw6uvx6aNIHnnovVW7aE//0P\nXn0VMjKCyydJZZnDI1KK6kFz/kYzAJbxK5fyTsCJJEmSJEmSJElSKopE4Omno0MjN94I69dH67Vq\nwUMPwZQpkJkZbEZJKuscHpFSVBppPEhXalAJgOeZyUuur5EkSZIkSZIkSbvRZ59Bhw7QsycsXhyt\nlSsH//kP5OTARRdFryVJu5atVkph+1CV+zmRf/AyABfzNp04gFpUDjiZUt2yZct49dVXOfXUU6lV\nq1bQcSQlIfuEpETsE5ISsU9IKo49QlIi9ok/74cfYOBAeOaZ+Popp8Cdd0LjxsHkkhQViUTIzc3l\nu+++Y9myZaxbt45y5cpRrVo1ateuTdOmTalateou+ey1a9cyc+ZMFi9ezK+//kr58uWpVasWTZo0\nYf/9998lnymHR6SU9/9oyfPM4lXmsJR1XM47PMPpQcdSilu4cCHnn38+bdq08R+8JG2VfUJSIvYJ\nSYnYJyQVxx4hKRH7xM779Ve44w7IyoK8vFi9RQu4+244/vjgsknJrLCwkMWLFzN79mzmzp3LnDlz\nyMnJYcOGDXGvy87O3unPWLJkCRMmTGDKlClMmzaNdevWbfO1oVCIxo0b0717dzp37kyFChV2+nM3\nmT9/Pk8++SQTJ05k48aNW33NAQccwJlnnkmXLl1IS0v705+pGIdHpBSXRhoPcRIf8j0rWM+zzKAH\nzTmNZkFHkyRJkiRJkiRJZURhITz7LFx9NSxaFKvXrAk33AAXXOB6GmlLeXl5jBkzpmhYZO3atbvk\ncxYuXEhWVhazZs3a7vdEIhHmzJnDnDlzeO6557jmmmto0qTJTmcYM2YMjz32GAUFBcW+7vvvvycr\nK4tx48YxePBg9txzz53+TMULBR1AUvD2pSr3cmLRdR/eYjm/BphIqa5+/fo8/PDD1K9fP+gokpKU\nfUJSIvYJSYnYJyQVxx4hKRH7xI754gvo0AH++c/Y4Ei5cnDFFZCTAxdf7OCItDWrVq1izJgxTJo0\naZcNjkD0iSOJBkcqV65MpUqVtvqzBQsWcOmll/L555/v1OePGDGC0aNHb3VwpHLlyoRCfxxrmDp1\nKldeeSWrVq3aqc/UH6VlZ2cXBh1CqSczM5NIJEIoFEo4Pabdo5BCuvMcbzAPgLM5mKc4LeBUkiRJ\nkiRJkiSptFq8GK65Bp56Kr7etSvcdRc0bRpMLml3CIfDRd+Hjh8/fqfusWTJEs4666wdes/OrK35\n4osvuPrqq4uuQ6EQhx12GIceeiitW7emXr16VKxYEYC1a9cyefJkXnjhBWbOnBl3n4oVK3LfffeR\nkZGx3Z/93nvvccstt8TV9t13X84++2w6depE1apVyc/PZ86cOTzzzDN89tlnca899NBDuf32211h\nUwKc4ZMERNfXjOBkPuZBVrKep/maHjSnGzv/eClJkiRJkiRJkpR68vLgzjvhttvg180edN6sGdx9\nN5xwQnDZpNIsPT2dxo0b06RJE5o2bcrixYt59NFHS+z+1atX57TTTuOkk05i77333uprqlatSqdO\nnejYsSNPP/103Of/9ttvDB8+nPvvv3+7Pi8vL4+HHnoorpaRkcHtt98et46mfPnyHHTQQdx6662M\nHj2aMWPGFP1s0qRJfPTRR3Tq1GlH/qdqKxwekVSkLtW4hy78m9cAuIg3+Sv12YutP4JKkiRJkiRJ\nkiRpk8JC+O9/YcAA+OGHWH2vvWDoULjoIihfPrh8UmlTsWJFunXrVjQs0qBBA8LhcNHPx44dWyKf\nk56eTs+ePTnjjDOoWrXqdr0nLS2Nnj17smLFCl555ZWi+syZM5k2bRqtWrVKeI+XXnqJFStWxOUY\nMmRI3ODIls477zzmzZvHl19+WVR77LHH+Otf/7rV9Tbafv7dkxTnX7SiK9FHSeWylr6MCziRJEmS\nJEmSJElKdl9+CUcdBWedFRscCYfhsstg/vzofzs4Iu2Yvfbai759+9K1a1caNmwYNzhSkg4++GDO\nPffc7R4c2dy5555L5cqV42qffPJJwvcVFBTwwgsvxNV69OhB3bp1E773iiuuiFtTs2DBAj799NPt\nTKxtcXhEUpw00hjFyexBdG/ZE0zjLeYFnEqSJEmSJEmSJCWjH3+Ef/8b2rWDzb+77dIFvv4a7r0X\natQILJ6kXaxq1aq0bds2rvbNN98kfN+0adNYvXp10XUoFOLkk0/ers/cb7/9aN26dVzt448/3q73\natscHpH0B/tRnbvpUnR9AW+ykvUBJpIkSZIkSZIkSckkLw9uvhkaN4YnnojVmzSBt96Cd96B5s2D\nyydp99nyaSG//PJLwvds+XSS5s2bU7t27e3+zM6dO8ddf/bZZxQUFGz3+/VHDo9I2qpetKYLfwHg\nR9bwH9fXSJIkSZIkSZKU8goL4fnnoVkz+L//g3XrovU994R77oHp06FrV9hso4SkMi4/Pz/uOm07\nGsCUKVPirlu2bLlDn9miRYu469WrVzN//vwduofiOTwiaavSSONhTqEaFQB4jKmMxYar3WP16tWM\nGzcu7nFlkrQ5+4SkROwTkhKxT0gqjj1CUiKp2ie++go6dYIzz4QFC6K1UAguvhhycuCKK6B8+WAz\nStr9Fi9eHHddI8GuqoKCAhYtWhRXa9as2Q595gEHHECVKlXiagsXLtyheyiewyOStqkee3AXxxdd\nn88brHJ9jXaD+fPnc8IJJzghKmmb7BOSErFPSErEPiGpOPYISYmkWp9YsgTOPRcOPRQ+/jhWP+44\nmDYNHngAatUKLp+k4Kxdu/YPTxFp3Lhxse/Jzc39w9NKtlx9k0haWhr77LNPXM3hkT/H4RFJxTqP\nNhxLQwAWsZqreDfgRJIkSZIkSZIkaXdYvx5uuw0yMuCxx6IrayB6/frrMG4c7OCmCUllzDvvvMOG\nDRviakcccUSx7/nhhx/+UKtdu/YOf/aW79nafbX9HB6RVKw00hjNKVT9fX3NaKbwLt8EnEplXZ06\ndRg8eDB16tQJOoqkJGWfkJSIfUJSIvYJScWxR0hKpKz3icJCeOklaN4crrkG1q6N1vfYA+66C2bM\ngFNOgbS0YHNKCtbKlSt5+umn42oHHnggLRNMla1Zsybuuly5clSvXn2HP79mzZrF3lc7plzQASQl\nvwbsyZ0cx0W8BUTX10ynD9WpGHAylVV16tRhyJAhQceQlMTsE5ISsU9ISsQ+Iak49ghJiZTlPjF1\nKlx5JXz4YawWCsEFF8ANN8DeeweXTVJyueuuu1i9enVc7YILLiAtwWRZXl5e3HXFijv3nWOFChWK\nva92jMMjkrbLBbTleWbxPt+xkFUM4D1GcHLQsSRJkiRJkiRJUgn46Sf4v/+DRx6JracB6NwZhg2D\ngw8OLpuUTHJzc8nNzU34usLNf5HKoBdeeIEJEybE1Tp37kz79u0Tvnf9+vVx11sOgWyvLYdOtryv\ndozDI5K2y6b1NQfxEOvIZyST6UFzMmkYdDRJkiRJkiRJkrSTfvsNhg+Hm26CzTc+/OUv0RU13bq5\nnkba3MiRIxk6dGjQMQL1xRdfMGLEiLjaPvvsw5VXXrld7//tt9/irsuXL79TObZ835b31Y5xeETS\ndjuQvbid47iEtwHozetMpw/VXF8jSZIkSZIkSVKpUlgIr70GV10F33wTq1evDtddB5ddBju5SUIq\n0y688EK6deuW8HWHHnpomXz6yNy5cxk6dCiRSKSolp6eztChQ6lWrdp23WPLJ43k5+fvVJYt37ez\nTzBRlMMjknbIRRzKC8ziA75nAasYyP94gJOCjiVJkiRJkiRJkrbT11/DlVdCdnaslpYG558PN94I\ntWsHl01KdnXq1KFOnToJX5eWllbmhkd++OEHBg4cyK+//lpUK1euHDfccANNmjTZ7vtUqlQp7nrD\nhg07lWfLJ41seV/tmFDQASSVLqHf19dUJvoYqAeZRDbfBZxKkiRJkiRJkiQlsnQpXHghHHJI/ODI\n0UfDlCkwcqSDI5K2bunSpfTv35+VK1cW1UKhEIMGDeKwww7boXuV1PDIlu9zeOTPcXhE0g77CzW4\njcyi6968zjp2rqlLkiRJkiRJkqRda8MGuOsuyMiAUaNg07aJhg3h5Zfh/fehVatgM0pKXitWrOCq\nq67ip59+iqv37duXY445Zofvt+V6m/z8fFavXr3D91m+fHmx99WOcXhE0k65hHb8lfoAfMdKrmF8\nwIlUluTl5TFz5kzy8vKCjiIpSdknJCVin5CUiH1CUnHsEZISKS19orAQXn8dWrSAq66CTd/NVqsG\nWVkwaxacdlp0ZY0kbc3atWvp378/P/zwQ1y9T58+nHzyyTt1z/333/8PtaVLl+7wfbZ8z9buq+3n\n8IiknRIijUfpTiXKAXAfX/ARCwJOpbJi9uzZtGzZktmzZwcdRVKSsk9ISsQ+ISkR+4Sk4tgjJCVS\nGvrE9Olw/PHQvTvMnx+tpaVB794wbx4MGAAVKwabUVJyy8vLY+DAgXzzzTdx9X/961+cccYZO33f\nunXrUr58+bjajz/+uEP3KCws/MOTUOrXr7/TmeTwiKQ/oRE1uGWz9TXn8hq/kh9gIkmSJEmSJEmS\nUtvPP8PFF0Pr1vC//8XqHTvC5MkwejTsu29w+SSVDhs2bODaa69l5syZcfW///3v9OrV60/dOxwO\ns99++8XVdnQYb8GCBaxbty6u1qBBgz+VK9U5PCLpT7mMdhxJPQC+YQXXur5GJaBmzZr07t2bmjVr\nBh1FUpKyT0hKxD4hKRH7hKTi2CMkJZKMfWLDBhg2DDIy4KGHIBKJ1g84AF58ET74AA45JMiEkkqL\ngoIChg4dypQpU+LqJ510EhdffHGJfMYhWzSkGTNm7ND7t3x99erVadSo0Z/OlcrSsrOzC4MOodST\nmZlJJBIhFApRUFAQdBz9SfNYTitGsJ6NpAEf0Yuj8LFQkiRJkiRJkiTtaoWF8NZb0K9fdB3NJlWr\nwqBB0LcvpKcHl09KVeFwuOj70PHjd82/fD127FiysrLiatnZ2X/qnpFIhJtvvpn3338/rt65c2eu\nvfZaQqGSeT7F5MmTueqqq4quQ6EQzz77LLVr196u9/fr14+vvvqq6Pq4445j0KBBJZItVfnkEUl/\nWmNqchPHAFCI62skSZIkSZIkSdodZs6EE06AU06JDY6kpUGvXtHra65xcETSjhk2bNgfBkc6dOjA\noEGDSmxwBKB169ZUr1696DoSifDmm29u13sXL178h6eiHHXUUSWWLVU5PCKpRFxJe9qzPwA5/ML1\n/LmpRkmSJEmSJEmStHXLl8Oll0KrVvDuu7H6kUfCl1/Co49CnTrB5ZNUOo0YMeIPAxxt2rRh8ODB\nhMPhEv2scDjM3//+97jaCy+8QG5ubsL3Dh8+nMLC2IKVevXqceSRR5ZovlTk8IikEhEmxGN0pyLR\nPzjuZiKf8kPAqSRJkiRJkiRJKjvy82H4cGjUCB54AAoKovX69eG//4WPP4a2bYPNKKl0evrpp/nv\nf/8bV2vRogU33XQTFSpU2CWf+fe//50999yz6Hr9+vUMHjyYlStXbvM9jzzyCF9++WVcrVevXiU+\n3JKKygUdQFLZ0ZRa3MAxXM3/itbXTOFCKlE+6GiSJEmSJEmSJJVqb78N//kPzJ0bq1WuHF1N068f\nVKoUXDZJu87cuXOZu/kv/mZmzpz5h9rrr7++zXsde+yxVK5c+Q/17OxsHnnkkbha+fLlOfLII3nv\nvfd2MHHxn7W5SpUqcdFFF3HbbbcV1XJycujTpw89e/akY8eOVK1alfz8fObMmcOzzz7LxIkT4+7R\ntm1bjj766J3KqHhp2dnZhYlfJpWszMxMIpEIoVCIgk1jsSoTNhLhSB7lCxYDMIAOZHFcwKkkSZIk\nSZIkSSqdZs+ODo2MHRtf/9e/4NZboW7dYHJJKl44HC76PnT8+PE7fZ/HH3+cJ554okQyPfvss+y7\n77679DMSfdbWPPDAA7z44otb/VmVKlXIy8sjEon84Wf16tXj3nvvjXt6iXaea2sklahyv6+vqfD7\n+po7mcjnLAo4lSRJkiRJkiRJpcsvv8Dll8NBB8UPjnToAF98AU884eCIpLLhkksu4dxzzyUU+uP4\nwrp167Y6OHLwwQdzzz33ODhSghwekVTimrM3Q+gEQIRCevEa69kYcCqVJgUFBaxevdonE0naJvuE\npETsE5ISsU9IKo49QlIiu7JPbNwI998PGRlw332w6SPq1YNnnoEJE+Cww0r8YyUpUD179mTkyJEc\nddRRhMPhbb6uQYMG9O/fn2HDhlGjRo3dmLDsc22NAuHamrJvIxHaM5rJ5AIwkCO5lWMDTqXS4quv\nvqJt27ZMnjyZNm3aBB1HUhKyT0hKxD4hKRH7hKTi2CMkJbKr+sS4cdEVNbNmxWqVK8PVV8NVV0X/\nWlLpUFJra1LR2rVrmTFjBosWLSIvL49y5cqx995707hxY+rXrx90vDKrXNABJJVN5QjxOKfShpHk\nE+F2PuVvNOMw9gs6miRJkiRJkiRJSWXuXOjXD956K75+9tlw662w//7B5JKkIFStWpX27dsHHSPl\nuLZG0i7Tktpcv8X6mt9cX6PtUK1aNY4//niqVasWdBRJSco+ISkR+4SkROwTkopjj5CUSEn1iRUr\noG9faNkyfnDk8MNh4kR46ikHRyRJu4draxQI19akjnwKOJzRTGEJANfyV26ic8CpJEmSJEmSJEkK\nzsaNMGoUXH89LF8eq++3H2RlwVlnQch/BVwq1Vxbo9LGP3Yk7VLlCfM4p1Lu93ZzGxP4ityAU0mS\nJEmSJEmSFIz//Q8OOQQuuSQ2OFKpEgweHF1f889/OjgiSdr9/KNH0i53MPtwHR0BKKCQf/MqG/CJ\nM5IkSZIkSZKk1JGTA926wXHHwYwZsfo//hEdGhkyBKpUCSyeJCnFOTwiabe4hqNoxT4ATGcpN/NR\nwIkkSZIkSZIkSdr1Vq6Efv2gRQt4441Y/bDD4NNPYcwYqFcvuHySJIHDI5J2ky3X19zCBKayJOBU\nkiRJkiRJkiTtGgUFMHIkZGTA3XdDfn60XrcuPPkkfPYZHHFEsBklSdrE4RFJu01r9mUQRwGwkQj/\n5lXyXV8jSZIkSZIkSSpj3n8fDjkELroIli2L1tLT4brroitqevaEkN/SSZKSiH8sSdqtrqUjB1Eb\ngGn8xK1MCDiRJEmSJEmSJEklY/58OO00yMyE6dNj9TPPhDlz4IYboGrV4PJJkrQtDo9I2q0qEOYx\nuhMmDYAb+Yiv+SngVJIkSZIkSZIk7bxVq2DAAGjeHF59NVZv2xYmTIDnnoMGDYLLJ0lSIg6PSNrt\n2lKXgZutr+nFa66vUZypU6dSvXp1pk6dGnQUSUnKPiEpEfuEpETsE5KKY4+QlMimPjF58lQefhga\nN4Y77oD8/OjP69SBxx+HL76AI48MNKokSdvF4RFJgbiOjrRgbwC+Ipfb+STgREomkUiENWvWEIlE\ngo4iKUnZJyQlYp+QlIh9QlJx7BGSEon2iTb84x+NueACWLo0Wq9YEQYNgnnz4JxzIOQ3cZKkUsI/\nsiQFoiLleIzuhH5fXzOUD5nB0oBTKVmkp6fTvHlz0tPTg44iKUnZJyQlYp+QlIh9QlJx7BGSivPt\nt3D11Y2AD5j3/9m78/Co6rP/4+/JsATCIgIiLqDIvoiCorgCUUFQavVHH7VYFXHFKmpVqkVcsIpS\n0FrcqYpSq4/V4oKoTxrEBVGUTdZQEASRVQhLAjjJ74+BDGHJgIScycz7dV1c9dxz5pwP/Zq7Q+fm\nfOdVLar36gWzZ8ODD0K1asHlkyTplwhlZ2cXBh1CqSczM5OCggLS0tKIRNyuJJX9kf/j4W1PHTmB\nw5jIVVRwrk2SJEmSJEmSlGByc+HPf4bhw2HLllj9+OPhscfgjDOCyyYp8YTD4aLvQ7OysoKOI8Xl\nN7SSAjWITrSgDgCT+YGhfB5wIkmSJEmSJEmSYiIRGDkSmjaFIUNigyP16kXrX33l4IgkqfxzeERS\noNJ32r5mEOOZxcqAU0mSJEmSJEmSBJ98AieeCH37wvLl0VqlSnDnnTBvHvTpA+FwsBklSSoNDo9I\nCtxJHMFtdARgCxGuZAw/UxBwKkmSJEmSJElSqvruO/jNb6JPFJkyJVa/8EKYPRsefhhq1AgsniRJ\npc7hEUkJ4T460YzaAHzJUoYzMeBEkiRJkiRJkqRUs2ED3H03NG8O//u/sXrbtpCdDf/6FzRqFFw+\nSZIOFIdHJCWEKlTk7/xq2+Y1MJBs5rAq0EySJEmSJEmSpNRQUAAvvghNmsCf/wybN0frdevCs8/C\n119Dp05BJpQk6cByeERSwjiFI7mFkwHYvG37mojb10iSJEmSJEmSDqBPP4UOHeDKK+HHH6O1ihXh\n9tshJweuvhrC4WAzSpJ0oDk8IimhPEAXmnAwAF+whMeZFHAiSZIkSZIkSVIyWrQILr4YTj89+mSR\n7S64AGbNgkcegZo1g8snSVJZcnhEUkKputP2NXfzH+axOtBMKnuzZs2iVatWzJo1K+gokhKUfUJS\nPPYJSfHYJySVxB4hJbcNG2DgQGjeHF57LVZv0waysuCtt6Bx45KvYZ+QJCUbh0ckJZzTaMBNnARA\nPj/Tx+1rUk5+fj6zZs0iPz8/6CiSEpR9QlI89glJ8dgnJJXEHiElp4ICGDUKmjWDwYNh+494nTrw\n9NMwZQp06bJ317JPSJKSjcMjkhLSg3ThGGoB8Bnf8wRfBpxIZSktLY3q1auTlub/TEnaPfuEpHjs\nE5LisU9IKok9Qko+EydCx45w+eXwww/RWsWKcNttkJMD114L4fDeX88+IUlKNqHs7OzCoEMo9WRm\nZlJQUEBaWhqRSCToOEpQE1jEmbwIQBUqMJ3raczBwYaSJEmSJEmSJJUb338Pd94Jr75avN6zJwwd\nCk2aBJNLUvILh8NF34dmZWUFHUeKy3FISQnrDBpyIycCkLdt+5oCnHeTJEmSJEmSJJXwBYRHAAAg\nAElEQVRs40YYNCi6Rc2OgyOtWsGHH8KYMQ6OSJK0I4dHJCW0hziLozkIgE9YzAi3r5EkSZIkSZIk\n7UFBAYweHR0auf9+yMuL1mvXhiefhKlT4eyzg80oSVIicnhEUkKrRiVG0rPoeABZLOCnABNJkiRJ\nkiRJkhLRpElwyinQuzcsXRqtVagA/ftDTg5cf330WJIk7crhEUkJrzNHcwMnALCJrVzF225fI0mS\nJEmSJEkCooMil10GJ58cHSDZrkcPmDEDhg+HWrWCyydJUnng8IikcmEIZ9OQmgCM5zueZnLAiSRJ\nkiRJkiRJQdq0Kbo1TdOm8MorsXqLFjBuHLz7LjRvHlw+SZLKE4dHJJULO29fcwcfsdDtayRJkiRJ\nkiQp5RQWwj//GR0MGTQoOkQCcPDB8MQTMG0adO0abEZJksobh0cklRuZNOJa2gOwka305R0K3b5G\nkiRJkiRJklLGV1/BaafBJZfA999Ha+Ew3HQT5OTAjTdCxYrBZpQkqTxyeERSufIIZ3MkNQD4Dwt5\nlq8DTqQDIScnh65du5KTkxN0FEkJyj4hKR77hKR47BOSSmKPkBLPDz/A5ZdDhw7w+eexerduMGMG\nPP549MkjZcU+IUlKNg6PSCpXalCZ53fYvuYPfMQi1gaYSAfC+vXr+fDDD1m/fn3QUSQlKPuEpHjs\nE5LisU9IKok9QkoceXnw4IPQtCmMGhWrN28OY8fC++9DixZln8s+IUlKNg6PSCp3zuEY+nI8ABvY\nwtVuXyNJkiRJkiRJSaWwEF5/PToY8qc/wcaN0fpBB0WfMjJ9Opx7brAZJUlKJqHs7Gy/cVWZy8zM\npKCggLS0NCKRSNBxVA6tI5/WPMUScgF4jvPpS7uAU6m0RCIRNm7cSEZGBuFwOOg4khKQfUJSPPYJ\nSfHYJySVxB4hBevrr6F/f/j001gtHIbrroP77oPatYPLtp19QlI84XC46PvQrKysoONIcfnkEUnl\nUk3SeY7zi45v5QO+Z12AiVSawuEwNWrU8A9dkvbIPiEpHvuEpHjsE5JKYo+QgrFsGfTpAyeeWHxw\n5JxzYNo0+NvfEmNwBOwTkqTk4/CIpHKrG425kuMAWM8WruFdt6+RJEmSJEmSpHImPx8eegiaNoUX\nXohuWQPR43ffhXHjoFWrYDNKkpTsHB6RVK4NoyuHUR2AccznRaYGnEiSJEmSJEmStDcKC+GNN6BF\nC7jrLtiwIVqvWROGDYMZM6BHDwiFgs0pSVIqcHhEUrl2EOk8y3lFx7fwAUvIDTCRJEmSJEmSJCme\nKVOgUyfo1Qu++y5aS0uD66+H+fPhllugUqUgE0qSlFocHpFU7vWgKb+jLQDr2My1bl8jSZIkSZIk\nSQlp+XLo2xfat4cJE2L1s86CadPgySehTp3g8kmSlKocHpGUFB6jK/WpBsBYcniZ6QEnkiRJkiRJ\nkiRtt3kzDBkCTZrAyJHRLWsAGjeGMWPgww+hdetgM0qSlMocHpGUFGpRhWd22L7mZsbxA+sDTCRJ\nkiRJkiRJKiyEt96Cli1hwABYv+3/tq1RA4YOhZkzoWdPCIWCzSlJUqpzeERS0jifZvyWNgCsJZ/r\n3L6m3Fq0aBF9+/Zl0aJFQUeRlKDsE5LisU9Iisc+Iakk9gipdEybBpmZcOGFsGBBtJaWBtdcAzk5\ncNttUKlSsBl/KfuEJCnZODwiKak8TjfqkQHAO8zjH8wIOJF+idWrVzNy5EhWr14ddBRJCco+ISke\n+4SkeOwTkkpij5D2z4oVcO210K4dZGfH6p07wzffwDPPwCGHBJevNNgnJEnJxuERSUmlNlV5eoft\na37P+/zIhgATSZIkSZIkSVJq2LIluhVNkybw7LNQUBCtN2oEb74JWVnQtm2wGSVJ0u45PCIp6VxA\ncy6mNQA/uX1NudSiRQu+/fZbWrRoEXQUSQnKPiEpHvuEpHjsE5JKYo+Q9k1hIYwZA61awe23Q25u\ntF69OgwZArNmwa9/DaFQsDlLk31CkpRsQtnZ2X6jqjKXmZlJQUEBaWlpRCKRoOMoCa1iEy0ZwUo2\nAfAPLuQS2gScSpIkSZIkSZKSy4wZcMst0aeKbBcKwVVXweDBUK9ecNkkKUjhcLjo+9CsHZuklKB8\n8oikpFSHqjxFj6Lj3/M+y92+RpIkSZIkSZJKxcqVcP31cNxxxQdHzjgDvv4annvOwRFJksoTh0ck\nJa2LaEkvWgKwmjxuYKzb10iSJEmSJEnSftiyBYYNgyZN4OmnoaAgWj/qKHjjDRg/Ho4/PsiEkiTp\nl3B4RFJS+xvdqUNVAN5kNv/LrIATSZIkSZIkSVL5U1gI774LbdrAbbfBunXRerVq8NBDMHs2XHRR\ndMsaSZJU/jg8IimpHUIGI+hedNyPsaxkY4CJJEmSJEmSJKl8mTkTunaF88+HefOitVAI+vSJHg8Y\nAOnpwWaUJEn7x+ERSUmvFy25iBYArGITN/J+wIkkSZIkSZIkKfGtWgX9+kHbtvDRR7H6aafBV1/B\nyJFQv35w+SRJUulxeERS0gsRYgTdqU0VAF5nJm+4fY0kSZIkSZIk7dbWrfD449CkCTz5JEQi0XrD\nhvD66zBhArRvH2xGSZJUuhwekZQS6lGNJzi36PgG3mMVmwJMpJIsW7aMe++9l2XLlgUdRVKCsk9I\nisc+ISke+4SkktgjlMrGjoU2baB/f1i7NlrLyIAHH4TZs6FXr+iWNanOPiFJSjYOj0hKGRfTmgto\nDsBKNnGT29ckrGXLlnHffff5By9Je2SfkBSPfUJSPPYJSSWxRygVzZoF554LPXrA3Lmx+uWXw7x5\ncNddUKVKcPkSjX1CkpRsHB6RlDJChHiKHtQiHYBX+Za3mB1wKkmSJEmSJEkKzpo1cNNNcOyxMG5c\nrH7qqfDVV/Dii3DYYYHFkyRJZcThEUkp5VCq8dcdtq+5nvdY7fY1Cadx48aMGzeOxo0bBx1FUoKy\nT0iKxz4hKR77hKSS2COUCrZuhb/9DZo0gSeegEgkWj/ySHj1VfjkEzjhhGAzJjL7hCQp2YSys7ML\ngw6h1JOZmUlBQQFpaWlEtn8ilcpIIYX8in/yDvMA6M2xvMyvA04lSZIkSZIkSWXjgw/glltg9g4P\nZq5aFQYMgNtui/6zJGn/hMPhou9Ds7Kygo4jxeWTRySlnBAhnuY8Dtq2fc0rTOdt5sZ5lyRJkiRJ\nkiSVb3PnQo8e0K1b8cGRyy6LvjZwoIMjkiSlKodHJKWkw6jOY3QtOr6Od/mJvAATSZIkSZIkSdKB\n8dNP0SeNtG4NY8fG6iefDF98AaNGwRFHBJdPkiQFz+ERSSnrd7SlO00AWMYGbuGDgBNJkiRJkiRJ\nUun5+Wd48klo0gQeeyx6DNFBkdGj4fPP4aSTgs0oSZISg8MjklJWiBDPch41qQzAS0zjPeYFnEqS\nJEmSJEmS9t9HH8Fxx0G/frB6dbRWpQoMGgRz5sCll0IoFGxGSZKUOBwekZTSDqcGw3bYvuYa3mUt\n+QEmkiRJkiRJkqRfbt486NkTzjkHZs6M1S+9FObOhXvvhYyMwOJJkqQE5fCIpJR3JcfRlWMA+IH1\n3Or2NZIkSZIkSZLKmbVr4bbboHVreOedWL1Dh+j2NKNHw5FHBpdPkiQlNodHJKW8ECGe43yqUwmA\nF5jKOOYHnCq1rVq1iueff55Vq1YFHUVSgrJPSIrHPiEpHvuEpJLYI1Se/PwzPP00NGkCw4bB1q3R\n+mGHwahRMHEidOwYbMZkZJ+QJCUbh0ckCTiSmsW2r7mad1jn9jWBWbx4MVdffTWLFy8OOoqkBGWf\nkBSPfUJSPPYJSSWxR6i8yMqCdu3g+uth+wxDejoMHBjdvuayyyDNb4IOCPuEJCnZ+JFBkra5iuM5\nm0YALCGXP/BhwIkkSZIkSZIkaVfz58MFF8BZZ8GMGbH6xRfD3Llw//2QkRFcPkmSVP44PCJJ22zf\nvqbatu1rnmcKH/LfgFOlpgYNGvDcc8/RoEGDoKNISlD2CUnx2CckxWOfkFQSe4QS1bp1cPvt0LIl\njBkTq59wAnz6Kbz6KvivbdmwT0iSkk0oOzu7MOgQSj2ZmZkUFBSQlpZGJBIJOo5UzDNM5jreA6AB\nNZnB9dSgcsCpJEmSJEmSJKWqSAT+/ne4+25YuTJWr18fHnrI7WkkKRGFw+Gi70OzsrKCjiPF5UcJ\nSdrJNbSnC0cDsJh13MFHASeSJEmSJEmSlKrGj4f27eGaa2KDI5UrRwdJ5s2Dyy93cESSJO0/P05I\n0k5ChHie88mgIgDP8DVZLAg4lSRJkiRJkqRUsmABXHQRdO4M06bF6r/5DcyZA4MHQ7VqweWTJEnJ\nxeERSdqNo6nFI5xddHwVb7OezQEmkiRJkiRJkpQKcnNhwABo0QLefDNWb9cOJkyA116Do44KLJ4k\nSUpSDo9I0h5cxwl04igAFrGOAfxfsIEkSZIkSZIkJa1IBEaOhKZNYcgQ2LIlWq9XL1r/8ks4/fRg\nM0qSpOTl8Igk7UEaIUbSk6rbtq95kslkszDgVJIkSZIkSZKSzYQJcOKJ0LcvLF8erVWqFH0CSU4O\n9OkD4XCwGSVJUnJzeESSStCIWjxMZtHxVbzNRrYEmEiSJEmSJElSsli4EHr1gjPPhClTYvWLLoLZ\ns+Ghh6B69eDySZKk1OHwiCTF0Y8OnE4DABaylj+SFXCi5Jebm8sHH3xAbm5u0FEkJSj7hKR47BOS\n4rFPSCqJPUIH2vr1cNdd0KIFvPFGrN62LWRnR2uNGgWXT/HZJyRJycbhEUmKI40Qf+dXVKECAE/w\nJR/zXbChktz8+fPp1q0b8+fPDzqKpARln5AUj31CUjz2CUklsUfoQCkogBdfhKZNo08V2bw5Wj/k\nEHjuOfj6a+jUKciE2lv2CUlSsqkQdAAlhhUrVjB79myWL1/O5s2bqVKlCvXr16dVq1YcdNBBQceT\nAteYg/kzmdzCB0B0+5rpXE9VKgacTJIkSZIkSVJ58Omn0L9/dEBku0qVorW774YaNYLLJkmS5PDI\nAVBYWMjSpUuZPXs2c+fOZc6cOeTk5LBly5Zi52VnZweUMObTTz/l1VdfZdasWbt9PS0tjXbt2tG7\nd2/atm1bxumkxPJ7OvAGs/iM7/kvP3E3WQynW9CxklL9+vUZNGgQ9evXDzqKpARln5AUj31CUjz2\nCUklsUeoNC1aBHfcAa+/Xrz+61/Do4/CMccEk0v7xz4hSUo2oezs7MKgQySDvLw8Ro8eXTQssmHD\nhrjvCXJ4JC8vjyFDhvDxxx/v9XsuvPBCbrjhBsLh8H7fPzMzk4KCAtLS0ohEIvt9PamszGM1bXma\nfH4mBEzgSk6jQdCxJEmSJEmSJCWYDRtgyBAYOhTy82P1Y4+F4cOhS5fgskmSDrxwOFz0fWhWVlbQ\ncaS40oIOkCzWrVvH6NGjmTx58l4NjgRp8+bNDBgwYLeDI6FQiIyMjN2+78033+TBBx+ksNB5I6Wu\nptRmMJ0BKAT6MIZNbA02lCRJkiRJkqSEUVAAo0ZBs2YweHBscKRuXXjmGfjmGwdHJElS4nHbmhT0\nxBNPMH369GK1Nm3aFG1NU7lyZTZt2sSkSZN4+eWXWbhwYdF52dnZNGrUiN69e5d1bClh9Odk3mA2\nX7CEHNZwD9kM5ZygY0mSJEmSJEkK2OefQ//+8NVXsVrFinDTTTBwINSsGVw2SZKkkvjkkQMkPT2d\nY489ll69ejFw4ED69OkTdCQA5syZw3vvvVes1q1bN4YPH06HDh2oXLkyAFWrVqVz586MGDGCE044\nodj5o0aNYuXKlWWWWUo0YdJ4gV9RmegWTsOYyOd8H3AqSZIkSZIkSUH5/nu49FI49dTigyM9e8LM\nmdGtaxwckSRJicwnj5SSypUr07NnT5o1a0bz5s1p2LAh4XC46PVx48YFmC5m5MiRxY4bNWrEbbfd\nVizrjqpUqcI999zDFVdcwZo1awDYunUro0aN4rbbbjvgeaVE1Zw63E9n7uT/iravmcK1VKFi0NEk\nSZIkSZIklZGNG+GRR+DRRyEvL1Zv3RqGD4ezzgoumyRJ0r7wySOlpFatWtxyyy10796dRo0a7XEY\nI0g5OTlMnjy5WK1fv35UqFDyDFH16tV3eXLK+++/z9q1a0s9o1Se3EpHOnA4AHNZzb2MDzaQJEmS\nJEmSpDJRUACjR0OzZnD//bHBkdq14cknYcoUB0ckSVL54vBICvnkk0+KHR9xxBG0a9dur97bpUsX\nqlatWnQciUSYOHFiqeaTypsK27avqbRt+5qhTGQSSwJOJUmSJEmSJOlAmjQJTjkFeveGpUujtQoV\n4JZbYP58uP766LEkSVJ54vBICvnss8+KHXfq1Gmv31ulShU6duxY4vWkVNSSutzLmQAUUMiVjCGf\nnwNOVf7l5eUxc+ZM8nZ81qck7cA+ISke+4SkeOwTkkpij9DuLFkCl10GJ58cHSDZrkcP+PZbGDYM\nDjoouHwqW/YJSVKycXgkRaxbt44FCxYUq7Vu3XqfrtGqVatix1OmTNnvXFIyuJ1TaU99AGazivvc\nvma/zZ49m9atWzN79uygo0hKUPYJSfHYJyTFY5+QVBJ7hHa0aVN0a5pmzeCVV2L1li1h3Dh4993o\na0ot9glJUrJxeCRFLFq0aJdaixYt9ukaLVu2LHa8adMmVq5cuV+5pGRQgTRe5AIqbmupj/A5X7E0\n4FSSJEmSJEmS9kdhIbz6KjRvDoMGRYdIAA4+GP72N5g2Dbp2DTajJElSaXF4JEUsXry42HFGRgY1\natTYp2scdthhca8rparWHMKgnbav2ez2Nb9Y7dq1ueqqq6hdu3bQUSQlKPuEpHjsE5LisU9IKok9\nQl99BaeeCpdeCt9/H62Fw3DTTZCTA/36QYUKwWZUsOwTkqRk40ebFLFkyZJix/Xq1dvna1SvXp30\n9HTy8/OLaosXL6Z9+/b7nU9KBndwKv9iNlP4kZms5AEmMJguQccqlxo2bMjzzz8fdAxJCcw+ISke\n+4SkeOwTkkpij0hdS5fCXXfBqFHF6+eeC3/5C+zjA72VxOwTkqRk45NHUkRubm6x44MPPvgXXWfn\nCdoNGzb84kxSsqlImBe5gArbWuvDfMo3LAs4lSRJkiRJkqR48vJg8GBo2rT44Ejz5jB2bPSXgyOS\nJCmZ+eSRFJGXl1fsuHLlyr/oOju/b+fr7qvCwkJGjx7NkUceSbVq1fZ4XqVKldiyZQsADRo0oE6d\nOns8Nzc3l/nz5wNQv3596tevv8dz8/LymD17NhAdjGnYsOEez41EIkybNg2IPoWlSZMme/6NAVOn\nTqWgoID09HRatmxZ4rmzZs0iPz+ftLQ0jjvuuBLPzcnJYf369QC0bduWcDi8x3MXLVrE6tWrAWjR\nogVVqlTZ47nLli1j2bLooEPjxo1L3NZo1apVRVsWuR7F1+PYcD0GcgaDGE+EQq7g30zmGioRdj12\n4M9HlOsR43rEuB5RrkeM6xHjekS5HjGuR4zrEeV6xLgeMa5HlOsR43rEuB5RrkdMKq5HYSG8/jrc\ncQfsuEt7jRo/c801y+jdez1t27oe4M+H6xHjekS5HjGuR8yO6yGVNz55JEXsuNUMRIcxfomd37fz\ndfdVYWEhvXv35swzz6R9+/Z7/HXXXXcV/fO///3vEq85ceLEonOfeeaZEs9dsGBB0bkPPPBAiedu\n3Lix6Nwbb7wx7u/tjDPOoH379vTq1Svuub169aJ9+/acccYZcc+98cYbi3Js3LixxHMfeOCBonMX\nLFhQ4rnPPPNM0bkTJ04s8dx///vfrsc2u1uPP3IabYluDTWDFTzIBMD12JE/H1GuR4zrEeN6RLke\nMa5HjOsR5XrEuB4xrkeU6xHjesS4HlGuR4zrEeN6RLkeMam2Hl9/DWecARdfHBscCYfhxhuhoKAx\nQ4c24NJLXQ9/PqJcjxjXI8r1iHE9YvZlPaREE8rOzi4MOkQqGDduHEOGDClWy87OLrP733rrrUyZ\nMqXo+Oyzz+auu+7a5+vcfPPNTJ8+vei4e/fu3H777ft8nczMTAoKCgiFQrz88ss+ecRJTyC51mMq\nP3Iiz/EzBVQgja+4mlqLNrse2/jzEeV6xLgeMa5HlOsR43rEuB5RrkeM6xHjekS5HjGuR4zrEeV6\nxLgeMa5HlOsRkyrrkZd3EM8/34iXXoo+eWS7c86BYcOgVSvXYzt/PmJcjxjXI8r1iHE9YnZcjzZt\n2lBQUEBaWhpZWVklvk9KBA6PlJGgh0cGDBjApEmTio47d+7MPffcs8/Xuf7665kzZ07R8QUXXMDN\nN9+8z9fZPjySlpZGJBLZ5/dL5cEgsrl/21NH2lKPr7iaiuz5w5UkSZIkSZKkAyc/Pzoc8uc/w45/\nib5p02i9e3cIhYLLJ0lKLuFw2OERlStuW5Midp7w2/4Uj3218/tKmhyUUt3dnEEbDgFgGst5iE8D\nTiRJkiRJkiSlnsJCeOMNaNEC7r47Njhy0EEwfDjMmAE9ejg4IkmSUpvDIyli5yGPzZs3/6Lr7Pw+\nh0ekPatEmBe5gDDRP3U+wASmszzgVOVDJBIhNzfXJxNJ2iP7hKR47BOS4rFPSCqJPSJ5TJkCnTpB\nr17w3XfRWloa3HAD5ORA//5QqVKQCVVe2SckScnG4ZEUUb169WLHa9as+UXX2fl91apV+8WZpFTQ\njvoM4DQAfqaAKxnDVvzDRDzTpk2jZs2aRfsIStLO7BOS4rFPSIrHPiGpJPaI8m/5cujbF9q3hwkT\nYvWzzoJp02DECKhTJ7h8Kv/sE5KkZOPwSIo44ogjih0vX77vTz9Yv349eXl5xWpHHnnkfuWSUsFA\nzqAVdQH4hmU8wmcBJ5IkSZIkSZKS0+bNMGQINGkCI0dGt6yB6PHbb8OHH0Lr1sFmlCRJSkQOj6SI\nBg0aFDveuHEjubm5+3SNZcuWxb2upF1VpgIv8CvStm1fcx8f8y0rAk6V2KpXr84555yzy1OTJGk7\n+4SkeOwTkuKxT0gqiT2i/CkshDffhJYtYcAAWL8+Wq9ZE/7yF/j2Wzj/fAiFgs2p5GGfkCQlmwpB\nB1DZOOqoo3apzZ49m5NOOmmvrzFr1qxix1WqVKFu3br7G01KCSdyOHdwCg/zGVsp4Ar+zRf0pYIz\nfLvVpEkTPvjgg6BjSEpg9glJ8dgnJMVjn5BUEntE+TJtGvTvD+PHx2ppaXD11fDAA+D/ja0DwT4h\nSUo2fmuZImrWrEmjRo2K1b799tt9usbO5x9//PGEHNOW9togOtGC6EaqX7OMoXwecCJJkiRJkiSp\n/FqxAq65Bo4/vvjgSJcuMGUKPP20gyOSJEl7y+GRFHLqqacWOx6/46fpOPLz8/niiy9KvJ6kkqXv\ntH3NIMYzi5UBp5IkSZIkSZLKl82bYehQaNIEnnsuumUNwDHHwFtvwf/9Hxx7bLAZJUmSyhuHR1LI\naaedVux4yZIlfPPNN3v13v/85z9s3Lix6DgcDtOxY8dSzSelgpM4gtuI/uxsIcKVjOFnCgJOJUmS\nJEmSJCW+wkIYMwZatYLbb4fc3Gi9enV45BGYORMuuAB8YLYkSdK+c3iknOrcuXOxXw8//HDc9zRt\n2pR27doVq40YMYKff/65xPdt2LCBkSNHFqt169aNWrVq7XtwSdxHJ5pRG4AvWcpwJgacSJIkSZIk\nSUpsM2bA2WdHh0P++99oLRSCq6+GnJzoMEnlysFmlCRJKs8cHkkxV111VbHjBQsW8Je//IVIJLLb\n8/Py8rjvvvtYs2ZNUa1ixYr87ne/O6A5pWRWhYq8wK/Y/hcgBpLNHFYFmkmSJEmSJElKRCtXwvXX\nw3HHQVZWrH7mmfDNN/Dss1CvXnD5JEmSkkWFoAMkk7lz5zJ37tzdvjZz5sxdam+//fYer3XWWWdR\ntWrVUsu2XcuWLenWrRvjxo0rqo0bN46lS5dy2WWX0bZtWypVqkReXh6TJk1i1KhRLFy4sNg1evfu\nzSGHHFLq2aRU0pEjuYWTGcYXbN62fc2nXEnYmT5JkiRJkiSJLVvgb3+D+++Hdeti9aOPhqFD4de/\ndnsaSZKk0uTwSCmaOHEiL7300l6fP3z48D2+1qFDhwMyPAJw8803s2TJEr799tui2owZM7jjjjsI\nhUJUrVqVjRs37va9Z555Jr179z4guaRU8wBdeId55LCGL1jC40ziVjoGHUuSJEmSJEkKTGEhvPsu\n3HZbdDua7apVg7vvhv79IT09uHySJEnJyr/inoLS09N55JFHOP3003d5rbCwcI+DIxdccAF/+tOf\nSEvzXxupNFSlIn/fYfuau/kP81gdaKZEMXXqVGrUqMHUqVODjiIpQdknJMVjn5AUj31CUknsEcH4\n9lvo2hV69owNjoRC0KdP9HjAAAdHlDjsE5KkZOMUQIqqUqUK999/P/fffz/Nmzff43mhUIh27dox\nfPhwbr75ZipU8GE1Umk6jQbcxEkA5PMzfRhDhIKAUwWvoKCA9evXU1DgfxeSds8+ISke+4SkeOwT\nkkpijyhbq1ZBv37Qti189FGsfvrpMHkyjBwJhx4aXD5pd+wTkqRk4yRAKbriiiu44ooryuRe2dnZ\npXKd008/ndNPP53ly5cza9YsVqxYwZYtW0hPT6d+/fq0atWKWrVqlcq9JO3eg3ThXebxX37iM77n\nCb6kPycHHStQ6enptGzZknT/KomkPbBPSIrHPiEpHvuEpJLYI8rG1q3w5JNw772wdm2s3rAhPPoo\n/L//F33yiJSI7BOSpGQTys7OLgw6hFJPZmYmBQUFpKWlEYlEgo4jBW4CiziTFwGoQgWmcz2NOTjY\nUJIkSZIkSdIBMnYs3HorzJ0bq2VkwF13Ret+Hy9JKu/C4XDR96FZWVlBx5HictsaSUoAZ9CQ39MB\ngLxt29cU4GyfJEmSJEmSksusWXDuudCjR/HBkSuugJyc6PCIgyOSJEllz+ERSdEpsl8AACAASURB\nVEoQD5HJ0RwEwCcsZgRfBpxIkiRJkiRJKh1r1sBNN8Gxx8K4cbH6qafCV1/BCy9A/frB5ZMkSUp1\nDo9IUoLIoBIj6Vl0PIAsFvBTgIkkSZIkSZKk/bN1KzzxBDRuHP3P7buYN2gA//wnfPIJnHBCsBkl\nSZLk8IgkJZTOHM0NRP+0vImtXMXbbl8jSZIkSZKkcmncOGjbNvrEkZ+2/R2pqlXhgQdgzhz4n/+B\nUCjYjJIkSYpyeESSEswQzqYhNQEYz3c8zeSAE0mSJEmSJEl7b84c6NEDzj0XZs+O1S+7DObNgz/9\nCapUCS6fJEmSduXwiCQlmGo7bV9zBx+x0O1rJEmSJEmSlOB++gn694c2bWDs2Fi9Y0eYNAlGjYLD\nDw8unyRJkvbM4RFJSkCZNOJa2gOwka305R0K3b5GkiRJkiRJCejnn2HECGjcGB5/PHoMcMQRMHo0\nfPYZdOgQbEZJkiSVzOERSUpQj3A2DbZtX/MfFvIsXwecqOzMmjWLVq1aMWvWrKCjSEpQ9glJ8dgn\nJMVjn5BUEnvE3vvwQ2jbFm68EdasidaqVIF774W5c+HSSyEUCjSidEDYJyRJycbhEUlKUDWozHOc\nX3T8Bz5iEWsDTFR28vPzmTVrFvn5+UFHkZSg7BOS4rFPSIrHPiGpJPaI+ObNg/PPh65dYcfvzn/7\n2+jQyKBBULVqcPmkA80+IUlKNg6PSFICO4dj6MvxAGxgC1enyPY1aWlpVK9enbQ0/2dK0u7ZJyTF\nY5+QFI99QlJJ7BF7tnYt3HortGoF774bq3foABMnwiuvwJFHBpdPKiv2CUlSsgllZ2cn/7eQSjiZ\nmZkUFBSQlpZGJBIJOo6U0NaRT2ueYgm5ADzH+fSlXcCpJEmSJEmSlEp+/hmefx4GDoRVq2L1ww+H\nhx+Obk/jd+iSJMWEw+Gi70OzsrKCjiPF5Uc5SUpwNUkvtn3NrXzAYtYFmEiSJEmSJEmpJCsL2rWD\n66+PDY6kp8M990S3qOnd28ERSZKk8s6Pc5JUDnSjMVdyHADr2cI1KbJ9jSRJkiRJkoIzfz5ccAGc\ndRbMmBGrX3JJdGjkvvsgIyO4fJIkSSo9Do9IUjkxjK4cRnUAPuC/vMjUgBNJkiRJkiQpGa1bB7ff\nDi1bwpgxsfoJJ8Bnn8E//gENGgSXT5IkSaXP4RFJKicOIp1nOa/o+BY+YAm5ASaSJEmSJElSMolE\n4NlnoUkTGDoUtm6N1uvXh5degkmT4JRTgs0oSZKkA8PhEUkqR3rQlN/RFoB1bOZa3nX7GkmSJEmS\nJO238eOhfXu49lpYuTJaq1wZ7r4b5s2D3/0O0vxGQZIkKWn5UU+SypnH6Ep9qgEwlhxeZnrAiSRJ\nkiRJklReLVgAF14InTvDtGmx+m9+A3PnwuDBUK1acPkkSZJUNhwekaRyphZVeGaH7WtuZhw/sD7A\nRJIkSZIkSSpvcnPhzjuhRQt4661YvX17+OQTeO01aNgwuHySJEkqWw6PSFI5dD7N+C1tAFhLPtcl\n2fY1OTk5dO3alZycnKCjSEpQ9glJ8dgnJMVjn5BUkmTuEZEIjBwJTZvCI4/Ali3R+qGHwt//Dl9+\nCaedFmxGqTxI5j4hSUpNDo9IUjn1ON2oRwYA7zCPfzAj4ESlZ/369Xz44YesX+8TVSTtnn1CUjz2\nCUnx2CcklSRZe8SECXDiidC3LyxfHq1Vrgx//CPMmwdXXglpfmsg7ZVk7ROSpNTlx0BJKqdqU5Wn\nd9i+5ve8z49sCDCRJEmSJEmSEtHChdCrF5x5JkyZEqtfdBHMng1//jNUrx5cPkmSJAUvlJ2dnTz7\nHKjcyMzMpKCggLS0NCKRSNBxpHLtEv7FP/kWgF/RjLf4H0KEAk61fyKRCBs3biQjI4NwOBx0HEkJ\nyD4hKR77hKR47BOSSpIsPWL9enjoIRg2DDZvjtWPOw4eeyw6TCLpl0mWPiHpwAmHw0Xfh2ZlZQUd\nR4rLJ49IUjn3BOdSl6oAjGFu0SBJeRYOh6lRo4Z/6JK0R/YJSfHYJyTFY5+QVJLy3iMKCuCFF6Bp\n0+jwyPbBkUMOgeefh8mTHRyR9ld57xOSJO3M4RFJKufqUJWn6FF0/HveZ7nb10iSJEmSJKWkTz6B\nE0+EPn3gxx+jtUqV4I47ICcHrroK/K5bkiRJO3N4RJKSwEW05De0AmA1edzAWApxVzJJkiRJkqRU\nsWgR/M//wBlnwDffxOq//jXMmgVDhkCNGsHlkyRJUmJzeESSksTfOJc627aveZPZ/C+zAk4kSZIk\nSZKkA23DBhg4EJo3h9dfj9WPPRb+8x9480045pjg8kmSJKl8cHhEkpJEXTIYQfei436MZSUbA0wk\nSZIkSZKkA6WgAEaNgmbNYPBgyM+P1uvWhWeeiT59pHPnYDNKkiSp/HB4RJKSSC9achEtAFjFJm7k\n/YATSZIkSZIkqbR9/jmcfDJcfjn88EO0VrEi/OEPkJMD11wD4XCwGSVJklS+VAg6gCSp9IQIMYLu\njOc7VpPH68ykFy35f7QMOpokSZIkSZL20+LFMGAAvPpq8fqvfgWPPgpNmgSTS5IkKZWtWrWKOXPm\n8N133/Hjjz+yYsUKNm3aRP62R8Olp6eTkZHBIYccQr169Tj66KNp3rw5tWvXDjh5cQ6PSFKSqUc1\nnuBcLuVNAG7gPTpxFHWoGnCyvbdo0SIeeOABBg4cSMOGDYOOIykB2SckxWOfkBSPfUJSSRKtR2zc\nCI88Eh0QycuL1Vu3hsceg8zM4LJJqSrR+oQkqexs2bKFL7/8kkmTJvHVV1+xcuXK3Z5XWFgIQCgU\n2u3rdevW5cQTT+Skk06iQ4cOVKpU6YBl3htuWyNJSehiWnMBzQFYySZuKmfb16xevZqRI0eyevXq\noKNISlD2CUnx2CckxWOfkFSSROkRBQXwyivQrBncf39scKROHXjqKZgyxcERKSiJ0ickSWVnxowZ\nPProo1x00UUMGjSIsWPHsmLFCgoLC4t+7SgUCu0yOLLjuStWrGDs2LEMGjSICy+8kKFDhzJjxoyy\n/C0V45NHJCkJhQjxFD34mO/4iXxe5Vt60ZJf0yLoaJIkSZIkSdoLX3wB/fvDpEmxWoUKcNNNMHAg\nHHRQcNkkSZJSRUFBAVlZWfzrX/8iJycHKP5EkR2HQ3Y3QLI7uxso2bRpE++//z7vv/8+jRs3plev\nXnTp0oW0tLJ7HkgoOzs7fnqplGVmZlJQUEBaWhqRSCToOFLSeoXpXMZbANQjg5ncQO1ysH1NXl4e\nCxYsoFGjRlSpUiXoOJISkH1CUjz2CUnx2CcklSTIHrFkCQwYAKNHF6+ffz4MHQpNm5ZpHEl74GcJ\nSfGEw+Gi70OzsrKCjqNfICsri5deeomlS5cC0SGP7YMfOw6JVKhQgaOOOorDDjuMOnXqULt2bdLT\n04u2odm8eTP5+fmsXr2aVatWsXTpUhYvXszPP/9cdI2drxsKhTjssMO44ooryCyjR805PKJAODwi\nlY1CCvkV/+Qd5gHQm2N5mV8HnEqSJEmSJEk727QJHn0UhgyJbU8D0KoVDBsG55wTXDZJkrTvHB4p\nv2bMmMFf//pXFixYUGyYY/s/V6tWjXbt2nHcccfRtm1bGjRoQDgc3qd7RCIRFi1axLRp05g2bRrf\nfPMNGzZs2OVeoVCIRo0acdNNN9GmTZtS/F3uyuERBcLhEans/MB6WvEka8kHYAwX05NmAaeSJEmS\nJEkSQGEhvPoq3Hln9Kkj2x18MNx/P1x7bXS7GkmSVL4k0/DIkiVLmDt3LqtWrWLr1q1UrVqVww8/\nnFatWlGtWrVSv9/atWuZOXMmy5YtIy8vj8qVK1OvXj1atGjBIYccUur329HgwYPJzs4GYk8aKSws\npEqVKnTq1IkzzzyT9u3b7/OwSDyRSISvv/6ajz/+mPHjx5OXl7fLEEmXLl24++67S/W+O3J4RIFw\neEQqWy8xlSsYA8ChVGMmN3AwPkpRkiRJkiQpSF9+Cf37w8SJsVqFCtCvH9xzT3SARJIklU+lPTxS\nWFjI0qVLmT17NnPnzmXOnDnk5OSwZcuWYudtH3wojft98MEHvPbaa3z33Xe7PadChQp07NiRyy+/\nnGOOOWa/7zlt2jReeeUVvvnmGwoKCnZ7TsuWLbnkkks47bTT9vt+u9OlS5diQxtHH300F154IV26\ndCmzbcry8vLIysrirbfeYuHChUV5QqHQAR1EcnhEgXB4RCpbhRRyHq8ylhwAfkdbXuKCgFNJkiRJ\nkiSlpqVL4Y9/hJdfLl7v3h3+8hdo3jyYXJIkqfSUxvBIXl4eo0ePLhoW2b6tSUlKY3hk7dq13Hvv\nvUybNm2vzg+Hw/Tp04dLL730F90vEokwYsQI3nrrrb1+T6dOnbjjjjtKfaCjS5cuQHRI5be//S0d\nO3Ys1evvq4kTJ/KPf/yDmTNnHvDhER92J0kpIESIZzmPVjzJOjYzimn8hpb0oGnQ0SRJkiRJklJG\nXh4MHQoPPwybNsXqzZvD8OHQrVtw2SRJUuJZt24do0ePLvN79u/fn0WLFu3yWlpaGunp6Wza8YMM\n0eGP5557jtzcXK677rp9ul9BQQGDBw9m/Pjxu309IyODjRs37lIfP348a9as4dFHH6VSpUr7dM+S\nHHXUUfTt25dTTjml1K65Pzp27EjHjh357LPPGDly5AG9l8MjkpQiDqcGw+lKH94G4BreZSY3cBDp\nASeTJEmSJElKboWF8PrrcMcdsHhxrF6rFtx3H1x3HVSsGFw+SZIkiG5VM3jw4F0GR0455RQuvvhi\nmjdvTsWKFcnNzWXChAm88sorLF++vOi81157jcaNG3PWWWft9T3/8Y9/7DI40qhRIy677DJOOukk\nqlSpwubNm5k6dSqvvPIK3377bdF506dP569//St/+MMfftlveDdGjhxJKBQqteuVllNPPfWAD7Sk\nHdCrS5ISyhUcR1eie879wHpu5YOAE0mSJEmSJCW3r7+GM86Aiy+ODY6Ew/D730NOTvQ/HRyRJEl7\nIz09nWOPPZZevXoxcOBA+vTpU6rX//jjj5k8eXKx2mWXXcaDDz5ImzZtqLjtQ0uNGjU477zzeOqp\np2jcuHGx85988kny8vL26n4rVqxg1KhRxWonnHACI0aMoFOnTkVb0lSuXJmTTjqJxx57jHPOOafY\n+e+99x5z5szZp99nSRJxcGS7A53N4RFJSiEhQjzH+VQn+viuF5jKOOYHnGpXy5Yt495772XZsmVB\nR5GUoOwTkuKxT0iKxz4hqSSl0SOWLYMrr4QTT4RPP43Vu3aF6dPhr3+F2rVLIaykQPhZQlJZqFy5\nMj179uT2229n5MiRvPvuuzz++OPccMMNdOnShbp165bavSKRCC+88EKxWocOHUocUKlVqxb33nsv\n6emxp9z/9NNPvPnmm3t1z1GjRrF169ai49q1azNo0KBi19tROBzm9ttv5+ijjy5WP9DbuaQKh0ck\nKcUcSU2G0bXo+GreYR35ASba1bJly7jvvvv8g5ekPbJPSIrHPiEpHvuEpJLsT4/Iz4c//xmaNIEX\nX4xuWQPQrBm89x68/z60bFm6eSWVPT9LSCoLtWrV4pZbbqF79+40atSIcDh8wO71+eefs3iH/fVC\noRA33XRT3Pcdfvjh9OrVq1jt9ddfJxKJlPi+tWvXMm7cuGK1Pn36UK1atRLfV6FCBfr161esNnny\nZObPT7y/LF3eODwiSSnoKo7nbBoBsIRc/sCHASeSJEmSJEkq3woL4Y03oEULuPtu2LgxWj/oIHjs\nMZgxA7p3hwR+ErokSUphn3zySbHjdu3acfjhh+/Ve7t3705aWmz0IDc3l+nTp5f4ns8//7zYgElG\nRgZdunTZq/vtLtvO+bXvHB6RpBS0ffuaatu2r3meKXzIfwNOFdO4cWPGjRu3yz55krSdfUJSPPYJ\nSfHYJySVZF97xJQp0KkT9OoF330XraWlwQ03QE4O3HwzVKx4wOJKCoCfJSQlk0gkwqRJk4rVOnfu\nvNfvP/TQQ2nRokWx2meffVbie3Z+vWPHjnvcrmZnoVCITp067dP9FJ/DI5KUohpyEEM5u+j4at4h\nl80BJoqpUaMGXbt2pUaNGkFHkZSg7BOS4rFPSIrHPiGpJHvbI378Ea66Ctq3hwkTYvWzz4Zp02DE\nCKhT5wCHlRQIP0tISibz588nNze3WK1169b7dI2dz//mm29KPH/q1Kn7db9WrVoVO/7vf//LunXr\n9ukaZW3ZsmXMnj2b+fPns2bNmqDj7KJC0AEkScG5hva8ziz+w0IWs447+IinOS/oWJIkSZIkSQkt\nPx8efxwefBDWr4/VmzSBv/wFzjvP7WkkSVL5sWjRomLHGRkZNGjQYJ+usfOTR5YsWUIkEiEcDu9y\n7ooVK9i0aVOJ74+nZcuWu9QWL15MmzZt9uk6B9rChQt5/fXX+fzzz9mwYUOx1+rUqcOpp57KJZdc\nQt26dQNKGOPwiCSlsBAhRtKT1jzJRrbyDF/Ti5Zk0ijoaJIkSZIkSQmnsBDeegv+8AdYuDBWr1kT\n7rkHbrwRKlUKLp8kSdIvsXjx4mLHhx56KKF9nIQ97LDDih1v3bqVH3/8kcMPPzzu/Xb3/nhq1qxJ\nRkYGGzduLHbdAzE8kpuby/jx45k8eTIrV65k48aNZGRkcOSRR3LiiSdy5plnUmk3HwJfeeUVRo0a\nRSQSobCwcJfXV65cyZgxYxg3bhz9+vWjR48epZ59Xzg8Ikkp7igO4hHOph9jAbiKt5nB9VSncsDJ\nJEmSJEmSEsfUqXDLLTB+fKyWlgbXXAP33w8J8JdFJUmSfpElS5YUO65Xr94+X+OQQw7ZpbZ48eLd\nDo98//33xY6rVq1KtWrV9vmedevWLTY8svN1S8N7773Hs88+W/TUkB2HQObNm0dWVhZ///vfGTBg\nAG3bti167bnnnuOf//xn0fl7GsYpLCwkPz+fYcOGEYlE6NmzZ6n/HvZWWmB3liQljOs4gU4cBcAi\n1jGA/ws2kCRJkiRJUoJYvjw6INKuXfHBkS5dYMoUeOopB0ckSVL5lpubW+y4Vq1a+3yNmjVr7rJF\nzc7btGy3fsd9/4CDDz54n+8HULt27RKvu79Gjx7NsGHDWL9+PYWFhRQWFhIKhYp+ba8tX76cO++8\nkzlz5gDw1Vdf8eqrrwLscu6Ov3Z+fcSIEbt9KktZcXhEkkTatu1rqlIRgCeZTDYL47xLkiTp/7N3\n53E61vsfx1/33GMMM9YUWkRpsaVyOFKpTJlUWiSVFi3aTp2izmkv0eJ0WmhzUhL1aztOnVKE0hDR\nUYgsIZSylqxjhjFz//6Y3GOE2zAz1yyv5+Ph8bivj+u+rvc96jPL/ZnvV5IkqezavBmeeAKOOAJe\nfjl3yxqAww+H99+HTz+FY44JNqMkSVJhyMjIyHecmJi4V9epWDH/qvY7XndX9R2fV9j32xszZsxg\n8ODBuxwY2XH4Y8uWLTz11FMAvPLKK9HrRCIRqlWrRmpqKjfeeCN33HEHN954I6mpqVStWjXfSiZZ\nWVkMGDCg0F5DQbltjSQJgMOowT9I4VZGAXnb1yThRr2SJEmSJKn8iERg+HC44w5YuDCvXqUKPPAA\n3Hor7OX7G5IkqQxYvnw5y5cvj3ne9kMBJV1mZma+44SEvXtvqGLFimzatGmX1y3s++34vF3db288\n++yz0cERyP33rFu3Ls2bN6dmzZps3ryZhQsXMnPmzOi/9aJFixg+fDjz58+PPq9z585ce+21Ox2Q\nyczM5OWXX+a///1vdDDlq6++YtWqVTvdBqioOTwiSYq6mVYMYw4TWMJi1nIPY3mWDsWe49dff+X9\n99/n/PPPp1atWsV+f0kln31CUiz2CUmx2Cck7czMmdCzJ3z2WV4tFILu3eHhh6F27eCySSpZ/FpC\nKr8GDhxI7969g45RqLZs2ZLvOD5+78YIKlSokO948+bNOz1vx/qOzyvs+xXU3LlzWbx4cXSgIz4+\nnltuuYWOHTtGh0K2WbJkCb1792bx4twV/YcMGRL9uw4dOvCXv/xll/dJTEzkr3/9K5s2bWL06NHR\n+ueff07nzp0L5bUUhNvWSJKi4ggxmPOo9Pts4XNMYTw/FHuOJUuWcN111wW6r5ukks0+ISkW+4Sk\nWOwTkrb3yy9w441w3HH5B0datNjAtGnw0ksOjkjKz68lpPLrhhtuYOrUqTH/7DhkUJLtOISxdevW\nvbpOVlZWvuNdrSiyY33H5xX2/Qpq4sSJANGVR6677jrOPffcnf6b1qtXjyeeeILk5GQA1q1bB0A4\nHOa6667bo/tdf/31hMPh6PW/++67wngZBebKI5KkfBpSk8dIoSe5E47XMpyZ3ERl9m7qU5IkSZIk\nqaTasgWefx769IHff84PwEEHbWbp0ksZOPB+jj32+OACSpKkEqdu3brUrVs35nnbVq0oDSpVqpTv\neMeVSPbUjit/7Hjdwr7fjs/b1f0KasGCBdHHVatWpVOnTrs9v2bNmpxzzjm8/fbbhEIhQqEQzZs3\np1q1ant0vxo1atC8eXOmTZsG5G5/EwRXHpEk/cFfacWJHALAQtZwH2OL9f716tXj5Zdfpl69esV6\nX0mlh31CUiz2CUmx2Cek8i0SgQ8/hKZN4Y478gZHkpPhH/+AL7/cwMsvn8Whh9ojJO2cX0tIKkt2\nHLrIzMzcq+vs6TDHjvW93W5mT4dVCuqnn34CcgeAWrRoQTgcjvmcE044Id/xEUccUaB7bn/+uu2n\nmouRK49Ikv4gTByDOY/mvEgmW3mG/3EhjTmJ4vlGqFatWnTv3r1Y7iWpdLJPSIrFPiEpFvuEVH7N\nmgW33w6ffJJXC4XgmmvgkUegTh0Ae4Sk3fNrCUllSZUqVfIdr1mzpsDXWLdu3R+2u9m2lUtR3A9g\n9erVu73u3kpPT49uIVO/fv09es6Ow4TVq1cv0D1r1KiR7/5BcOURSdJOHcl+PMJpAESAa/iATezd\nnnOSJEmSJElB+/VXuPlmaN48/+DIySfD11/DoEHbBkckSZLKl4MPPjjf8cqVKwt8jVWrVv2hdsgh\nh+zR/dLT09m4cWOB7/nLL7/s9rp7a/vhjaSkpD16zo6DMgVdBSUxMTH6OCsrmPfjHB6RJO1SD1rT\nmtxPtAv4jQdJCziRJEmSJElSwWRlQf/+cMQRMGAA5OTk1uvXh2HDYPx4OP74QCNKkiQFasdVM1as\nWEEkEinQNZYvX57vuEKFCtStW3eP7gewbNmyAt1v/fr1f1iho7C2Etv+tcfH79lmLnuytU1J5/CI\nJGmXwsTxKudRkdxPeE8zmUn8FHAqSZIkSZKk2CIRGDECmjWDnj1h7drcelISPPYYzJ0LnTvnblkj\nSZJUnu24NUt6ejpLliwp0DXmzJmT7/iggw7a5UDFAQcc8IeVOebOnbtP9wM49NBDC3QN5efwiCRp\nt46mFn122L4mw+1rJEmSJElSCTZnDnToAOecA/Pm5dZCIbj6aliwAO65B7ZbGVySJKlca9iwIVWq\nVMlXmzVrVoGuseP5x+9mabdQKMRxxx1XqPc77LDDqFatWoGuofwcHpEkxXQ7J9CKgwCYx2p6MS7Y\nQJIkSZIkSTuxejX89a9wzDEwenRe/cQT4auvYPBg2MXq6ZIkSeVWOBymdevW+WppaWl7/PyVK1f+\nYeWQE088cbfPadOmTb7jyZMnk5mZucf3HDduXIHup9gcHpEkxRT/+/Y1Cb9vX/MUk/kfPwecSpIk\nSZIkKVdWFjz7LBxxBDz/PGRn59br1YN33oEJE6BFi2AzSpIklWQnnXRSvuNp06axdOnSPXruiBEj\nyMnJiR5XrVqV5s2b7/Y5bdq0ybetTXp6Op999tke3W9n2XbMr4JzeESStEcasz+9ORWAHCJczQdk\nsrVI7rV+/XpGjx7N+vXri+T6kko/+4SkWOwTkmKxT0hlx6hR0Lw53HYbrFmTW6tcGR5+GL77Drp0\nyd2ypiDsEZJisU9IKmtOPPFEDjnkkOhxJBLh2Wefjfm8ZcuWMWzYsHy1iy66KN9gyM7UqFGD1NTU\nfLXBgwezcePG3T5v69atvPDCC/lqLVq04Mgjj4yZVbsXH3QASVLp8Tfa8C5z+ZplzOVXejOOvpxe\n6Pf5/vvvOfPMM5k6depu98STVH7ZJyTFYp+QFIt9Qir9vvsObr8dPv44f/3KK6FvXzjwwL2/tj1C\nUiz2CUllTTgc5qqrruLhhx+O1qZMmcLgwYO55pprdvqcNWvW8NBDD+XbbqZ69epceOGFe3TPK6+8\nkk8++YSsrCwAVq9eTZ8+fejTpw+JiYl/OD87O5snn3ySRYsW5avvKl9hGD16NHPmzCny5/30008F\nvkdhc3hEkrTHtm1fczwDySKHfzKJTjSiJQcFHU2SJEmSJJUTv/0GvXvDgAGwdbtFUdu0gf79oWXL\n4LJJkiQVtnnz5jFv3ryd/t3s2bP/UBs+fPgur3X66adTuXLlXf79aaedxogRI5g2bVq09vrrr7Nw\n4UK6du3KUUcdRXx8PBs3bmT8+PG8/vrrrFy5Mt81brrpJipVqhTrZQFQu3ZtLrvsMoYMGRKtffXV\nV9x8881ceeWVtGrVikqVKrF582ZmzJjB66+/zqxZs/Jdo0OHDjRu3HiP7ldQkUiEuXPnMnfu3AI9\nByjw8wBCoVD0+UFweESSVCBNOYBenML9pEW3r5nK9VQsxE8pdevWpVevXtStW7fQrimpbLFPSIrF\nPiEpFvuEVPps3QoDB8KDD+YOkGxzyCHw+ONwySUF355mV+wRkmKxT0gqLpMnT2bo0KF7fH6/fv12\n+XetWrXa7fBIKBTigQce4NZbb823EsakSZOYNGkScXFxVKpUifT09J0+/6KLLqJ9+/Z7nBXgiiuu\nYPHixYwfPz5aW7RoEQ899BAASUlJbNq0aadDFc2aNeO2224r0P0KIvT7clTxfgAAIABJREFUF5d7\nOtAR2uGL0YIMguz43CCE0tLSghtdUbmVkpJCTk4OcXFxZGdnBx1HUgFlkc2fGcR0VgBwHyfzCO0C\nTiVJkiRJksqqMWOgZ0/YfuXvypXhrrvgb3/LfSxJklSShMPh6PuhY8eO3evrDBkypEDDI7vz1ltv\nUadOnZjn/fbbb/Tu3ZuZM2fu0XXj4uK46qqruOKKK/Yq19atW3n++ef54IMP9vg5bdu25e67797j\nVU4Kol27doGuAhIKhfbpv5m95cojkqQCq0CYIZxPC15iKzn8g4l0ohHH45S9JEmSJEkqPPPm5Q6H\nfPRR/vpll8E//gEHHxxMLkmSpLKsZs2a9OvXj1GjRvHvf/+bH3/8cafnhcNhTjjhBLp160bDhg33\n+n7x8fH06NGDU089lddff53p06fvcnDj6KOPpmvXrpx88sl7fb9YjjnmmBKxEkhxc+URBcKVR6Sy\noQ/j6cU4AJpxAF9zPQmEgw0lSZIkSZJKvTVr4OGH4bnncrer2ebPf4b+/aF16+CySZIk7YnCWnmk\nJFiyZAnz58/nl19+YevWrVSqVImDDz6Ypk2bkpycXOj3++2335gzZw7Lly8nMzOTihUrcsABB9Co\nUSNq165d6PdTLlcekSTttXs4if/yHd+wgm9ZxaN8Tm9OCzqWJEmSJEkqpbZuhZdfhgcegNWr8+oH\nHQSPPw6XXgpxccHlkyRJKo/q1atHvXr1iu1+NWvW5KSTTiq2+ymXX2ZLkvZaBcK8ynnE//7p5DEm\n8g0rAk4lSZIkSZJKo08/heOOg7/8JW9wJDERHnwwd/uayy5zcESSJEkqKn6pLUnaJ8dSh3vJnf7c\nSg5X8T5ZuB2VJEmSJEnaMwsWwHnnwRlnwKxZefVLL80dGundG5KSgssnSZIklQcOj0iS9tl9tKUZ\nBwAwg5X0ZWLAiSRJkiRJUkm3bh38/e/QpAkMH55Xb9kSvvgC3nwTinF1dEmSJKlcc3hEkrTPEggz\nhPMJEwLgYT5nJiv3+noZGRnMnj2bjIyMwoooqYyxT0iKxT4hKRb7hBSc7Gx46SU44gh48knIysqt\n160LQ4fCl19CmzbBZrRHSIrFPiFJKmscHpEkFYrjqcvd221fczUf7PX2NXPnzqVp06bMnTu3MCNK\nKkPsE5JisU9IisU+IQUjLQ2OPx5uuAF++SW3lpgI998P8+fDlVdCXAn4qbU9QlIs9glJUllTAr4M\nlySVFQ/QlibsD8A0lvNPvgg4kSRJkiRJKgkWLoROnaBdO5g5M69+8cXw3Xfw8MOQnBxcPkmSJKm8\niw86gCSp7KhIPEM4n9YMIpsIvRnPeRxNUw4o0HX2228/rr32Wvbbb78iSiqptLNPSIrFPiEpFvuE\nVDzWr4dHH4X+/WHLlrx6ixa5tZNOCi7b7tgjJMVin5Cksmvo0KFBR6Bbt27Ffs9QWlpapNjvqnIv\nJSWFnJwc4uLiyM7eu20tJJVc9/Ap//h91ZEW1OVLuhPvYleSJEmSJJUb2dnw6qtw332walVevU4d\n6Nu35GxPI0mSVFTC4XD0/dCxY8cGHUcF0K5dO0KhUKAZgvhvxi/PJUmFrhen0ohaAExlOU8yKeBE\nkiRJkiSpuIwfD3/6E1x3Xd7gSMWKcO+9MH8+XHWVgyOSJEkq+SKRSCB/guKX6JKkQpdIPK9yHnHk\nTmX2Yhxz+CXgVJIkSZIkqSgtXgydO8Opp8I33+TVL7oI5s7N3b6mSpXA4kmSJEkFEgqFAl+BpDjF\nBx1AklQ2/ZmDuYMTeIJJbCGbq/mAL7jG7WskSZIkSSpjNmyAxx6Dp5+GLVvy6scdB/37Q9u2wWWT\nJEmS9lYkEiEUCtGgQQNq1aoVdJwi5/CIJKnI9OZUhjOPeaxmCkvpx2T+zolBx5IkSZIkSYUgJweG\nDMndjmblyrx67dq5wyTdukE4HFg8SZIkaZ+EQiEikQg//vgjNWvWJDU1lbZt25KQkBB0tCLhr39L\nkopMJSrwKuexbUGvB0jjO34NNJMkSZIkSdp3EyZAy5Zw7bV5gyMJCXDXXTB/PlxzjYMjkiRJKr0i\nkQiQN0Aybdo0+vbtS6dOnXjyySeZOXNmwAkLn8MjkqQidQKH0JPWAGz+ffuabHICTiVJkiRJkvbG\nDz9Aly65W9FMm5ZX79QJ5s6Ff/wDqlYNLJ4kSZK0z1555RW6dOlCzZo1iUQi0UGSSCTCpk2b+Pjj\nj+nZsyddu3Zl6NChLFu2LODEhSOUlpYWCTqEyp+UlBRycnKIi4sjOzs76DiSitgmsjiWF1nAbwA8\nyRncQZtdnp+dnU16ejpJSUmE/TUlSTthn5AUi31CUiz2CalgNm6Evn3hqadg8+a8evPm0L8/nHpq\nYNGKhD1CUiz2CUmxhMPh6PuhY8eODTqO9kJOTg5ff/01o0aNYtKkSWzZsgXIW41k22OAJk2akJqa\nyqmnnkpSUlJgmfeFK49IkopcZSoweLvta+4njfms3uX5M2bMoFq1asyYMaN4AkoqdewTkmKxT0iK\nxT4h7ZmcHBg6FI48Eh57LG9wZP/94aWXYOrUsjc4AvYISbHZJySp7IuLi6NVq1Y8+OCDvPvuu/Ts\n2ZPGjRv/YXAkEokwe/Zsnn76aTp37szDDz/MlClToueVFvFBB5AklQ8nUY/b+DP9+R+ZbOUaPmA8\nVxF2jlGSJEmSpBLpiy+gRw/4+uu8WoUKubX77oNq1YLLJkmSJBWnpKQkOnbsSMeOHfn5558ZPXo0\nn3zyCatWrYqeE4lE2Lx5M+PGjWPcuHHUqFGD008/ndTUVBo0aBBg+j3jO3aSpGLzKCkcTg0AvuAn\nnmPKTs+rUqUK7du3p0qVKsUZT1IpYp+QFIt9QlIs9glp15YsgUsvhZNOyj84ct55MGcO/POfZX9w\nxB4hKRb7hCSVXwcffDDXXnstb7/9Nk899RRnnHEGFStWzHdOJBLht99+Y9iwYXTv3p3rr7+ed999\nl3Xr1gWUOrZQWlpa6VorRWVCSkpKdI+v7OzsoONIKkaf8yOnMASASsQzk5toSM1gQ0mSJEmSJNLT\n4fHH4YknIDMzr96sGfTrBykpwWWTJEkqbcLhcPT90LFjxwYdR0UsIyOD8ePHM2bMGGbMmEEkEsm3\nrQ3kbnMTDodp2bIl7du358QTTyQ+vuRsFuPwiALh8IhUvt3Kx9FVR06mHuO4ijhCAaeSJEmSJKl8\nysmBN96Au++GZcvy6rVqwSOPwLXXQgn6mbYkSVKp4PBI+bVy5crotjZLly4FcgdHth8iATj99NO5\n5557Asu5I7etkSQVu76k0IDqAExgCS/sYvsaSZIkSZJUtL78Etq0gSuvzBsciY+H22+HBQvghhsc\nHJEkSZIKonbt2lx55ZW8/vrrPPPMM5x11llUrlwZyD9EsnXr1iBj/oHDI5KkYpdEAq9wbvT4bsay\niDUBJpIkSZIkqXz56Se47DI44QT43//y6h07wuzZ8NRTUL16cPkkSZKksqBZs2b07NmTHj16ULVq\n1aDj7JYz45KkQJxGA/7CnxjA12wii2sZzliudPsaSZIkSZKK0KZN8MQT8PjjkJGRV2/SBPr1gzPO\nCC6bJEmSVJbMmzeP0aNHk5aWxvr166P1bdvWlDQOj0iSAvM4ZzCS7/mBtYzjB17ka/5Cy6BjSZIk\nSZJU5kQi8NZbcNdd8PPPefX99oM+feD6692eRpIkSdpXq1evZsyYMYwZM4YlS5YARLep2X7LmqpV\nq3LMMccElnNn/HZAkhSYZBIYREdO53UA7uQTOtCQBtQIOJkkSZIkSWXHlClw223w5Zd5tfh4uOUW\nePBBqOG34ZIkSdJe27JlC59//jmjR49m+vTpRCKRfAMj24TDYf785z+TmppK69atiS9h09slK40k\nqdxJ4TBuoAUDmUo6WXTnQz7lCkJuXyNJkiRJ0j5ZuhTuuQdefz1//eyz4ckn4eijg8klSZIklQUz\nZsxg9OjRfP7552T8vidkJBIhFApFVxmJRCIceeSRpKam0q5dO6pVqxZw6l2LCzqAJEn/5AzqkfvJ\n8jMW88A3b1K1alW++eabgJNJKqm++eYb+4Sk3bJPSIrFPqGyLCMDHn4Yjjwy/+BIo0YwahR89JGD\nI7HYIyTFYp+QpPJp6dKlvPrqq3Tt2pXbb7+d0aNHs2nTpuhKI5A7QFKzZk0uvvhiBg8ezIsvvsgF\nF1xQogdHwJVHJEklQFUq8jIdSeX/AHg6ZzIZGzaQk5MTcDJJJVVOTg4b7BOSdsM+ISkW+4TKokgE\n3nkH7rwTfvopr16zJvTuDTfcABUqBJevNLFHSIrFPiFJ5Ud6ejppaWmMHj2aOXPmAOx0W5qEhARO\nPPFE2rdvz5/+9Cfi4krXWh4Oj0iSSoT2HE53jmMQ08lIjJDU+CAqJlYMOpakEioxMZHGjRuTmJgY\ndBRJJZR9QlIs9gmVNV99BT16wKRJebVwGG6+GXr1yh0g0Z6zR0iKxT4hSWVbTk4OU6ZMYcyYMUya\nNImsrCxg59vSNGvWjPbt23PaaadRuXLlgJPvvVBaWlok9mlS4UpJSSEnJ4e4uDiys7ODjiOphFhH\nJk35Fz+zHoDn6cDNtAo4lSRJkiRJJdeyZXDvvTB0aP76mWfC00/nblUjSZKk4hcOh6Pvh44dOzbo\nOCqAAQMGMHbsWNauXQvkX2Vk2+M6derQvn172rdvz4EHHhhY1sLkyiOSpBKjGom8TEc68AYAt/Ax\nGWzlDk4gRCjGsyVJkiRJKj8yMnKHQ/r2hfT0vPrRR+fWO3QILpskSZJUmv3nP//JNyiyTaVKlTjl\nlFNo3749zZs3Dyhd0XF4RJJUopxJQ3rwZ/rzPwD+zif8wFqe4UzClK694SRJkiRJKmyRCAwbBnfe\nCT/+mFevXh1694abboIKFYLLJ0mSJJUVoVDuLzY3aNCA1NRUTj75ZCpWrAjAmjVrivTeNWrUKNLr\n74zDI5KkEudpUqlJJR5kHAAv8BU/sZ436UQSCcGGkyRJkiQpINOmQY8eMGFCXi0chhtvzB0c2W+/\n4LJJkiRJZc22lUcWL17Miy++yIsvvlhs9w5iqyN/hVuSVOKECPEApzCE84j//VPVcOZxGkNZycaA\n00mSJEmSVLxWrIBrroE//Sn/4Ej79jBjBjz/vIMjkiRJUlGJRCLF+icoDo9IkkqsbhzLKC6jKrlL\ngH3FMk7gFebxa8DJJEmSJEkqepmZ0LcvHHEEvPpq7pY1kHv84YcwahQ0aRJsRkmSJKmsCoVCxf4n\nSCVu25p169aRnp7O5s2bAUhMTKRy5cpUq1Yt4GSSpCCkcBgTuZqzeJOfWc9i1nICrzCcSzmJekHH\nkyRJkiSp0EUi8N578Pe/w+LFefVq1aBXL7j5ZkhwV1dJkiSpyAS5AkhQAhseyc7OZvbs2cyePZt5\n8+axePFiVq1axZYtW3Z6fkJCArVr16Z+/focffTRNG7cmCZNmhAOh4s5uSSpuDWjNl9yLWfzJjNY\nyRoyOZ3XeI0L6IK/YiVJkiRJKjumT4eePWH8+LxaXBzccAP07g377x9cNkmSJKk8ePPNN4OOEIhQ\nWlpasY3MZGVl8cUXX5CWlsbUqVPJyMiI/t2eTu5sv1RL5cqVadGiBaeeeipt2rQhwXH7UiMlJYWc\nnBzi4uLIzs4OOo6kEmbOnDlcdNFFDBs2jMaNG0fr69lMF4YxmoXR2j85nb/RhhDBLuUlqXjtqk9I\n0jb2CUmx2CdU0qxcCfffD6+8krc9DUBKCvTrB82aBZetPLJHSIrFPiEplnA4HH0/dOzYsUHHkWIq\nlpVHlixZwrvvvstnn33Gpk2bgPzDIgXdv2fbc9PT05kwYQITJkygcuXKtGvXjk6dOnHooYcW7guQ\nJBWrzMxM5syZQ2ZmZr56VSryIZdyIx8xmG8AuJNP+YG1PEMH4okLIq6kAOyqT0jSNvYJSbHYJ1RS\nbN4MzzwDjzwCGzbk1Rs2hKeego4dIeCtz8sle4SkWOwTkqSypkiHR2bNmsXrr7/O119/DeQNfWw/\nLBKJRPZqv6Dth00ikQjp6el89NFHfPTRR7Rs2ZLLL7+cpk2bFsKrkCQVt7i4OKpUqUJc3B+HQSoQ\nZhDnUp/qPMg4AAbwNT+xnre4kCRchUoqD3bXJyQJ7BOSYrNPKGiRCHzwAfztb7Awb4FNqlaFBx+E\nW26BihWDy1fe2SMkxWKfkCSVNUWybc3333/PoEGD+Oqrr4Dc4Y7th0Ugd/ijQYMGHH744Rx++OEc\neOCB7L///tSsWZNKlSpFt6DZvHkzmZmZrF69ml9//ZWlS5eycOFCFi5cyA8//JDvejveq2XLlnTv\n3p2GDRsW9kvUPnLbGkmF4TVmcC3D2UoOAH/iQD7iUmqTHHAySZIkSZJ2beZM6NED0tLyanFx0L07\nPPwwHHBAcNkkSZJUONy2RqVNoQ6PrF+/nkGDBjFy5MjoiiKhUCg64FG9enVOPvlkWrVqRfPmzUlO\n3rc39zZs2MCMGTOYMmUKEydOZO3atQDRe25b4eSss86ie/fuVK1adZ9fowqHwyOSCstYFtGJf7Oe\nzQDUpzofcxlHUyvgZJIkSZIk5bdqFTzwAAwaBDk5efXTToN+/aB58+CySZIkqXA5PKLSplCHR847\n7zw2btyYb2gkISGBtm3bctZZZ9G8efN8280UpkgkwowZMxgxYgQTJkxgy5Yt+YZIqlSpwvvvv18k\n91bBOTwiqTDNYhUdeIOfWQ9ADRJ5n0toy6EBJ5MkSZIkCbZsgeeegz59YP36vPphh8GTT8L550MR\n/dhUkiRJAXF4RKVNfGFebMOGDdHhkOrVq3PhhRdy7rnn7vMKI3siFApx7LHHcuyxx7Jx40aGDx/O\ne++9x2+//UYkEmHDhg1FnkGSFIymHMCXXMvZvMkMVrKGTM7gdYZyPpfQNOh4kiRJkqRyKhKBDz+E\nO+6A77/Pq1epAvffD7fdBhUrBpdPkiRJkraJK+wL1qhRg1tvvZW33nqLrl27FsvgyI6Sk5Pp2rUr\nb731Frfeeis1atQo9gySpOJ1EFWZwNWkcjgAW8jmUt7ln3xBhEJbZEuSJEmSpD3y7bfQvj2cd17e\n4EgoBN27w4IFcOedDo5IkiRJJU2vXr1YunRp0DH+4Oeff6ZXr15Feo9CXXnkmmuuoXPnziQmJhbm\nZfdahQoVOP/88+nQoQPDhg0LOo4kqYhVoSIfcil/YQSDmA7AXXzKD6zlWToQX/gzk5IkSZIk5fPL\nL9CrFwwcCDk5efW2baF/fzjuuOCySZIkSdq9CRMmMHnyZM4880wuueQSDjzwwEDzLF26lLfeeovR\no0eTs/03GEUglJaW5q9jq9ilpKRE9/jKzs4OOo6kMiZChMeYwP2kRWvncCRvcyFJJASYTJIkSZJU\nVm3ZAi+8AL17w7p1efX69eHJJ6FTp9yVRyRJklQ+hMPh6PuhY8eODTqO9lC7du0I/f6Fe1xcHG3b\ntuXCCy+kcePGxZpj1qxZvPvuu0yYMIFIJEIkEiEUChXpf0uFuvKIJEklQYgQ99GWelTjWoaTRQ4f\nMZ9TGMJHdKUOxb+lmiRJkiSpbIpEYMQIuOMOmD8/r56cDPfdBz16QAlZqFmSJElSDIcddhiLFi0i\nFAqRnZ3NuHHjGDduHPXr1+fss8/mlFNOYb/99iuSe69atYpx48bx8ccfs2TJEoDo0AjA4YcfXiT3\n3cb1+yVJJc6CBQtITU1lwYIF+3SdK2jOKC6nGrmbSE9lOa0ZxFx+KYyYkgJUWH1CUtlln5AUi31C\nhWH2bDjzTOjYMW9wJBSCa67JPb77bgdHSit7hKRY7BOSVDa99NJL3HLLLSQlJUVrkUiExYsX88IL\nL9ClSxduueUWXnvtNWbOnMnWrVv3+l5btmxh+vTpvPrqq9x4441ceumlDBw4kB9//JFIJG8DmeTk\nZP7617/y4osv7tNri8WVRyRJJc6GDRsYM2YMGzZs2OdrtaMBX3ANHXiDn1jPj6yjDYP5gEtoy6GF\nkFZSEAqzT0gqm+wTkmKxT2hfrF4NvXrBiy/C9jsyn3QS9O8PLVoEl02Fwx4hKRb7hCSVTXFxcXTq\n1InTTz+dN998kw8++IDNmzcTCoWiAx1z585l7ty5DB06lHA4TL169TjssMM48MADqVWrFjVr1iQx\nMZGKFSsSiUTYsmULGRkZrF69ml9//ZWlS5eyePFifv75Z7J//4Zi+2GRbfdKSEjgggsu4NJLL6VK\nlSpF/todHpEklXlNOIAv6c45vMl0VrCWTM7gdYZwHpfSLOh4kiRJkqRSIisLBgyAhx6CtWvz6oce\nCk88AZ075648IkmSJKl0q1q1KjfeeCNdunThnXfeYcSIEWzatCm6hcy2YY+tW7eyaNEiFi9eXKDr\nbz8sAuS7blJSEh07dqRz587UqFGjEF7NngmlpaVFYp9WMqSnp/Pll1+yaNEiMjIyqFmzJscddxxN\nmjQJOpoKKCUlhZycHOLi4qLTVJK0TXZ2Nunp6SQlJREOhwvtuhvYTBf+wyi+j9b+QQp3ciIh/Ome\nVJoUVZ+QVHbYJyTFYp9QQY0cCbffDvPm5dWSkuDee6FnT6hUKbhsKnz2CEmx2CckxRIOh6Pvh44d\nOzboONpHGRkZjBw5klGjRrFw4cJoPbTd9PiOAyG7sqvnHHXUUZx55pmkpqaSGMD+l4EMj6Snp/Pt\nt99Gjw8++GAOPvjg3T5n9OjRDBgwgI0bN/7h74466ijuueceDjnkkELPqqLh8IikoGSRzV8YwSCm\nR2s30oLnOIt44gJMJkmSJEkqiebOzR0aGTUqf71bN3jsMTjwwGBySZIkqWRzeKTsWrx4MePGjWPK\nlCnMnz9/l6uI7Ghn5zVq1IhWrVpx6qmnUq9evSLLvCcCGR559913GTBgQPS4f//+NGu2620DRo0a\nxRNPPLHTfX62qV69Os899xwHHXRQ0YRWoXJ4RFKQIkToy0Tu47No7WyO4G06k0xCgMkkSZIkSSXF\nb7/lbk8zYABs/+OrNm2gf39o2TKwaJIkSSoFHB4pH9avX893333HvHnz+OGHH1i5ciW//PIL6enp\nbN68GYCKFSuSnJzM/vvvT506dahfvz5HHXUURx99NMnJyQG/gjzxQdx04sSJ0cGPQw89dLeDI2vW\nrOHZZ58lEonk2+dn2/O3DZGsXbuWhx56iJdeemmXkzySJAGECHEvJ3Mo1biaD8gihxEs4BSGMIKu\n1KHkfKKWJEmSJBWvrCwYOBB69codINnmkEPgn/+Eiy8Gf/woSZIkCaBq1aq0atWKVq1aBR1lnxX7\n+vzZ2dl89913hEIhQqEQbdq02e35w4YNIzMzMzokEhcXR9u2benSpQutW7cG8pZ9WbRoEWPGjCny\n1yBJKhsu4xhGcznVqAjANJbTmkHM4ZeAk0mSJEmSgjB6NDRvDn/9a97gSOXK0KcPfPcdXHKJgyOS\nJEmSyqZiX3lkyZIl0eVZQqEQxx577C7PjUQifPLJJ9HBkfj4eJ566ql8K5VMnDiRXr16RQdIRo4c\nSWpqatG+CElSmXEaDfiCaziLN1nCOn5kHScymPe5mFOoH3Q8SZIkSVIxmDcPbr8dRo7MX7/iCnjs\nMTj44GBySZIkSVJxKfaVR5YtW5bvuEGDBrs8d/bs2axevRrIHTTp0KHDH7a4Oemkk0hNTY1uZTNr\n1iw2btxY+MElSWVWEw7gS67lOOoAsJZM2vN/vMm3ASeTJEmSJBWlNWugZ09o2jT/4Ejr1vDll/Da\naw6OSJIkSSofin145Ndff827eVwctWrV2uW533zzDZC7AgnA2WefvdPzdlxpZOHChfsaU5JUztSl\nCp9zNR1oCMAWsrmM9/gHE4kQCTidJEmSJKkwbd0KAwbAEUdA//65x5A7KPLGGzBpEvz5z8FmlCRJ\nkqTiVOzDIxkZGdHHlStX3u25336b9xvfNWvW5Mgjj9zpedvq27au+fnnn/c1piQpQD/++CPdu3fn\nxx9/LNb7JpPAcC7lOo6P1u5hLDfyEVvJKdYsknYvqD4hqfSwT0iKxT5Rfn36KRx3HNx8M/y+6DGV\nKkGvXvDdd9C1K/z+Y0aVY/YISbHYJyRJZU2xD49s3TbGvwfmzp1LKBQiFApxzDHH7PK8SpUq5RtE\nSU9P36eMkqRgrV69mldeeSW6dVlxiieOgZzDY7SL1l5iGufxNhvZUux5JO1ckH1CUulgn5AUi32i\n/FmwAM49F844A2bNyqt37Qrz5sFDD0FSUmDxVMLYIyTFYp+QJJU1xT48kpiYGH28/SokO1q0aBEb\nN26MHjdt2nS3161QoUJ0e5stW3xzT5K090KEuIeTeYNOVPj9U+VIFnAKQ1jOhoDTSZIkSZIKYu1a\nuOMOaNIEPvwwr96qVe72NG+8AYccElw+SZIkSSoJin14pEqVKtHH2dnZrFixYqfnff311wDRgZBm\nzZrt9rrp6enRbWsSEhIKI6okKSCNGjVi1qxZNGrUKNAcXWnGGK6gOrmDj9NYTmteYQ6/BJpLUsnp\nE5JKLvuEpFjsE2VfdjYMHAhHHAFPPw1ZWbn1Aw+E116DyZPhhBOCzaiSyx4hKRb7hCSprCn24ZH6\n9esDRAc9tg2J7Ojzzz+PPk5OTqZhw4a7vObGjRvzbYez/YCKJKn0qVSpEk2aNKFSpUpBR+FU6vMF\n11CPagAsYR1teIVx/BBsMKmcK0l9QlLJZJ+QFIt9omz77DM47ji48Ub49dfcWmIiPPAAzJ8PV1wB\nccX+k1GVJvYISbHYJyRJZU2xf4vUoEEDKlasCOSuKvLvf//7D9vMzJw5kzlz5hAKhQiFQhx77LG7\nvebixYuj1wOoU6dOESSXJJVXjdmfL7mW46kLwDo2057XeZNvA04mSZIkSdre99/DBRdASgp8u923\nbJdcAvPmQZ8+kJQUXD5JkiRJKqmKfXgkISGBNm3aEIlECIVCLF3AblZnAAAgAElEQVS6lL///e9M\nnz6dFStWMH78ePr06UMoFIoOg7Rr126315w3b16+44MPPrjI8kuSyqe6VGE8V3EWRwCQRQ6X8R59\nmUCESMDpJEmSJKl8W7cO7rwTGjeG99/Pq//pTzBxIrz1FtSrF1w+SZIkSSrp4oO4adeuXRk/fjyR\nSIRIJMKsWbP429/+Fv37bYMloVCIunXrctJJJ+32epMnT44+rlmzJvvvv3+RZZcklV/JJPABl3AL\nIxnIVADu5TMWs5YBnE188c9kSpIkSVK5lp0NgwfD/ffDqlV59bp1oW9ft6eRJEmSpD0VyLdOhx9+\nOJdddll0SASIDpJsq21bdeS2224jHA7v8lrr1q1jxowZ0WGTpk2bFstrkCSVT/HE8S/Opi8p0drL\nTONc3mIDmwNMJkmSJEnly7hx0KIFXH993uBIxYpw330wfz506+bgiCRJkiTtqcC+fbr66qu56qqr\nCIfD0UGRbSKRCAkJCdx55520bNlyt9f56KOPyMnJiR7HOl+SpH0VIsTdnMQbdCKB3AHHj/meUxjC\ncjYEnE6SJEmSyrZFi+DCC+G002DGjLx6ly7w3XfwyCOQnBxcPkmSJEkqjQLZtmabK6+8kjPOOIOx\nY8eyYMECNmzYQHJyMo0aNSI1NZWaNWvu9vnZ2dmMHj2axMREAEKhECeccEJxRJckia404yCqcD7v\nsJZMprOC1rzCSLrShAOCjidJkiRJZcr69fDYY9CvH2zZklc//njo3x9OPjm4bJIkSZJU2oXS0tIi\nsU+TCldKSgo5OTnExcWRnZ0ddBxJJczy5csZOHAgN9xwA3Xr1g06Tkxz+YUOvMGPrAOgGhX5Lxdz\nGg0CTiaVXaWtT0gqfvYJSbHYJ0qP7GwYMiR3O5qVK/PqtWvnDpNcdZXb06jw2SMkxWKfkBRLOByO\nvh86duzYoONIMfltlSSpxFm+fDm9e/dm+fLlQUfZI43Yny/pTgtyv0lcx2ZS+T/+j5kBJ5PKrtLW\nJyQVP/uEpFjsE6XD559Dy5bQvXve4EhCAtx9NyxYANdc4+CIioY9QlIs9glJUlnjt1aSJBWCOiQz\njqs4myMAyCKHK/gvj/I5EVzkS5IkSZIKYvFiuOgiOOUUmD49r37hhTB3LvTtC1WqBJdPkiRJksoa\nh0ckSSVOw4YNGTVqFA0bNgw6SoEkk8D7XMKNtIjW7ieNG/iIreQEmEwqe0prn5BUfOwTkmKxT5RM\nGzbAvfdCo0bwn//k1Zs3h7S03NphhwWXT+WHPUJSLPYJSVJZE0pLS/PXoVXsUlJSont8ZWdnBx1H\nkgpVhAhPMIm7+DRaO5OG/JvOVKFigMkkSZIkqWTKyYHXXoN77oEVK/LqBxwAjz4KV18N4XBw+SRJ\nkqSCCofD0fdDx44dG3QcKab4oANIklTWhAhxJydSj2p04322kM0ovqctQxhBVw7EtZUlSZIkaZuJ\nE6FHD5g6Na+WkJBbu+8+qFo1uGySJEmSVFCrVq1i48aNpKenk5OzdyvTN2/evJBTxVYihkc2btzI\nF198wfz581myZAkbN25k06ZNe/WBDIVCvPbaa0WQUpKkgrmEphxIFc7jbdaSyTesoDWDGMllNOWA\noONJkiRJUqB+/BHuugveeSd//YIL4Ikn4PDDg8klSZIkSQWxceNGxowZw/jx4/n+++/JzMzc52sG\nsVpNoMMja9euZeDAgXz22Wds3bo1Wo9E9n4nnVAoVBjRJEkqFG05lElcw1m8yQ+s5SfWcxKDeY+L\naUeDoONJkiRJUrHbuBEefxyefBK2/5nqMcdAv37Qrl1w2SRJkiSpIEaOHMm//vUvNm3aBOzbrMM2\nQc08xAVyV2DOnDl069aNMWPGkJWVle+DGAqF9uqPJEklUSP2ZzLX0oK6AKxjM2fyf/wfMwNOJkmS\nJEnFJycHXnsNjjoKHnkkb3Bk//1h4ECYNs3BEUmSJEmlx9ChQ3nqqadIT0+PzjuU5vmFQFYeWbp0\nKXfeeWd0+mbbB64wpnAkSSqJ6pDMeK7iEt7lI+aTRQ5X8F9+YC33cTIhSt8XEZIkSZK0pyZPhh49\nYMqUvFqFCnDrrfDAA1CtWnDZJEmSJKmgvv76a4YOHQr8cd6hcuXK1K1bl8qVKxMXF9h6HgUWyPDI\n888/z6ZNm/J9EOvWrctpp53G0UcfzQEHHEClSpVK1QdSkqRYkkjgv1zMrXzMv/gagAdI4wfW8i/O\npgLhgBNKkiRJUuH66Se46y5466389XPPzd225ogjgsklSZIkSfti0KBBQO7gSCQSIS4ujvPOO4+O\nHTvSoEGDgNPtnWIfHvntt9+YMmVK9IMYCoXo1q0bl19+OeGwb5pJkuDXX3/l/fff5/zzz6dWrVpB\nxylU8cTxAmdRn+rcxacAvMJ0fmY9w7iIKlQMOKFUOpTlPiGpcNgnJMVinyha6enwz3/CE09ARkZe\nvWlT6NcPTj89uGzSnrBHSIrFPiFJ5deqVauYP39+dOahYsWKPPLII7Ro0SLoaPuk2Jf2+Oabb/Lt\n93POOefQrVs3B0ckSVFLlizhuuuuY8mSJUFHKRIhQtzJibzNhST8vtrIaBbSliEsY0PA6aTSoaz3\nCUn7zj4hKRb7RNHIyYE33oCjjoI+ffIGR/bbDwYMgOnTHRxR6WCPkBSLfUKSyq9Zs2ZFH4dCIS65\n5JJSPzgCAQyPrF69Gsjb76dz587FHUGSpBLhYpryKVdQg0QAvmEFrRnELFYFnEySJEmSCu5//4M2\nbeDyy2Hp0txafDz07Anffw833ZR7LEmSJEml2Zo1a4C8mYfU1NQg4xSaYh8e2bp1a/RxQkIChxxy\nSHFHkCSVcPXq1ePll1+mXr16QUcpcidzKJO4lvpUB+An1nMigxnLooCTSSVbeeoTkvaOfUJSLPaJ\nwvPzz3DFFdC6de4AyTbnnAOzZ8PTT0P16sHlk/aGPUJSLPYJSSq/MrbbmzMhIYE6deoEmKbwhNLS\n0iLFecMRI0bw1FNPAZCcnMzw4cOL8/YqIVJSUsjJySEuLo7s7Oyg40hS4FaykXN4i69ZBkA8cbzC\nuVxJ84CTSZIkSdLObdoETz4Jjz+e+3ibxo2hXz9o3z64bJIkSVLQwuFw9P3QsWPHBh1HheiDDz7g\nmWeeAcrWzEOxrzzSsGHD6OP09HS2bNlS3BEkSSpxapPMOLrRkSMB2EoO3XifhxlPhGKd85QkSZKk\n3YpE4K234OijoVevvMGRmjXh+edhxgwHRyRJkiSVXYceemj0cXp6OllZWQGmKTzFPjxy5JFHst9+\n+0WPZ8yYUdwRJEkqkZJI4L9czF/4U7T2IOPoznCycJUmSZIkScH76is48UTo2hV++im3Fh8Pt90G\nCxbAzTfnHkuSJElSWdW0aVMqV64cPf72228DTFN4in14JBQK0alTp+jxe++9V9wRJEkqscLE8Txn\n8QRnRGuD+YZzeIv1bA4wmSRJkqTybOlS6NYNWrWCyZPz6h06wLffQv/+uSuPSJIkSVJZFx8fzznn\nnBM9HjFiRIBpCk+xD48AdO7cmcMOO4xIJMKUKVPKzAdTkqTCECLE32jDO3QmgTAAY1hIW15lKesD\nTidJkiSpPMnIgEcegSOPhNdey6sffTSMHJn75+ijg8snSZIkSUG44oor2H///YlEIowbN47//e9/\nQUfaZ4EMj1SoUIFHH32U2rVrE4lE6NevH0OHDiU72yX5JUnapgtN+JQrqEEiADNYSWte4VtWBpxM\nkiRJUlkXicA77+QOhjzwAGzalFuvUQOeeQZmzsxddUSSJEmSyqOkpCQeeeQRkpKSiEQi9OnTh88/\n/zzoWPsklJaWFgnq5r/99hsPP/wwM2bMIBQKUbNmTVJTUznmmGOoXbs2lStXJhQKFfi6tWrVKoK0\neycnJ4f58+ezaNEi1q5dSyQSoWrVqtSvX59GjRoRXwI2gc3KymLRokX88MMPbNiwgczMTBITE6lS\npQr169fn8MMPL/ScKSkp5OTkEBcX59CQJMUwj1/pwBssZi0AVanIe3QhhcMCTiZJkiSpLJo6FXr0\ngIkT82rhMNx0Ezz0EOy3X2DRJEmSpFIjHA5H3w8dO3Zs0HFURBYtWsSDDz7IsmXLCIVCtGzZko4d\nO9K8eXOSk5ODjlcggQ6PAGRnZ9OrVy8mTZqUG2gvhkV2VBL+58vIyODtt9/mww8/ZM2aNTs9Jykp\niTPPPJPLL7+c6tWrF3NC+Pbbb3n//feZOHEiW7Zs2eV5CQkJnHzyyXTq1InGjRsXyr0dHpG0O+vX\nr2fy5MmccMIJVK1aNeg4JcJKNtKRt/iKZQDEE8cgOtKNYwNOJgXDPiEpFvuEpFjsE3+0fDncey8M\nHZq78sg27dvD009DkybBZZOKmz1CUiz2CUmxODxStnXt2jX6ePPmzdGZgO3nHSpXrkxycnKBZyBC\noRBvvPFG4QQtyH2DHB6ZOnUq/fv3Z9myZdFaJLJvcUKhUOD/882bN49evXqxcuWebStQtWpV7rvv\nPlq1alXEyXJt2rSJ5557jlGjRhXoeaFQiI4dO3LTTTeRmJi4TxkcHpG0O9OmTaNFixZMnTqV448/\nPug4JUY6W+jKewxnXrTWm1N5gLaE2PfhS6k0sU9IisU+ISkW+0SezEzo1w8eeww2bsyrH3lk7tDI\nWWdBIfy+l1Sq2CMkxWKfkBSLwyNlW7t27QiFQkQikXzDIfs67wDBzTzEFfsdfzd8+HDuuusuli5d\nmu8DGAqF9vpPSTBnzhx69uy508GRChUqULFixT/U169fz7333ssXX3xR5PkyMjK4++67dzk4UqFC\nBapWrbrTbWoikQjDhw/nvvvu2+1KJZKkopFEAu/RhZtpGa31YhzXMpwsHMSTJEmSVDCRCPznP9Co\nUe6KI9sGR6pXzx0m+fZbOPtsB0ckSZIkaVd2nFPYl3mHoGce/jghUAy++eYbnnnmmXxTONsPkFSu\nXJnExETi4gKbbdkra9eu5cEHHyQjIyNaC4fDXHDBBZx77rkcdNBBhEIhVq5cyciRIxk2bBiZmZlA\n7vY9jz76KAMHDuSQQw4psowvvPAC3377bb5alSpV6NKlC6ecckq+ey9ZsoS0tDSGDRtGenp6tD5t\n2jRefPFFbr311iLLKal8q1u3Lr169aJu3bpBRylxwsTxHB1oQHX+xicAvMo3/Mx6/kMXqvLHIUWp\nLLJPSIrFPiEplvLeJ6ZPhx494PPP82pxcXDjjdC7N9SqFVw2qSQo7z1CUmz2CUlSYawyUpIEsm3N\n9ddfz/fff59vGZf27dtz+umnc9RRR5GcnFzckQpF//79+eCDD6LHFSpUoHfv3pxwwgk7PX/OnDnc\nfffdbNiwIVpr3bo1ffv2LZJ8ixcvpnv37uTk5ERrdevWpV+/ftSuXXuXz1u6dCm33347q1atitbi\n4uIYMmTIXg+6uG2NJO27YczmCv7L5t9XHTmG2oygKwfjHquSJEmSdm7lSrjvPhg8OHflkW1OPz13\ntZGmTYPLJkmSJJUlbltTtq1YsaJIr1+nTp0ivf7OFPvKI4sXL843OFKpUiUeffRRjj322OKOUqhW\nrFjByJEj89WuvvrqXQ6OADRu3JjbbruNRx55JFr78ssvmT17Nk2aNCn0jGlpafkGRwDuv//+3Q6O\nABx00EHcf//9+VYaycnJYfz48Vx++eWFnlOStGcuogl1qcJ5vM1vZDCTlbRmECO5jGPYfW+XJEmS\nVL5s3gz9+8Ojj8J2v8fEEUfAU0/BOee4PY0kSZIk7akghjuKWrHvCzN37lyA6IojV155ZakfHIH/\nZ+/O46Ku9j+Ov2YAWQREXHLJNcAts9TKpc3sarmVmqaWZaLVtW6ZpmW2aDe92aplXX+l5c3MJVPT\nsvRmZGVmV01zRc3U3ABFZN+G7++PkYFBZECG+bK8n4/HPJxzPMsHjhwH+Mw58Nlnn5GVleUo169f\nn8GDB7vs1717d9q2betUt2jRIrfHB7B7926ncsuWLWndunWx+rZt25aIiAinuh07drgtNhERuTQ3\n0JifGUkzQgA4ThI38hHfcsjkyEREREREpDwwDFi+HFq3hmeeyUscqVHDnjSyaxf07avEERERERER\nkarO48kjCQkJTuUePXp4OoQysXHjRqdyr1698PLyKlbfPn36OJW3bNlCenq622LLFR8f71Ru2bJl\nifq3atWqyPFERMQcLajNL4ziOhoCkEgGd7CQ+Ww3OTIRERERETHTjh1w660wcCAcOp9fbrXCww/D\ngQMwbhxUq2ZujCIiIiIiIlI+eDx5xGrNm9Lf35+aNWt6OgS3O3DgADExMU513bp1K3b/m266ySnR\nJCMjgy1btrgtvlwFr6ypXr16ifoHBgY6lbOzs0sdk4iIuEddqhPFA9xJCwCyyeFBvmAq32NguOgt\nIiIiIiKVSWwsPPQQXHMNfP99Xv2tt8Jvv8GcOVCnjmnhiYiIiIiISDnk8eSRWrVqOZ4XTGaoqH77\n7Tencs2aNWnYsGGx+/v5+REWFuZUt23bNrfEll/dunWdykn5L7gthsTERKdy/rUUERHzBeDD5wzm\nMa511E1hAyNZRSY2EyMTERERERFPyMiA11+H8HD44AP7lTUAV1wBK1fCt9/CVVeZG6OIiIiIiIiU\nT96enjAiIsLxPCMjg8TERIKDgz0dhlsdPnzYqVzwepfiaN26NdHR0Y7ykSNHShvWBdq1a+d0osmu\nXbtK1L9g+yuvvNItcYmIiPt4YeVt7qAZNRnPOgDms51jJPI5gwnG1+QIRURERETE3QwDVq2C8ePh\njz/y6oOC4Pnn4fHHwVffCoiIiIiIiHhMXFwchw4dIjEx0XGoQ1BQEMHBwTRv3pw65fA4SI8njzRp\n0oTGjRtz9OhRAH799Vduu+02T4fhVrkfS6769euXeIyCfQqO6Q633347H3/8MVlZWQAcOnSIrVu3\n0qFDB5d9f/31V/78809H2Wq10rNnT7fHKCICkJaWxqFDh2jevDn+/v5mh1PhWLAwjs40pgb3sZwM\nbHzLIW7kI75iGJdTsZM2RUD7hIi4pn1CRFypLPvEzp3w5JOwfn1encUCo0bBP/8Jl11mXmwiFVll\n2SNEpOxonxARkYKOHDnC8uXL2bx5M3FxcUW2rVOnDp06dWLAgAE0btzYQxEWzePX1gAMHz7c8fyT\nTz7BZqvYR+kfO3bMqVzwepjiKNjn9OnTpKWllSqugmrXrs3IkSOd6qZPn+6UFFKYgwcPMn36dKe6\nQYMGlehqHhGRkti7dy9XXnkle/fuNTuUCu1uWrOe+6mF/ZvX34mhE3PZwSmTIxMpPe0TIuKK9gkR\ncaWi7xNxcfD3v8PVVzsnjtxyC2zbBu+/r8QRkdKo6HuEiJQ97RMiIpIrKSmJKVOmMHLkSL788kti\nY2MxDKPIR2xsLKtXr+bBBx9k6tSpjtNJzGRK8kj37t255ZZbMAyDv/76i9dff92MMNym4EKGhoaW\neIzC+iQnJ19yTBczZMgQBg0a5CjHx8fz97//ndmzZ7Nz506SkpKw2WwkJSWxY8cOZs2axZgxYzh3\n7pyjz0033cTo0aPdHpuIiLhfVxrzM5E0pyYAx0niRj5iHX+46CkiIiIiIuVRZia8+SaEh8OcOZCT\nY69v1gw+/xy++86eUCIiIiIiIiJlLzo6msjISH788UdHYojFYnF65CpYn9v+hx9+YNSoUezfv9/E\nj8SEa2tyTZo0iezsbH766SfWrVtHTEwM//jHP2jWrJlZIV2SjIwMcnK/Sz/Pz8+vxOP4FnLxrLtP\nHsk1ZswY2rVrxwcffMCRI0fIyMjg888/5/PPPy+yX1BQEMOHD+fuu+92+kdeGoZhsHDhQho1akRg\nYOBF21WrVo3MzEwAGjduTO3atS/aNjExkYMHDwL264CKukYoLS3NkRVcq1YtmjRpctG2NpuNHTt2\nAPbPRXh4+MU/MGD79u3k5OTg5+dH69ati2y7Z88e0tPTsVqtXO3iJzwHDhxwJCy1a9cOLy+vi7Y9\ncuQIZ86cAaBVq1ZFHp138uRJTp48CUBYWBjBwRe/1uL06dOOq5W0HloPcP961KpVi8jISGrVqqX1\nOK806xERHs4mIunHIjZznCQy6c2nvE8fHuQafX2cV1G+PvKryuuRf5/QeuTR10cerYddVV6P/PsE\naD3y09eHndYjT1Vdj4L7BJTv9TAM+PJLGD8eDhzIax8QYCMy8hQTJ/py+eUVdz0KU57XozCV6euj\nMFVtPQrbI0DrkZ++PvJoPeyq2npcbJ8ArUd++vqw03rkqUrrIZXf8ePHmTRpEgkJCQCO36EbhgHY\ncwAuu+wyqlevDkBKSgoxMTFkZGRc0D4uLo5nnnmG2bNn06BBA09/KHZRUVGGpx+TJ082Jk+ebDz7\n7LNGq1atDIvFYlitVsNqtRqtW7c2hgwZYjzxxBPGs88+62hbkocnP5aVK1cagNNjxowZJR5n/vz5\nF4wzZ86cMo192bJlRs+ePS+Yt7DHHXfcYaxatcptc1ut1mLNm/vo27ev4/kHH3xgFOWbb75xtH3x\nxReLbLtr1y5H28jIyCLbnjt3ztG2R48eRbY1DMMICgoyAKN169Yu27Zu3doAjKCgIJdte/To4Yjj\n3LlzRbaNjIx0tN21a1eRbV988UVH22+++abIth988IHW4zyth53WI095Xo8UI9O4y1hsYExxPF40\norQe5+nrI4/WI4/Ww07rkUfrkUfrYaf1yKP1yKP1sNN65CnteuzcaRh/+5thQN7DYjGMrl33GXCZ\n1sPQ10curUcerUcerYed1iOP1iOP1sNO65FH65FH62FXmvXI/X2o1Wot09/56mHO47vvvjOuuOIK\np1wHi8Vi1KlTxxgxYoTx4YcfGuvXr7+g3/r1640PP/zQGDFihFG3bt0L+oeHh5v2MVmioqIMPOzW\nW2+94OQK43z2jTtOtFif/6LXMhYbG8s999zjVPfGG2/Qvn37Eo1z4sQJ7r33Xqe6t99+m7Zt25Y6\nxoKSk5P54IMP+Prrr8nKyip2v1q1ajFkyBD69+9fZHZhcXTv3p2cnBwsFgsLFizQySPK9AS0Hvlp\nPfJoPezctR42chjHWt7mV0dd3+3BTM65gSC/6loPfX0AWo/8tB52Wo88Wo88Wg87rUcerUcerYed\n1iPPpa5HzZrhvP56kNP1NAA33ggzZ0LjxlqPXPr6sNN65NF65NF62Gk98mg98mg97LQeebQeebQe\ndqVZj7Zt25KTk4PVavXo76/FM9auXcuMGTMc188ADBw4kMjIyGKfPJORkcGHH37IZ5995hjHYrHw\n9NNP06NHj7IMv1CmJo/kfvAF5X5yL4XFYvHoF19CQgL9+/d3qpsxYwbXXXddicY5cuQII0aMcKqb\nM2cOLVq0KG2ITo4fP85TTz3FqVOnnOpDQ0Pp0KEDjRs3JiAggNTUVI4ePcrWrVuJj493atumTRum\nTZtGjRo1LjmO3OQRq9WKzWa75HFEROTSzOQXxrGW3P9xu9OMzxlMDXSUnoiIiIiI2bKy4N13YepU\nOH/6MQBNmsBrr8Hdd4ObbhQWEREREZEy4uXlpeSRSuyRRx5h//79gD1HYdSoUQwdOvSSxlq6dClz\n5sxx5FBEREQwZ84cd4ZbLN4en7GA0iSKlAeFZc7lnpBRErn3GrkauzSSkpIYP348MTExjjpfX18e\nfvhh+vTpg4+PzwV9srKy+PLLL5kzZ47j49q9ezcTJ07knXfeoVq1am6NUUREPGMsnWhEMPexgnSy\nWc+f3MBHrGEYjbj05EAREREREbl0hgFr1sD48RAdnVdfvTo8+yyMGwe6Ol1ERERERMRcCQkJHDhw\nwHFQRvv27S85cQRg8ODB/O9//2Pr1q2A/eSfhIQEQkJC3BJvcZmSPNK9e3e3XE9THvj6+mK1WsnJ\nd3Zoenp6icfxRPLI//3f/zkljvj4+DBjxgzatWt30T4+Pj7079+f5s2bM2HCBMc1N/v37+c///kP\no0ePdmuMIiLiOQNpTX2C6McizpDGLmLpxDzWMIx21DM7PBERERGRKmXPHntyyNq1zvUjRsD06VDE\nqdsiIiIiIiLiQbt373YckmGxWBg0aFCpxxw0aJAjeQTs10x16dKl1OOWhCnJI5MnTzZj2jITGBhI\nYmKio1zwmpfiKKxPYGBgqeIqOP66deuc6u65554iE0fya9euHYMHD2bhwoWOuhUrVjB06FC3xiki\nIp7VhUZsIpI7WMgfnOUESdzIRyxjMD24wuzwREREREQqvfh4mDIF3nsP8t/s27UrzJwJHTuaFpqI\niIiIiIgUIiH//aLANddcU+oxr776agDHIRxnz54t9ZglZfX4jJVQo0aNnMqxsbElHqNgn9q1a7v1\n5JEtW7Y4Tg0B+z+6/v37l2iMgu3T0tLYsmWLW+ITERHzhFOLTUTSicsBSCKTXizkQ34zOTIRERER\nkcorKwveeQfCwux/5iaONG4MixfDjz8qcURERERERKQ8OnfunON5YGAgPj4+pR6zWrVqBAUFOcr5\nD6/wFCWPuEHB5JGTJ0+WeIyCfQqOWVqHDh1yKtevX5/Q0NASjVGrVi0aNGjgVHfgwIFSxyYiUpDN\nZiMxMRFb/rfdSZmqQ3XWcz/9aQmADYNIVvECURgYJkcnciHtEyLiivYJEXHFzH3im2+gXTt4/HHI\nfTNZQAD885+wbx/ccw9UkhufRSosvZYQEVe0T4iIVF1+fn6O52lpaW4bN/9Yvr6+bhu3uJQ84gZN\nmzZ1Ku/du7fEYxTs06RJk9KEdIHk5GSncs2aNS9pnIL9zMh4EpHKb8eOHdSoUYMdO3aYHUqVEoAP\nnzGIJ7jeUfdPfmAEX5CJvgmW8kX7hIi4on1CRFwxY5/Ytw9694Y77oD8Pwq6/37Yvx+eew7ceBCt\niJSCXkuIiCvaJ0REqq6QkBDHc5vNxtGjR0s95rFjx8jOzvJnqMYAACAASURBVC50Dk9R8ogbFLzD\n6OzZsxw/frzY/dPT0zl48KBTXfv27d0SW66CV+BkZGRc0jjp6elO5fxZVSIiUvF5YWUmt/MWPcl9\no+PH7OAOFnKO9CL7ioiIiIhI4c6ehbFjoW1bWLMmr75zZ9i8Gf7zH2jY0Lz4REREREREpPhybxGx\nnD8y8ttvvy31mLljGIbhNIcnKXnEDSIiIqhbt65TXVRUVLH7//jjj05ZRNWqVaOjmy+1rVGjhlP5\n5MmTJT5KzWazXXC9TsFxRUTcISgoiB49ejjd7SaeNZZOLGMwfngD8B1/cgMf8RfnXPQU8QztEyLi\nivYJEXHFE/tEdja8+y6EhcGsWfYywOWXw6efwsaNcN11ZTa9iJSCXkuIiCvaJ0REqq7w8HDHySCG\nYfDZZ5+V6HCJgk6cOMGSJUscySghISGEh4e7JdaSUPKIm3Tt2tWpvGbNmmInZ3z55ZdO5Y4dO15w\nUkhpRUREOJVTUlL47bffSjTG1q1bSU1Ndaq74oorSh2biEhB4eHhrF271pT/GCXPAFrxHfdTC/v/\nSbuIpRPz2M4pkyMT0T4hIq5pnxARV8p6n1i3Dtq1g8ceg/h4e52/P0ydCtHRMHQoWCxFjyEi5tFr\nCRFxRfuEiEjVdtNNN2EYBhaLhYyMDMaPH39J19ccP36cp556ioyMDMd4N998cxlE7Jpbk0fef/99\nkpOT3TmkWyQnJ/P++++X6RyDBg3C29vbUT558iRLly512e+7777j999/d6obMmSIy37dunVzerzy\nyitFtm/Xrh3VqlVzqps3b57TiSdFyczMZO7cuU51Pj4+XH311cXqLyIiFVNnGrGJSMIIBeAESdzI\nR6zloIueIiIiIiJV0/790Lcv9OwJe/bk1d97r/3vXngBAgLMi09ERERERERK7/7778fX1xewX18T\nGxvLQw89xPz58zl79qzL/ufOnePjjz9m1KhRnDp1ynHqiK+vL/fdd1+Zxn4x3q6bFN/ixYv56quv\nGDZsGP369XP76RkllZaWxsqVK1m8eDHJyck89NBDZTZX/fr16dWrF6tWrXLUzZ8/n6ZNm9K5c+dC\n++zdu5dZs2Y51V1//fW0bdvW7fH5+vrSu3dvVqxY4ajbt28fL7/8Ms888wx+fn4X7Zuamsq0adM4\ncOCAU/0dd9xh+hqLiEjZC6cWPzOSfizmF46RTCa9+ZT/ow+RtDc7PBERERGRciEhAV56Cd55J+96\nGoDrr4eZM6FTJ/NiExEREREREfcKDQ1l9OjRzJ49G4vFgsViITMzkwULFrBw4ULatGlDixYtqFev\nHtWrVwfst4PExMQQHR3N7t27sdlsjtNGcv8cPXo0oaGhpnxMbk0egbxTPj799FPuvPNO7rrrLo9/\ncKdPn2blypWsWrWKlJQUxye6rI0YMYKffvqJ+PNnkWZmZvL888/Tv39/7rzzTho2bIjFYiEmJoY1\na9awdOlS0tPTHf39/PwYM2ZMmcU3fPhwoqKiSEhIcNRt2LCBAwcOcPfdd9OpUyfq16/v+Lvjx4+z\nadMmli1bRkxMjNNYwcHBPPDAA2UWq4iIlC91qM533M99rGA5e7FhMIrVHCaBl+iGBZ23LSIiIiJV\nU3Y2zJ0Lzz8Pp0/n1TdsCDNm2K+nseriaBERERERkUpnwIABxMTE8NlnnzkSSAzDwGazsXPnTnbu\n3HnRvoZhADjlMQwaNIj+/fuXedwXY4mKijLcNdiAAQNISEhwyozx8vKiU6dO9OrVi2uvvRYvLy93\nTeckOzubzZs3s2bNGn799VdycnKcsnRCQ0NZtmxZmcyd3+7du3nqqaeckkJy+fj4YLVaycjIuODv\nrFYrU6ZM4cYbbyzWPN26dXMq9+zZk2eeecZlv7179zJu3LhC48uN0d/fn7S0NLKysgpt4+vryxtv\nvEGbNm2KFWthunfvTk5ODlarFZvNdsnjiIiIZ9nIYQL/5S1+cdQN5yrm0o9qlM3/8SIiIiIi5dX6\n9TB2LOzalVfn5wcTJ9of599cJiIiIiIiVZCXl5fj96Hr1683OxwpQ6tXr+a9994jIyPDKRkkN0Gk\noIJtfH19efTRR+nTp0+Zx1oUtyaPpKSk8OGHH7Jq1SpsNptTEglA9erV6dy5M9dddx1XX301tWrV\nKtV8sbGxbN++nc2bN7N582bS0tIAnJJGvLy8uOuuuxgxYoTjOJiytnfvXl588UXi4uKK1T4oKIhJ\nkyZd9Hqbwlxq8gjAn3/+ybRp0/jjjz+KPV+u5s2b8+yzz3LFFVeUuG9+Sh4REanYZvELT7KW3BcR\nt9KMzxlMCBe/Bk1EREREpLI4cACeegry3V4M2E8ZeeUVaNzYnLhERERERKT8UPJI1XLixAmWLFnC\nf//73wsOcsjNlyiYTOLn50fPnj0ZPHiw0w0hZnFr8kiuw4cPM2/ePDZu3Gif5HwiR+7zXPXr1+eK\nK66gefPmNGjQgNq1axMaGoqfnx++vr4YhkFmZiZpaWmcOXOG06dPc/z4cf78808OHjxIbGysY6z8\n4+cmj9xwww1ERkbS2ITv2FNTU1m8eDGrV692uiYmv+rVq9OjRw+GDx9OzZo1SzR+aZJHwH5Sy4YN\nG1i1ahW7du0iJyfnom2tVitt2rShb9++3HLLLfj4+JQo1sIoeUREpOJbwV6GsZx07Be6t6EOa7iX\nxtQwOTIRERERkbJx7hy8/DLMmgX5D2y99lqYORO6dDEvNhERERERKV+UPFI1paamsmPHDnbt2sWh\nQ4dISkoiKSkJsB8qERwcTLNmzbjyyitp164dAQEBJkecp0ySR3JFR0ezYMECNm3a5HQCSf6MmvzJ\nJCVR2Bi5c9x4443ce++9hIeHlyJ697DZbOzfv59Dhw6RkJCAYRgEBwfTtGlTWrVq5ZZEjNJKT08n\nOjqaEydOkJycTHp6On5+fgQGBtKgQQMiIiLw9/d365xKHhERqRx+4Rh9WcRpUgGoTyBfMYxrMD9D\nVkRERETEXWw2mDcPnnsO8h80W7++/aSR++4Dq9W8+EREREREpPxR8ohUNGWaPJLr+PHjfP7556xf\nv96RVVOcu34uprC+ISEh3HbbbQwYMIB69eq5IWopS0oeEZGibN++nZtuuokffviBq6++2uxwxIWD\nxNOLhRwgHoBAqvEZg7idMJMjk8pM+4SIuKJ9QkRcKe4+ERUFY8fC77/n1fn62q+teeYZCAz0QLAi\n4nF6LSEirmifEBFXlDwiFY23JyZp2LAhjz/+OGPGjOGXX37h+++/Z8uWLSQmJjq1c3UKSW6iSP6E\nkWuvvZZbbrmF6667Di8vr7L5AERExKNycnJISkoq8kotKT/CCOVnIunHIjZxjGQy6cOnzKEPo2hv\ndnhSSWmfEBFXtE+IiCuu9ok//oAJE2DFCuf6wYPh1VehSRMPBCkiptFrCRFxRfuEiIhUNh5JHnFM\n5u3NDTfcwA033IBhGOzfv589e/YQHR3NkSNHOHXqFOfOnSu0b0hICPXq1aNp06a0aNGC1q1bl4tr\naURExP38/Pxo3bo1fn5+ZocixVSbANZzP8NZwefsxYbBaFZzmAT+STcsXNo1dSIXo31CRFzRPiEi\nrlxsn0hMhGnTYOZMyMzMq+/QwV53ww0eDlRETKHXEiLiivYJERGpbDxybU1JZGZmkpaWRnp6OmD/\nzzcgIAAfHx+TIxN30rU1IiKVUw4GE1jHm/ziqLuPq5hHP6qhE8JEREREpPyy2eCjj2DyZIiNzauv\nVw+mT4cHHgCr1bz4RERERESkYtG1NVLRePTkkeKoVq0a1apVo0aNGmaHIiIiIiVkxcIb9KQJIYzl\nGwzgE37nOIks5x5C0DsxRERERKT8+eEHGDsWfvstr87XF8aNg0mTICjIvNhEREREREREPKHcJY+I\niIhIxfc419OYGgzlc9LJJorDdOVDvuZeGqMEUREREREpH/78EyZOhGXLnOvvvhtefRWaNTMnLhER\nERERETHHf/7znwvqHnjggWK1c6fC5ixr5e7aGqkadG2NiEjV8AvH6MsiTpMKQH0C+YphXEN9kyMT\nERERkaosKQn+9S94803IyMirv/pqmDkTbr7ZvNhERERERKRy0LU1FdOtt96KxWJxqits/Qpr505m\n/JvRTa0iIiJSZjpxOb8QSTihAJwkmRv5iK85YHJkIiIiIlIV5eTARx9BRIQ9eSQ3caRuXZg7F7Zs\nUeKIiIiIiIiI2BmG63M4DMNw26O4c5YVJY+IiIhImbqCUH4mki40AiCFLPqyiPfZanJkIiIiIlKV\n/PgjXHstjBwJp07Z66pVg6efhgMHIDISvLzMjVFERERERETMlz+Zw1U7d89rJm9TZxcREZEqoTYB\nfMtw7mcly9iDDYOH+ZIjJPAyt2Kh7I52ExEREZGq7fBhe4LI0qXO9QMGwKuvwhVXmBKWiIiIiIiI\nlEMPPPCAW9tVJJaoqChz01ekSurevbvjji+bzWZ2OCIi4iE5GEzkv7zBJkfdvbRlHv3wVU6riIiI\niLhRcjK88gq8/nre9TQA7drBW29Bt27mxSYiIiIiIpWfl5eX4/eh69evNzscEZd0bY2IiJQ7e/bs\noU2bNuzZs8fsUMTNrFh4nR68ze2Os0YWspPbWchZ0kyNTSoW7RMi4or2CZGqKycH/vMfiIiAadPy\nEkfq1IH334etW+2JI9onRKQo2iNExBXtEyIiUtkoeURERMqd9PR09uzZQ3p6utmhSBn5B9ezgnvw\nP3/ayPccpisfcoQEkyOTikL7hIi4on1CpGrauBGuvx5GjICTJ+11Pj4wYQIcOACjR4OXl71e+4SI\nFEV7hIi4on1CREQqGyWPiIhIuWO1WgkKCsJq1X9TldmdtCSKB6hDAAB7OU0n5rGNkyZHJhWB9gkR\ncUX7hEjVcvQoDB0KN9wAW7bk1d95J+zZA6++CjVqOPfRPiEiRdEeISKuaJ8QEZHKxhIVFWWYHYRU\nPd27d3fc8WWz2cwOR0RETPQH8dzBQg4QD0B1fFjKIHoRbnJkIiIiIlLepaTAjBnw2muQ/02/bdvC\nW29B9+7mxSYiIiIiIlWbl5eX4/eh69evNzsccbOYmBjH8+DgYPz9/Us1XlpaGomJiY7yZZddVqrx\nLoW3x2cUERERyecKQtlEJHeymI38RQpZ9GMR79Gbh+hgdngiIiIiUg7l5MCnn8Izz8Dx43n1tWvD\nyy9DZCR466deIiIiIiIiUkaGDh2KxWIBYOzYsfTt27dU4/33v/9l1qxZjrIZCUc6S0tERERMV4sA\nvuV+BtEaABsGD/Mlz7KeHHRImoiIiIjk+eUX6NIFhg/PSxzx9oZx4+DAAXj4YSWOiIiIiIiISNkz\nDPf+/sIwDLePWRJKHhEREZFywQ9vFnM3T9HZUfcvfmI4K8gg28TIRERERKQ8+OsvuPde6NwZNm/O\nq+/bF3bvhjfegJAQ8+ITERERERGRqiX35JHKQskjIiIiUm5YsfAaPZjNHVixv+j6lJ305BPOkmZy\ndCIiIiJihtRUmDoVWrSwX1WTq00bWLsWVq2CiAjz4hMRERERERGpDJQ8IiIiIuXOo1zHCu7BH/t5\n4xs4Qlc+5DAJJkcmIiIiIp5iGPZkkRYtYMoUSDufS1yrFrz7LmzfDj16mBqiiIiIiIiIiFvYbDbH\ncy8vL1NiUPKIiIiIlEv9aMH3jKAu1QHYy2k6MZetnDA5MhEREREpa7/+Cl262K+pOXbMXuftDU88\nAQcOwJgx9rKIiIiIiIhIZXD27FnHc39/f1Ni0LfZIiIiUm5dR0M2EUkvFhLNGWJI4Sbms5S76Y3O\nJhcRERGpbI4fh0mTYMEC5/peveCNN6BlS3PiEhERERERKS/OnTtHdHQ0sbGxJCcnY7PZCAwMpGbN\nmkRERFCvXj23z3ns2DGio6M5ffo0WVlZBAQE0LBhQ9q0aUNgYKDb56uKtm/f7nheu3ZtU2JQ8oiI\niJQ7Bw4c4LHHHmP27NmEh4ebHY6YrDk12chI7mIJP3GUVLLox2LeoxcP09Hs8MQk2idExBXtEyIV\nS1oavP46vPIKpKbm1bdqBW++Cbff7v45tU+ISFG0R4iIK9onRMSTMjMzWbt2LV9++SX79+8vsu1l\nl11Gr1696NevHyEhIZc8p2EYrF27liVLlnD48OFC23h7e9O5c2ceeOABrrjiikueqyo7c+YMK1as\nYNeuXVgsFgCaN29uSizlLnkkNTWVvXv3cubMGRITE8nIyMAwDO677z6zQxMREQ9JSkpi3bp1JCUl\nmR2KlBO1COC/DOcBVrKU3eRg8AhfcZgEptEdKxazQxQP0z4hIq5onxCpGAwDli6FiRPh6NG8+po1\nYepUeOQR8PEpm7m1T4hIUbRHiIgr2idExFOio6P517/+xZEjR4rVPiYmho8++ojly5czduxYbrnl\nlhLPmZCQwJQpU9ixY0eR7bKzs/nxxx/5+eefGTlyJMOGDSvxXOXVsmXLWL58ebHazps3j0WLFpVo\n/JycHJKTk0lLS3PUGYaBxWLhuuuuK9FY7lIukkfyZ0r98ccfGIZxQZuLJY/MmzeP9PR0ABo1akS/\nfv3KNFYRERExhx/eLGIgTajBa/wMwCts5DDnmM+d+JaPlzUiIiIiUkxbtsDYsbBxY16dlxeMGQNT\npkBoqGmhiYiIiIiIlAs7d+7k6aefdkowyM/f3x8vLy9SUlIu+B37uXPnmDp1KsnJyfTp06fYc547\nd46xY8cWmqxitVrx8/MjNf+RkYDNZuODDz4gMTGRRx55pNhzlWcpKSmcOnWqyDa5n/PExEQSExNL\nNZ/FYsEwDOrWrcvNN99cqrEulem/Zdm6dSuvvPIK8fHxhSaNAI7jWQpz7tw5vvrqKwCqVavG3/72\nN/z9/cskVhER8Yx27dpx7tw5qlevbnYoUs5YsfAqf6MpIfyDr8nBYDG7OEESK7mHmug1QFWhfUJE\nXNE+IVJ+nTgBkyfD/PnO9bffbr+iplUrz8ShfUJEiqI9QkRc0T4hImUtOTmZF1988YLEkZYtWzJk\nyBDat29PUFAQABkZGezevZuVK1fy448/OrV/6623CA8Pp0WLFi7nNAyDl19++YLEkS5dujBkyBBa\ntmyJj48PiYmJ/PDDD3zyySfExMQ42i1ZsoSwsDBuu+22S/2wy52L5Srkz20oKp+hOAzDwDAMatas\nyZQpU6hWrVqpxrtUVlNmPW/p0qVMnDiRM2fOOI5gyf+JLc4nuX///o5PZmZmJt9//30ZRiwiIp7g\n5eVFcHAwXl5eZoci5dQYrmUl9xCA/QzzHzhCVz7kMAkmRyaeon1CRFzRPiFS/qSlwfTpEBHhnDjS\nogV89RV8/bXnEkdA+4SIFE17hIi4on1CRMrawoULOXv2rFNdnz59mD17NjfffLMjcQTA19eX9u3b\n89JLLzFu3DinPjk5Obz33nvFmnPDhg1s2bLFqW748OFMmzaNtm3b4nP+XtHg4GD69OnDv//9b8LC\nwpzav/feexc9KaUiys1FKPgoTpviPKpVq0br1q0ZPXo0H330UbGSfMqKaSePrFu3jjlz5gB5R7AA\nhIeHEx4eTkxMzAX/MAvTrFkzGjduzNHzF+Nu3ryZO+64o+wCFxERkXKhLy34ngfowyJiSWEvp+nE\nXL5kGB1pYHZ4IiIiInKeYcCyZTBhAuR/81pIiP16mjFj4PzPH0VEREREROS8qKgop3KzZs0YO3as\ny6S1vn37Eh0d7bi9A+D3338nLi6OOnXqXLSfzWbjo48+cqq77rrrGDly5EX75J6UMWrUKNLT0wE4\ne/Ysy5cv59577y0yzvJu4MCB9OzZ86J/P2zYMMdhGCNHjqR79+4lGt/Ly4uAgIBydYKVKckj8fHx\nzJw50/HJNAyD66+/njFjxtCoUSMAVq1aVazkEYCuXbty9OhRDMPgt99+K7O4RUREpHy5lob8QiR3\nsJBozhBDCjcznyXcTR8izA5PREREpMrbtg3GjoX8pyZ7ecEjj9gTR2rXNi00ERERERGRcisuLs7p\nOhiAfv36Ffu0o4EDBzolj4A9gaSoBIeff/7ZcWAD2A+AePzxx13O1bBhQwYNGsSCBQscdUuXLmXI\nkCEV+nSmwMBAAgMDi9U2ODiYevXqlXFEZc+Ua2sWLFjgyDwCe/bTv/71L0fiSEm1adPG8Tw5OZlT\np06VOkYRERGpGJpRk5+J5EYaA5BKFneymH/zP5MjExEREam6Tp2CyEjo2NE5ceRvf4MdO2D2bCWO\niIiIiIiIXEx8fPwFda1KcM9ns2bN8PPzc6o7c+ZMkX1+zP/NG9C+fXsaNmxYrPl69eqF1ZqXepCY\nmMjvv/9ezGgrrsKusKnIPH7yiGEYREVFOa6qad68OU888USpxmzevLlT+ejRo5Uis0dERESKJxR/\n1jGcEaxkCbvJwWAMazhMAv/iNqxYzA5RREREpEpIT4eZM2HaNEhOzqsPD4c334TevcGil2YiIiIi\nIiJFstlsF9SV9HqTwMBApwMdChsz/99t3rzZqa5bt27FnqtevXq0atWK3bt3O+o2btzINddcU4KI\nK5ZPP/3U8bxGjRomRuI+Hj95ZN++fSQmJmIYBhaLhaFDhzplIV2Kyy67DIvF4rgGJzY21h2hioiI\nSAXihzefMpCJdHHUvcrP3MtyMsg2MTIRERGRys8w4PPPoXVrmDQpL3GkRg170siuXdCnjxJHRERE\nREREiqNOnToX1CUmJha7v2EYJCUlOdXVqlXrou0PHjx4wfhXXnllsecrrP22bdtK1L+iqVevnuPh\n7+9vdjhu4fHkkWPHjjmVr7322lKPabFYnBYkNTW11GOKiIhIxWPFwgz+xnv0cpw2sphd/I0FxJNm\ncnQiIiIildP27dCtG9x9N/z5p73OaoW//x0OHIAnn4Rq1cyNUUREREREpCKpU6fOBVfG5D/Vw5X9\n+/eTkZHhVNemTZuLtj9y5IhTuXr16jRu3LjY88GF1+ocO3asyNNOpPzxePJIQkKC47mfnx/BwcFu\nGdfb29txn1BWVpZbxhQREXMcOXKEUaNGXfBiRaS4/s61fMEQAvAB4EeO0oV5/MlZkyMTd9E+ISKu\naJ8QKXsxMTB6NLRvDxs25NV3725PKHnvPSjkzXLlhvYJESmK9ggRcUX7hIiUtX79+jmVV65cSWZm\nZrH6LlmyxKncrl27C5JR8jt69KhTuV69eo5bP4qrQYMGTuWsrCxOnTpVojEqm/T0dOLi4jh06BCH\nDh0iLi7O6Sqh8sbjySPZ2XnHxnt7e7tt3OTkZMc/4MDAQLeNKyIinnfmzBnmzZvHmTNnzA5FKrA+\nRLCBEVyG/R7IaM7QiXls4YTJkYk7aJ8QEVe0T4iUnYwMePVVCA+HuXPtV9YAhIXBF1/Af/8Lbdua\nG2NxaJ8QkaJojxARV7RPiEhZ69+/P2FhYY7yiRMnmD59ussEkk8++YSoqChH2dvbm8cee6zIPgVv\nD7nssstKHG/dunUvqCuYlFLZ2Ww2NmzYwPTp0xk+fDi9e/dmyJAhjB49mtGjRzNkyBB69+7N8OHD\nmT59Ot9//325Op3FfdkbxRQSEuJ4npycjM1mw8vLq1RjxsXFkZOT40gecddpJiIiIlKxdaQBm4ik\nF5+yj9PEksLNzGcxA+lLC7PDExEREalQDMOeHPLUU/DHH3n1wcHwwgvw2GPg62tefCIiIiIiIpWJ\nj48Pr7zyCk899RSHDx8GYMOGDRw6dIgBAwbQvn17LrvsMqxWK/Hx8ezevZsvvviC33//3TGGt7c3\nkydPdkpCKUxiYqJTuWbNmiWOt0aNGnh5eTklQyQnJ5d4nIpq+fLlLFq0iPj4eADHrSmFOX78OCdO\nnGD9+vXUrFmToUOHMnDgQE+FelEeTx4JDQ11Kh88eJAWLUr3y5udO3cC9gWwWCwXHIkjIiIVS6tW\nrdi1axfNmzc3OxSpBJpRk42MpD9L+IEjpJLFXSzhHe5gDNeaHZ5cIu0TIuKK9gkR9/r9dxg7FvK9\neQ2LxX5tzT//CYW8wazc0z4hIkXRHiEirmifEBFPqFWrFnPmzOHjjz9mxYoVpKWl8ddffzFr1iyX\nfSMiInjyySdp2bKly7ZpaWlOZT8/v0uK19fXl9TU1IuOWxmdPn2al156id27dzsljLi69ie3bXx8\nPO+99x7ff/89L7zwAnVMvP/V48kjrVu3dvpEbdy4sdTJI+vWrXM8DwgIICIiolTjiYiIufz9/WnT\npo3ZYUglEoo/67iPEXzBYnaRg8GjrOEwCbzCbVgp2d2NYj7tEyLiivYJEfeIjYXnn7dfT5OTk1d/\nyy0wcya0a2daaKWmfUJEiqI9QkRc0T4hUnWdPHmSkydPumxX1MkTJeHr68vo0aPp2LEjs2bN4siR\nI0W2Dw4O5u9//zu33357sedIT093KlerVu2SY82fPFJw3MomLi6OcePGceLECcdBF2Bf++Ksf/72\nu3fv5sknn+Stt94yLYHE48kjQUFBtGzZkn379mEYBqtWrWLgwIHUqFHjksbbtWsX//vf/xyf2Guu\nucZlFo+IiIhUPb54s5ABNKUGr7ARgNf4maOcYz534ef5l0UiIiIi5VZmJrzzDrz0EuQ/vbh5c3j9\ndbjrLvvJIyIiIiIiIlXN//3f/zF16lSPzbdnzx7effdd9uzZU6z2iYmJzJgxg7Vr1zJy5Ejatm3r\nsk9mZqZT2dv70n5e7uPj41TOyMi4pHEqApvNxuTJkzl+/DgWiwWLxYJhGFitVjp27EjXrl2JiIig\nXr16VK9eHYCUlBROnTrF/v372bhxI1u3biUnJ8fR98SJE0yePJk5c+ZgtVo9/jGZ8luS3r17s3fv\nXiwWC0lJSUyfPp1p06aV+B9hXFwcL7/8MpB3Zc2AAQPKImQRERGpBKxY+Be30YQQHmUNORgsYTfH\nSeILhhCKv9khioiIiJjKMGD1ahg/Hg4ezKsPCoLnRW+H2AAAIABJREFUnoMnngBfX/PiExERERER\nMdvDDz9Mv379XLbr2LFjqU8fWbVqFW+//TY2m82pPiIigquuuoratWvj5eVFQkIC0dHRbN++nezs\nbAC2b9/O2LFjefDBB7nvvvuKnKdg0kfuGCWVlZXlVL7UE0wqgs8//5yDBw86nR7SoUMHnnjiCS6/\n/PJC+4SEhBASEkLLli3p16+f4wqibdu2ORJI/vjjD5YtW8bgwYM9+eEAJiWP3H777SxZsoRjx44B\nsGXLFsaPH8/EiRNp2LBhscbYtGkTb775JmfOnHFk8lx55ZVcffXVZRm6iIiIVAKP0JHLCeYelpFK\nFj9xlC7MYw330pyaZocnIiIiYopdu+DJJ+Hbb/PqLBYYORJefhnq1TMvNhERERERkfKifv361K9f\n32W73GSAS7VhwwZmzpzpNEbz5s2ZMGECLVu2LLRPbGws7777Lj/88AMAOTk5zJs3Dx8fH+65556L\nzuXv7/zGyoInkRRXwZNGCo5bmaxYscKxxhaLhd69ezNu3LgS3ZLSqFEjXnvtNd544w3WrFnjGG/F\nihWmJI94/qwTwGq18swzzzgyjQzDYOfOnTz44IM8++yzrFy5ksOHDzv12bZtG1FRUXzwwQdERkby\n3HPPORJHDMMgMDCQZ555xoSPRkRERCqiPkSwgRFchv24uGjO0Jl5/I/jJkcmIiIi4lmnT8OYMdCu\nnXPiyE03wdatMHeuEkdEREREREQ8KTk5mTfffNMpcSQiIoLZs2dfNHEEoG7dukydOvWCk1Hmzp3L\nn3/+edF+BZM80tPTLynugkknlTV5JDo6mpiYGEc5LCyMJ598skSJI7ksFgtPPvkkYWFhjrrY2Fii\no6PdEmtJmJI8AtCqVSsmTZrkODXEYrGQnZ3N5s2beeedd/jiiy8cbQ3DYMKECbz88sssXryYP//8\n05HBYxgGPj4+TJ48uVgZXiIiIiK5OtKAXxhFK2oDEEsKNzOfVXj+RZmIiIiIp2VmwsyZEB4O//43\n5OTY65s2hWXL4Pvv4ZprzIxQRERERESkavr6669JTEx0lK1WK5MnTy52MsZjjz1GvXzvAsjOzmbR\nokUXbR8UFORUPnv2bAkjhnPnzl1w3U1gYGCJx6kIjh49CuDIWRg2bBhW66WnXnh5eTFs2DCnZKHc\nOTzJtOQRgJtuuok333yT0NBQxycW7J/k3HLuI7cuf71hGISGhvLWW29x3XXXmfmhiIiISAXVlBA2\nMpKbaQJAGtn0Zwnv8qvJkYmIiIiUDcOAr76Ctm3t19QkJNjrAwNh+nTYuxcGDrRfWSMiIiIiIiKe\nt2nTJqdyx44dady4cbH7+/j40LdvX6e6n3/+GZvNVmj7yy+/3Kmc/1SN4oqNjb2grlGjRiUepyI4\nc+aMU9kduQrXX389gCNnouAcnmBq8gjAVVddxdy5cxkyZAgBAQEXvfcpN2EEcJw2MnDgQObOnUvr\n1q09GbKIiJSxkydPMmXKFE6ePGl2KFJF1MSftdzHUK4EIAeDx/iaCawjh0u/k1LKjvYJEXFF+4RI\n4fbsgdtvhz59YP9+e53FAg8+aC9PmgR+fubG6CnaJ0SkKNojRMQV7RMiUpYKXjFz5ZVXlniMgn1S\nUlI4ceJEoW0LJqacOnXqor+3v5iC+6GPj0+VuDkkICDALdfz+Pv7U716dTdEdOlMTx4BqFGjBg89\n9BBLlizh+eefp1+/foSFhREaGoqPjw8Wi4Xg4GAaNWrErbfeysSJE1m8eDGPPvooISEhZocvIiJu\ndvLkSaZOnapvvMSjfPHmEwYwiRscda+ziSEsI53sInqKGbRPiIgr2idEnJ05A//4B1x1Faxbl1d/\nww3wv//Bhx9CFfiZnhPtEyJSFO0RIuKK9gkRKUtJSUlO5Uv5nXjNmjUvqMt/FU5+TZs2dSqnpKSU\n+NqUPXv2OJUbNmyIl5dXicaoKGrVquV4npWV5bZxMzMzC53DU7w9PmMRAgIC6NatG926dTM7FBER\nEamCrFiYTneaUIMxrCEHg8/YwwmS+IIh1CLA7BBFRERESiQrC/79b5gyBfJfWd2kCbz6KgwapOtp\nREREREREyht/f3+Sk5Md5YyMjBKPUVgfX1/fQtuGhYURFBTklLSya9cumjRpUuz5du3a5VRu3759\nsftWNBEREY7nWVlZnDp1inr16pVqzFOnTjkSUSwWi9McnlIuTh4RERHJLywsjG+++YawsDCzQ5Eq\n6mE6spqhVMcHgI38RRc+5BBnXfQUT9E+ISKuaJ8Qga+/tp808sQTeYkj1avDyy/D3r0weHDVThzR\nPiEiRdEeISKuaJ8QkbJU8KSR48ePl3iMv/7664K6GjVqFNrWy8uLTp06OdVFRUUVe66YmBj27t3r\nVNe1a9di969omjRpQqNGjRzl7777rtRjrl+/HrAnjjRq1KhEiTvuouQREREpd4KDg+nZsyfBwcFm\nhyJVWC/C2cAI6hEIwH7O0Im5/ErJX6SL+2mfEBFXtE9IVbZ3L/TqZX/s25dX/8ADsH8/TJ4MbriO\nucLTPiEiRdEeISKuaJ8QkbIUHh7uVN60aRM2m61EY/z4449O5Zo1a1K7du2Ltr/hhhucytu2bSt2\n0spXX31FTk6OoxwcHEy7du1KEG3FM2zYMMfzTz/9lLi4uEseKzY2lkWLFmE5/w6P/GN7kpJHRERE\nRC6iAw34hUhaYX9BHUcqtzCfL9jnoqeIiIiI58XH208ZadvWfupIri5d4NdfYf58aNDAtPBERERE\nRESkmK699lqnckxMDCtWrCh2/z179rBhwwanug4dOjiSEwrTtWtXp9M0DMPg7bffdjnXiRMn+Oyz\nz5zqBg0ahJeXV7HjrYh69uxJ586dMQyD1NRUxo0bx8mTJ0s8zokTJxg/fjypqakYhkGXLl3o0aNH\nGUTsmpJHRERERIrQhBA2MpJbaApAGtn0Zwmz+dXcwERERETOy86G2bMhPBzefhty34zWqBEsWgQ/\n/QQFfu4oIiIiIiIi5Vi3bt0IDQ11qpszZw7ffvuty7579+7lueeeczoJBKB///5F9vPy8mLEiBFO\ndb/++isffvjhRfucPXuWKVOmkJ6e7qgLCQlh4MCBLuOsDF544QU6d+4M2K8WGjlyJB9//DFnc++O\nLcLZs2f5+OOPiYyMdJzw0rVrV55//vkyjbkolqioKMO02aXK6t69Ozk5OVit1hIfsSQiImKGDLIZ\nySo+ZaejbjydeZW/YeXi2doiIiIiZWntWhg3DvbsyasLCIBnnoHx4+3PRURERERExPO8vLwcvw9d\nv359ift//fXXvPrqqxfUd+nShb59+3LVVVcRcP6bvqysLPbt28e6dev45ptvyM7Odupz2223MXny\nZJdzGobBU089xbZt2y6Yc9iwYbRo0QJvb2+Sk5PZsGEDCxYsICYmxqntpEmTTDs5w5PWrl0L2D9n\nq1evZu/evQBYLBasVistW7YkPDycevXqOdYpNTWVU6dOceDAAfbt20dOTg6GYWCxWGjVqhV9+vQp\n8nSYgnr27OnWj6lcJI/k5OSwc+dO9u/fz5EjR0hOTiYtLe2CbKjieu2119wcobibkkdERKQiMjB4\nju+Yzk+OukG05mP644e3iZGJiIhIVRMdbU8O+eor5/rhw2H6dLj8cnPiEhEREREREbvSJo+A/bSR\nJUuWXPTvAwICsFqtpKSkYBiF/9q/TZs2vPHGG/j6+hZrzoSEBB5//HH++uuvC/7OarXi7+9PSkpK\noX0HDRrEmDFjijVPRXfrrbcWmuiRuw6ukkCK264ol/rv6mJM/S1HZmYmixYt4ssvvyQ+Pr7U4+Vm\n5YiIiIiUBQsWptGdJoQwhq+wYfAZezhBEl8whFrorb0iIiJSts6ehZdesl9Tk/+NZJ06wcyZcP31\n5sUmIiIiIiIi7vXII4/QoEED/v3vfztdDZMrNTW1yP79+vXjkUceKXbiCNivnZk5cyZTp07l999/\nd/q7nJycQhNHrFYrI0aMYPjw4cWep7IomKOQ//nFEnosFkuRiSfFURZ5EaYljxw/fpynn36akydP\nOn0SlPwhIiIi5d1DdKARwQziM1LIYiN/0Zl5fM29XEGo6wFERERESig7G95/H154Ac6cyatv2BBm\nzIBhw0A/UhEREREREal8+vXrR5cuXVi9ejVr16694JqYgqpXr85NN93EXXfdRURExCXNGRoayltv\nvcU333zD0qVLOXLkSKHtvLy86Ny5Mw888ABhYWGXNFdFlpvnUJKkj0tp7ymmXFsTHx/Pww8/zJnz\nP+3ITRhxxyfJYrG4/XgWcT9dWyMiRTl9+jQrV67krrvuonbt2maHI3JR2zhJbz7lFMkA1CGA1Qzl\nenROfFnTPiEirmifkMrk22/hySdh1668On9/mDgRJkyA6tXNi60i0z4hIkXRHiEirmifEBFX3HFt\nTWHi4uKIjo4mPj6elJQUbDYb1atXp0aNGjRv3pzGjRtjtVrdNh/A0aNH2b9/P3FxcWRnZ+Pv78/l\nl1/OlVdeSWBgoFvnqihmzJhhdgg8/fTTbh3PlOSR6dOn8+233zoljQQEBNCpUydatmxJ3bp18ff3\nv+R/1B06dHBnuFIGlDwiIkXZtm0bHTp0YOvWrbRv397scESKdIQEevEpe4gDwB9vFjGQO2lpcmSV\nm/YJEXFF+4RUBgcOwPjxsHq1c/2wYfDKK9CokTlxVRbaJwrXsWNHTp06ZXYYIqbLysoiNjaWunXr\n4uPjY3Y4IlIOaZ8QqXzq1avHli1b3DZeWSWPiJQVj19bk5SURFRUFBaLxXH/T8+ePXn00UerbFaS\niIiIVFxNCGEjI+nPEr7nMGlk058lzOJ2/sH1ZocnIiIiFVBCAvzzn/DOO5CVlVd/7bUwaxZ07mxe\nbFL5nTp1iuPHj5sdhki5ERsba3YIIlLOaZ8QEZHKwuPJI7/99hs2mw2LxYLFYqFr165uP05FREQq\ntsaNG/PBBx/QuHFjs0MRKZYQ/PiGe4lkFQvZiQE8zjccJoHX6IEVi9khVjraJ0TEFe0TUhHZbDB3\nLjz3HJw+nVffoIH9pJF77wU3nzxcpWmfKJrVaqV+/fpmhyEiIiIiUuZOnjxJTk6O2WGImM7jySNx\ncfYj3XNPHbn//vs9HYKIiJRztWvXZtSoUWaHIVIivnizgP40JYRp/AjAm/zCEc6xgP74o+NL3Un7\nhIi4on1CKprvvoMnn4Tff8+r8/ODCRNg4kTQYa3up32iaPXr1+fYsWNmhyEiIiIiUuYuv/xynb4n\nAnj8/Srp6emO597e3oSFhXk6BBEREZEyYcHCy9zK+/TB6/xpI5+zl9tYwGlSTY5OREREyqM//oD+\n/aF7d+fEkXvugX374KWXlDgiIiIiIiIiImXP48kjQUFBjud+fn6enl5ERESkzI2mA6sZSiDVAPiZ\nv+jCPP4g3uTIREREpLxITLSfKNK6NaxcmVffoQP89BMsXgxNmpgXn4iIiIiIiIhULR5PHmnWrJnj\neXJyMjabzdMhiIiIiJS5OwjnB0ZQH/tbhQ8QTyfm8Qs6+ltERKQqs9lg7lwID4fXXoPMTHt9/fow\nfz78+it07WpqiCIiIiIiIiJSBXl7esLWrVsTFBREUlISALt37+aqq67ydBgiIiIiZe4a6vMLo+jF\nQnYTx2lS6cZ/+JQB9KeV2eGJiIiIh23YAGPHwvbteXW+vjB+PEyapOtpRERERERERCqyEydOsH//\nfo4cOUJycjJpaWmXdJiGxWJh4sSJZRBh0TyePOLl5UWfPn1YtGgRAF9++aWSR0RERKTSakwNfmIk\nA1hCFIdJJ5uBLGUmt/M415sdnoiIiHjAoUMwYQIsX+5cP2gQvPoqNG36/+zdd1xV9f/A8deVvRyo\nOEPMUDPFhZYLNUcWamruAe6RI0emac7KlTnSyp2YK/maK00rw4kjB+4tuCciSwSE+/uDH0cO8164\ncATfz8fjPuTzued8Pu97hMPlnvd5fzQJSwghhBBCCCGEECawfft2tmzZwrVr17I8ll6v1yx5JMeX\nrQHo2rUrxYoVQ6/Xs3v3bg4dOqRFGEIIIYQQOaIg1uykO91JSJjVA5+xk5HsIh69tsEJIYQQItuE\nhydUFHn7bXXiSPXqCVVINmyQxBEhhBBCCCGEECK3CgkJYciQIcyZM4dr166h1+uVR26kSfKInZ0d\n33zzDQ4ODuj1eqZOncquXbu0CEUIIcQrKCwsjF27dhEWFqZ1KEKYjCVmrKINX9FA6ZvLYTrgSxSx\nGkaWO8l5QgiRETlPCC3FxcGKFeDqCjNmQExMQn+xYrB8Ofz3H3h4aBujkPOEEEIIIYQQQojMi4iI\nYMSIEVy4cEFJFtHpdMrzSRNJjHloKceXrUlUrlw5FixYwIQJE7h16xazZs1i8+bNeHp64ubmRrFi\nxbCystIqPCGEEBq6evUqLVq04Pjx49SoUUPrcIQwGR06vuZ9XCjIAP4gDj2/c4EmhLOVLhTBVusQ\ncw05TwghMiLnCaGV/fvhs8/g5MmXfZaWMHIkjBsHDg7axSbU5DwhhBBCCCGEECKzVqxYwc2bN9Hp\ndOh0OmW5mSpVqlCxYkWcnJywsbEhXz5N6nlkimbJIwDOzs4sXbqUqVOn4u/vz+XLl7l8+bLyfOKB\nNoZOp+Ovv/4ydahCCCGEECbThxqUJj/t8SWCGA5xmzos50+68RaOWocnhBBCiEwICoIvvgBfX3X/\nJ5/ArFnw5puahCWEEEIIIYQQQggTi4qKYvv27UrSCEDt2rUZPnw4xYsX1zi6zNM0zSUwMJCxY8dy\n6NAh5cAmfcTHxxMXF2f0QwghRO5WokQJJk2aRIkSJbQORYhs8wFvsZ9elMAegKs8oQ7LOcQtjSPL\nHeQ8IYTIiJwnRE6JiIDx46FiRXXiSNWq4OcH//ufJI68quQ8IYQQQgghhBAiM06ePElsbMJy9Dqd\njmrVqjFt2rRcnTgCoPPz89Nk4ZyDBw/yzTffEBMTo5RwyarEcXbv3m2CCEV2atKkCfHx8eTLl08S\nfoQQQrzWbhLKR6zhHI8AsMacNbSjHW9rHJkQQggh0hMfD6tWwZdfwv37L/udnODbb6FXLzAz0y4+\nITKrdOnS3Llzh1KlSnH79m2twxFCCCGEECLbZdd7YDMzM+V6qFy/zls2bdrEggULgITkkfnz51O5\ncmWNo8o6TSqPXLt2ja+//pro6Ggl4SN51ZHMPIQQQgghchtnCnCA3rxPWQCe84L2bGA+hzWOTAgh\nhBBpOXAAatdOSBBJTByxtExYtubKFejbVxJHhBBCCCGEEEKIvCoyMlL52szMLE8kjgCYazHpjz/+\nSExMjFJtRK/XU7VqVZo2bUqFChUoVqwY1tbW5Mun6ao6QgghhBA5oiDW/Ek3+rGNVZxCDwxnF0E8\nZTbNMdN2pUEhhBBC/L8bN2DMGPjtN3V/mzYwezaUK6dNXEIIIYQQQgghhMg59vb2ytc2NjYaRmJa\nOZ48cufOHQICApRqI+bm5owePZpmzZrldChCCCGEEK8MS8xYyce4UICp7ANgHke4SRiraYsNFhpH\nKIQQQry+IiJg5syEBJHnz1/2V6kC8+bB++9rF5sQQgghhBBCCCFylrOzs/J1ZGSkstpKbpfjt7Ge\nO3dO+Vqn09GpUydJHBFCCCGEAHTomEJjltMaMxLeaP7OBd5nFY+IzGBvIYQQQphafDysWgUVKsA3\n37xMHClSBBYtgpMnJXFECCGEEEIIIYR43VSuXFmpOKLX67l06ZLGEZlGjiePBAcHAwkHEaBly5Y5\nHYIQQgghxCutN9XZTlfssQTgMLepw3KuEKxxZEIIIcTr49AhqFMHvL3h7t2EPgsLGDUKrlyBAQPA\nzEzbGIUQQgghhBBCCJHzLC0tVQUydu3apWE0ppPjySNJWVlZUaxYMS1DEEIIIYR4JX3AW+ynFyVx\nAOAaIdRhOYe4pXFkQgghRN526xZ07Qp168LRoy/7W7eGc+cSlq4pWFC7+IQQQgiRd4WHh1OyZEl0\nOh06nY6RI0dqHVKuEh4ejpOTk3L8vvzyS61DEkIIkYd5e3tT8P8/INi+fTvnz5/XOKKsy/HkkUKF\nCilfm8ktOkIIIVIRFRXFuXPniIqK0joUITRVjeIcpg+VcQIgmCjeZxUbyf1vQrNKzhNCiIzIeUIY\n69kzmDw5YYmadete9r/zDvz1F2zZAq6umoUnsoGcJ4QQQrxqJk+ezL179wAoUKAA48ePT3f7PXv2\nKIkSyR/z58/PUix//PFHmmOvXLkyw/1dXFzS3D/5w9zcHEdHR8qVK0erVq2YMmUK586dMzpmBwcH\nvvrqK6U9Z84crly5YvQ4QgghhCEKFSrExIkTsbS0JC4uji+//JLjx49rHVaW5HjyyFtvvaV8/ezZ\nM/kDXQghRAoXLlygcuXKXLhwQetQhNDcGxTgAL1oQlkAnvOCDvgyj8MaR6YtOU8IITIi5wlhKL0e\n1qxJSBqZMgUSP6YoXBh++gkCAiBJJVqRh8h5QgghxKvk4sWLLFiwQGmPHj2awoULZ3q8VatWZSke\nHx+fLO1vjLi4OEJCQrh+/Tp//PEHkydPpnLlyjRo0IDTp08bNdbAgQMpU6YMADExMVK9RQghRLaq\nVq0as2bNomDBgoSHh/PFF18wadIkjhw5QmRkpNbhGc08pyd86623cHJy4uHDhwAcP36c+vXr53QY\nQgghhBC5RgGs2UE3+rMNH06hB0awiyCe8j3NMdN2JUIhhBAi1zpyBIYPh8NJcjLNzWHoUJgwAZIU\nTxVCCCGEyFYTJkwgNjYWgPz58zNkyJAsjXfixAnOnTvHO++8Y/S+ISEhbNu2LUvzm8KBAweoWbMm\nK1asoEePHgbtY2lpyahRoxg2bBiQUEHl4MGD1KtXLztDFUII8RqrUqUKK1asYPr06Rw9epQDBw5w\n4MABAOzt7bG1tUWn0xk1pk6nY82aNdkRbrpyPHkEoFOnTkoG7fr16yV5RAghhErhwoXp06dPlu6u\nECKvscSMX/gYFwoyhb0AzOcINwllNe2wxULjCHOWnCeEEBmR84RIz507MHYsrF6t7vf0hO+/T6hC\nIvI+OU8IIYR4VZw8eZKNGzcq7YEDB1KgQIEsj+vj48OsWbOM3m/9+vVER0dnef6kPD09admyZarP\nRUdH8+TJE86cOcPff/9NRESE8tyLFy/o2bMnRYsWpUWLFgbN1adPH6ZOncrjx48B+Oqrr/Dz88v6\nixBCCCFSERwczOLFizlx4gQ6nQ69Xq88Fx4eTnh4uNFjGptsYiqaJI+0adOG/fv3ExAQwIULF1i+\nfDl9+vTRIhQhhBCvoDJlyrBs2TKtwxDilaNDx2QaUYYC9OcPXhDPJi7yPj5sowtFsdM6xBwj5wkh\nREbkPCFS8+wZzJ4NM2cmfJ2oUiWYMwc++EC72ETOk/OEEEKIV8W3336rXGgyMzPLdNURKysrypQp\nw+XLlwFYs2YN06dPx8zMzKhxki5ZU6BAAQoUKMDNmzczFVMid3d3Bg4cmOF2kZGRTJ06VZX0Eh8f\nz+DBg7lw4QKWlpYZjmFra0v//v2ZNm0aAHv27GH//v00aNAg8y9ACCGESMXZs2eZMGECYWFh6PV6\ndDpdlhM/kiaf5DRNapzrdDqmTp1KpUqV0Ov1rF27lunTpxMaGqpFOEIIIYQQuUovqrOdrjiQ8IHJ\nEe5Qh+VcJljjyIQQQohXk14P69dDxYowadLLxBFHR1i4EE6dksQRIYQQQmgjMDCQTZs2Ke0WLVrw\nxhtvZHo8Ly8v5eu7d+/yzz//GLX/pUuXOHLkiNLu0KEDNjY2mY7HWHZ2dsycOZMvvvhC1X/9+nV2\n795t8Dh9+vRRXbybN2+eyWIUQgghIOH37Lhx4wgNDVUSRyAh+SMrDy1pUnnk7NmzAPTq1Yvly5dz\n8eJF/vnnH/bu3Uu9evVwc3OjWLFi2NnZZSozp3LlyqYOWQghhBDildKccuynF56s5Q7hXCOEuixn\nK12oS+Y/ZBJCCCHymv/+g+HDwd//ZZ+ZGQwenJBI4uioXWxCCCGEEAsWLCA+Pl5p9+3bN0vj9ejR\ngwkTJigXn3x8fPjAiCzZpFVHALy9vdm/f3+WYsqMiRMnsnDhQp4lKRe3a9cuPvzwQ4P2f/PNN2nc\nuDH//vsvAJs3byYoKAgXF5fsCFcIIcRr6KeffiIiIkKVNFK6dGnef/99KlSoQLFixbC2tiZfPk3q\neWSKJskjw4YNUyWFJK79ExMTw549e9izZ0+Wxjcm+1QIIYQQIreqSnEO05ePWMMZHhJMFO/jwxra\n8QmVtA5PCCGE0NTdu/Dll7Bqlbr/ww/h++/h7be1iUsIIYQQItGLFy/49ddflbaDg4PByRFpcXZ2\nTpE0ERYWRv78+TPcNz4+XhVPuXLlqF+/fpbiySw7Ozveffdd/Pz8lL7bt28bNUaHDh2U4xAfH8+q\nVauYOHGiSeMUQgjxenr06BGHDh1S8hx0Oh19+/alc+fOuSpZJDlNkkcSJWa+Jl37J6ulWLK6hpAQ\nQgghRG5Smvzspxft8eUfrhNNHB3w5XuaM5z30CHvjYQQQrxeoqJgzhyYPh0iI1/2V6yY0J/F6zFC\nCCFMKCYmhkOHDnH+/HlCQkKwtLSkbNmyeHh4ULRo0Qz3Dw0Nxd/fnytXrhAeHk6hQoUoV64cjRo1\nwsrKymRxBgUFcfLkSR4+fEhwcDAODg44OTlRrVo1KlSoYLJ5krp//z7+/v4EBQURFRVFgQIFcHNz\no27dupibZ/yx/pUrV/jvv/+4e/cuL168oFixYri7u1OlShWTxRgYGMiJEyd4+PAhISEhFChQACcn\nJ9zc3LLtuOj1es6cOcPp06e5d+8e0dHRFCpUCE9Pz1xZUWLnzp08fvxYaXt6eprke9fLy0tJmoiK\nisLX15c+ffpkuN/u3btVCRpJl8DRQvHixVU1VuKCAAAgAElEQVTtsLAwo/Zv27YtgwcPViq7rF69\nWpJHhBBCmMSZM2eUpBGdTkfr1q3p2rWr1mFlmabJI4lMsXZPYlaPEEIIIcTrpgDWbKcr/dmGD6fQ\nAyP5i0CeMpcPMCP3ZjoLIYQQhtLrwdcXvvgCbtx42V+oEEyeDIMGgYWFZuEJIcRrKfmNfomf34aF\nhfH111+zZMmSVC8GW1hY0LVrV2bNmoWTk1OK569du8bEiRPZuHEj0dHRKZ63t7dn1KhRjB07Fmtr\n60zFHhYWxty5c1m7di2XL19Oc7uyZcsyYMAAhg0bho2NjUFjr1y5kl69eiltb29vVq5cCcDx48cZ\nN24cf//9d6qfdxcvXpyJEycycODAVG+k/P333/nmm284efJkqnNXqlSJOXPmGLWMSVJRUVEsWLCA\nFStWcOnSpTS3K1u2LF5eXowaNQoHBweDx3dxceFGkl/kgYGBuLi48Pz5c+bNm8ePP/6YavUJOzs7\nOnbsSKlSpXj69KnS7+fnR6NGjQyeP1F0dDSlSpUiODhY6du5c2emj1taNmzYoGq3aNHCJON+8skn\nDB48mMj/z6T18fExKHkk6ZI1Op2OHj16mCSezEq6ZA1gUPWUpIoVK0aNGjU4duwYkJBUdeLECWrU\nqGGyGIUQQryeHj58CKAkkHzyyScaR2QamiSPvPPOO1IhRAghhBDChCwx4xc+piwFmcxeABZwlJuE\nspZPsEWulgkhhMi7jh+H4cPhwIGXfWZmCQkjkydD4cKahSaEECKZc+fO4enpqUoQSC42NhYfHx92\n797NP//8o6pisWHDBnr37q1cFE9NREQEU6ZMYffu3fz555/Y29sbFeOvv/7KiBEjVIkDaQkMDGTs\n2LH8+OOPbNq0iZo1axo1V1Lz589n1KhRxMXFpbnN/fv3+fTTT9m3bx+rV6/GzMwMSKji0rt3b9as\nWZPuHOfPn6dFixbMnTuX4cOHGxXf3r176d69u0FLhwQGBjJlyhR++uknVqxYQcuWLY2aK6mrV6/S\nqlUrLl68mO52tra29OzZk3nz5il9ixYtylTyyIYNG1T//+XKlaN58+ZGj5MevV7Prl27VH2ZiTU1\n9vb2fPLJJ6z6//X7Dhw4QGBgIGXLlk1zn/DwcDZt2qS0GzRokO72OeHUqVOqdsWKFY0eo1GjRkry\nCMCff/4pySNCCCGyLLGqFYClpSWlS5fWMBrT0SR5ZMGCBVpMK4QQIpeIi4sjMjISOzs75UMQIUTG\ndOiYRCPKUJB+bOMF8WzhEo3xYRtdcMJO6xBNRs4TQoiMyHni9XDvHowfDytXJlQeSdS8ecISNe+8\no1loIheQ84QQOS8wMJD3339fuVMTEqobFCxYkMjISGJiYlTb3759G09PT06dOoWdnR2+vr506dJF\n9WG9mZkZ+fPnJzQ0VNUPCRfMe/funaK6Q1r0ej0TJkzg22+/TfV5MzMzChQoQERERIpYb926RcOG\nDdmyZQtNmjQxaL6kfvrppxTJHBYWFtjb2/P06dMUVUjWr19PmTJlmDFjBvHx8XTs2JEtW7aotrG1\ntcXc3DzV6i4jRozA1dUVT09Pg+LbuHEj3bp1S7XSS+L/YWr/B48ePaJNmzYsXrzYoMoXyd25c4fO\nnTunSFixsbHB3Nyc8PBwVf+nn37K/PnzleP1+++/8/Dhw1Qr2KRn0aJFqvaAAQNMfkNsQECA6mfB\n2dmZMmXKmGx8b29vJXlEr9ezatUqJk2alOb2vr6+qkof3t7eJoslM/755x+CgoJUfZlJ4PHw8GD2\n7NlKe+fOnYwfPz6r4QkhhHjNFShQQPnaIg+VOX0llq0RwlTc3d25f/++1mEIIbIoNjZW+cM+L/3S\nFSInFSSOYJ6hR89RoCSfUwRbzPPIEjZynsh9ihcvrrrbS4jsdurUKWrWrMnx48flzsI86PlzmDsX\npk2DiIiX/eXLJySNfPQRSMFTkRE5TwiR8zp37qxcLO/UqRMDBw6kXr16WFhYoNfrCQgIYNq0afzv\nf/9T9rl27RrTp0+ne/fu9OrVi/j4eGxtbRk2bBhdu3alcuXK6HQ6YmNj2b17N2PHjlVVK/D19eXv\nv/+mWbNmGcY3e/bsFIkjrq6uDBkyhA8++IDy5csrCQTXr19n06ZNfPfddzx48ACAyMhIOnXqxKlT\npyhVqpTBx+X06dOsXbsWgEKFCjF69Gg6dOjAW2+9BSQs3bF9+3bGjBlDYGCgst/3339Pz5498fX1\nVRJHKlSowJdffslHH31E0aJFgYSy6qtWrWLKlClEJPnFOXjwYJo3b57h31RnzpxJNXGka9euDBgw\ngLp162Jubk5cXBwnT55k2bJlLF26VEkkiYuLY8CAAVSoUIH69esbfFwgIWkjMXGkatWqjB49mg8+\n+IAiRYoACdUy/vrrL+V4u7q60rx5c6WiR2xsLMuXL+fLL780eM7Tp0/j7++vtK2srFTLDJnK4cOH\nVe2qVauadPzGjRvj7OzMzZs3ATJMHkm6ZI2NjQ0dOnQwaTzGuHz5Mj179lT1ubu706BBA6PHSn5c\njx07xosXLzA3l8tjQgghMi9pda7EJGhLS0sNIzIN+e0o8pT79+9z584drcMQQphI0rsvhBBZEwc8\nIFTrMExOzhNCCPF60eth40YYPRqS3ohasCBMmgSffgp54LMaIYTIs44ePYqVlRVr1qxJsS68Tqej\nevXq+Pr6MmDAAJYsWaI89/PPP7Nnzx4iIyMpU6YMO3fuTLF8hYWFBS1atKB+/fo0aNCAgIAA5bkf\nf/wxw+SRQ4cOMW7cOFXfiBEjmDFjRqoXAt58801GjRqFt7c3bdq04eDBgwAEBwczYMAA/vjjD8MO\nCnDy5EkAqlSpws6dOylZsqTqeVtbWzp06ICHhwe1a9dWkgFevHjB8OHD8fPzA6B79+6sWLEiRTKI\nk5MTn3/+ObVq1aJJkybKsjg3btxg+/bttGnTJs3YXrx4QZcuXVSJIxYWFqxfv5527dqptjUzM8Pd\n3R13d3c6duxIq1atlEoWcXFxdOvWjfPnz2NnZ3hVzHPnzgEwfPhwvv/+e/LlU98Q4eDgkOJ7aciQ\nIarlYJYsWcKYMWNS7JuW5FVH2rdvrySrmFLy5PoqVaqYdHydTkePHj2UhKjr169z4MCBVBN4AgMD\n2b9/v9Ju27YtDg4OJo0nPTExMYSEhHDmzBk2b97M8uXLef78ufJ8oUKFWLlyZaaqvzg7O1OwYEGe\nPn0KwPPnzzlz5gzVq1c3WfxCCCFePxUrVlT9fjl16hS1atXSOKqsk+QRkSfly5ePEiVKaB2GEEII\nIcRr7969eylKVwuRExwcHGjevHmOfugtstfJkzB8OOzb97IvXz4YMACmToVsuKYj8jg5TwihjXnz\n5qW42J/c7Nmz2bBhg/Jh/JMnTzh48CBWVlZs27YtReJIUvb29syfP5+GDRsqfTt27CAqKgobG5s0\n9xs9ejQvXrxQ2p999hlz5szJ8PUUKVKErVu3UqNGDW7cuAHA9u3bOXv2LJUrV85w/0SOjo78+eef\nKRJHkipWrBjffvstPXr0UPoSkyQaNGiAj49PugkSDRs2xMvLi19++UXp+9///pdu8sjvv/+uJHAk\n+vnnn1MkjiT3/vvvs3btWtXYN2/eZOXKlQwePDjdfZNr3749c+fONXj7jz76iLJlyypVWoKCgti5\ncycfffRRhvtGRESwevVqVd+gQYOMitdQ58+fV7XLlStn8jm8vLxU1XR8fHxSTR5ZtWqVammk7Fiy\nZsqUKUyZMsXo/erXr8/SpUvT/bnPSLly5Th+/LjSPnv2rCSPCCGEyJJ8+fLRrl07VqxYASS8p5Lk\nESFeUSVKlEixDqYQQgghhMh5pUuXlspwQhOurq6qO05F7vXgAYwfDytWJFQeSdS0acLSNUZclxNC\nRc4TryZ3d3idVyQuXhzy8kp/bm5uDBw4MMPtHBwcaN26NatWrVL1Dxo0yKDqDB4eHqrlOmJjYzl9\n+jTvvvtuqtv7+/srlUMAXFxcmDFjRobzJHJ0dGTy5MmqpU2WLFnCDz/8YPAYX331lUFL3bRr147+\n/fsTFRWl6v/hhx8MqqzRvXt3VfJI0gvqqVmwYIGq3aBBA/r06ZPhPAAff/wxbdq0YfPmzao4jUke\nsbCwMOo4QsLFnEGDBvHFF18ofT///LNBySNr1qwhPDxcaVepUoV69eoZNb+hgpKWUQOjljoyVPny\n5alTpw6HDh0CEpZxWrBgAdbW1so2er1e9bNWsmRJmjZtavJYjOXi4sLMmTPp2LFjlscqVaqU6ns9\n+bEXQgghMqNTp07s2bOH69evc+zYMTZt2kTbtm21DitLJHlECCGEEEIIIYQQr5zoaJg3D779FpJc\nw+Gtt+D776FVK8hE5XIhxCvu/n2QvNO8q2/fvgZvW6tWrRTJI8bs7+7uriSPAFy4cCHN5JF169ap\n2v3791ddXDfEJ598Qr9+/ZTqJXv37jV4XzMzM1XiSXpsbW2pVKmS6kK4u7s71apVM2h/d3d3Vfvy\n5cvEx8enmngSGhqKv7+/qm/o0KEGzZPos88+UyWPXL58mWvXrhlcZaNVq1aZqjDdp08fJk2apCTZ\n7Nixg5s3b+Ls7JzufsmXrDEk2SkzYmNjefDggaqvePHi2TKXl5eXkjwSGhrK5s2b6dy5s/L8/v37\nuX79utLu3r27wUv8ZKegoCA6derE4sWLmTFjRpbu5k7+PXTr1q2shieEEEJgYWHB9OnTGTVqFLdv\n32bhwoUEBwfTs2dPzM1zZxpG7oxaCCGEEEIIIYQQeZJeD5s2wejRkOQ6Bvnzw8SJMHQoWFpqF58Q\nIntl07XTXCOvv34PDw+Dt01+kd/R0ZFKlSplev/EJXBSkzzR48MPPzR4nkQODg64urpy4cIFIGFZ\njIiICOzt7TPct0qVKhQsWNDguZydnVXJIw0aNDB43/z581OwYEHleMTHxxMWFpbq/IcPH1YtQWlh\nYUGrVq0MngsSlsopUqQIjx8/Vvr8/f0NTh5p3LixUfMlcnR0pHPnzkqVlfj4eJYsWcI333yT5j6H\nDx8mICBAadvb26uWCDKliIgI1TIxAHZ2dtkyV6dOnRg+fDjR0dFAwtI1SZNHfHx8VNtnx5I1AJ6e\nnrRs2TLV5/R6PeHh4dy7d49jx47h7++vfO/9+++/1K1bl7lz5zJkyJBMzZ382IaFhWVqHCGEECKp\nxETQCRMmMHfuXC5evMi6devYsWMHzZs3x83NjWLFimFnZ4cuE3e/FCtWzNQhZ8ikySNJ3wAmKpLK\nosOpbWdKqc0phBBCCCGEEEKIV9upUzB8OOzZ87IvXz7o1w+mTgUnJ81CE0LkkLy8ZIuAMmXKGLxt\n8ou9zs7ORn3onjxpI+lSJElFRkZy9uxZVd/evXs5fPiwwXMlSrw4DwnJCg8ePDAoecSY4wIpj42x\n+9vb26uSacLDw1NNHjl9+rSqXblyZaMrsuh0OmrWrKlaJiz5uOkxZJmitAwZMkS1RM/y5cuZNGkS\nFhYWqW6fvOpIt27dcHBwyPT86Xn27FmKPhsbm2yZq1ChQrRu3RpfX18A/v77b+7fv0/x4sV59uyZ\n0g9Qs2ZNo5K0jOHu7m5wJZegoCCGDRvGtm3bAHjx4gVDhw6lQIECmUroSX5sUzv+QgghhLG6dOmi\nen+q0+nQ6/U8ffoUX19f1e/YzNi9e3dWQzSaSZNHOnbsmOINfGovKrXtTEmLAymEEEIIIYQQQojM\nefgQJkyAZcsgyQ3ONG6csHSNm5t2sQkhhDCdAgUKGLytmZmZqp0/f36j5kq+f1xcXKrbPXz4MEUF\niOHDhxs1V1qePHliUIUNY44L5NyxefLkiapdtmxZo+ZJa7/k46ancOHCmZoToEaNGrz33ntKItD9\n+/fZvHkzHTp0SLFtSEgIGzZsUPVl15I1aUn+fWhK3t7eygWsuLg4Vq9ezeeff86mTZtUiVXZVXXE\nWC4uLmzZsoUOHTqwceNGpX/IkCE0a9bM6CV+svPYCiGEeL0l/R2j0+mUHIis/u7JzlyK9Jh84Tq9\nXq88DN3OlA8hhBBCCCGEEELkDjExMHs2uLrCkiUvE0fKlUtYumb3bkkcEUKIvCQrH4Jn1wfoxiQy\nGMvQ6gZZfW3ZdWxCQkJUbWOTVBIlT44x5pgbUrklPcmXOfn5559T3W7lypVERUUp7ffee49q1apl\nae702Nrapuh7/vx5ts33wQcfqErfr1q1ClAvWWNhYUGXLl2yLQZj6XQ6fvjhB6ysrJS+sLCwNP8P\n05P0/xayb4kgIYQQr5/EhJHk78eS9hv70JJJK48ABmfTZMcLl+QRIYQQQgghhBDi1afXw9at8Pnn\ncPXqy34Hh4QKJMOGQZLrBEIIIUS2iYmJybax5fNq7XXo0IGRI0fy8OFDAPz8/Lh06RIVKlRQbbd4\n8WJVe9CgQdkal4ODg1LaPlFERES2zWdubk63bt2YM2cOAGfOnGHbtm2qKu6enp4UKVIk22LIjJIl\nS1KnTh32JFnTcPPmzUyZMsWocSIjI1XtzCZCCSGEEEk5OTlpnuxhaiZNHilcuLBBB8jQ7YQQQggh\nhBBCCJG3nDkDI0YkVBVJpNNB377w9deQ5KZYIYQQIts5Ojqm6Hv27Bk2NjYaRPNqKVSokKodFhaW\nqXFCQ0NV7dSOeXaxtLSkX79+fPvtt0rfokWLmDt3rtJOTChJGl/Hjh2zNS5zc3NKlCjB3bt3lb57\n9+5la7UTb29vJXkEoFevXsQnWS/Qy8sr2+bOisqVK6uSR86ePUtMTAyWlpYGj3Hv3j1V29nZ2VTh\nCSGEeI2tX79e6xBMzqTJI4lr5plqOyGEEEIIIYQQIjMCAgLw8PBg37592fohvDDco0cwcaJ6eRqA\nhg1h3jyQ/yaR0+Q8IYQAKFq0aIq+4OBgSpcurUE0r5bChQur2kFBQZkaJzAwUNXOyeQRgIEDBzJj\nxgzi4uKAhKVapk2bpiQIJV8GpWfPnlhbW2d7XC4uLqrkkTt37mTrfG5ublStWpVTp04BCd/niQoX\nLoynp2e2zp9ZyauExMfH8+TJE4oXL27wGMmPbZkyZUwSmxBCCJHX5NM6ACGEEEIIIYQQwtTi4+MJ\nDw9X3U0ptBETA3PmgKsrLFr0MnGkbFnYuBH8/CRxRGhDzhNCCEhIZHjjjTdUfSdPntQomldLlSpV\nVO2zZ88SHR1t1Bh6vZ7jx4+r+tzc3LIcmzFKly7Nxx9/rLRDQkL47bffAHjw4AGbN29WntPpdAwc\nODBH4nrnnXdU7atJ1/LLJt7e3qn2d+nSxahKHjkptYo3xsZ67do1Vbty5cpZikkIIYTIqyR5RAgh\nhBBCCCFEnmNtbU2lSpVy5K5RkTq9Hv74A6pUgVGjILFivb09TJ8O589Du3YJS9YIoQU5TwghEjVr\n1kzV3r59u0aRvFree+898uV7eQkhJibG6GOzb98+Hj9+rOqrW7euSeIzxpAhQ1TtxGojy5YtIzY2\nVulv0qQJrq6uORKTu7u7qn3mzJlsn7Nbt26Ym6csSP+qLlkDKY+LpaWlUdVrbty4oVo6ycbGRpJH\nhBBCiDRI8ogQQgghhBBCiDynUqVKnDt3jkqVKmkdymvp3Dn44ANo1QouX07o0+mgd2+4cgXGjgW5\nXi+0JucJIUSi9u3bq9o+Pj6q5UReVwUKFKBevXqqvoULFxo1xg8//KBqV6hQgXLlymU5NmM1btxY\ndb4/evQox44dY+nSpartBg0alGMxvffee6p2QEBAts/p5OTE+PHj6dSpk/IYOHAgtWrVyva5M+P2\n7dscOnRI1VezZk2jxkhcpifp/qkl0AghhBBCkkeEEEIIIYQQQghhIo8fw+DBULUq/P33y/4GDeDY\nMVi+HIxYnl4IIYTIER9++KHq4vnz58/p0qULMTExmR5Tr9ebIjTNDR06VNX28/Pj119/NWjfP/74\ng99//13VN2zYMJPFZqzBgwer2j169ODGjRtKu2TJkrRu3TrH4qlSpQolSpRQ2nfv3k2xvEp2mDx5\nMuvXr1ceiVVYXjXx8fEMHTo0xc9hmzZtjBpn7969qnaLFi2yHJsQQgiRV2mSPDJ69Gjlcfjw4SyP\nd+jQIdWYQgghhBBCCCGEyDmxsTB/Pri6wk8/QVxcQn+ZMrBhA+zdCzVqaBujEEIIkZ7Zs2djZmam\ntPft20fTpk25deuWwWPo9Xp2795Nq1at2LRpU3aEmePatm3LO++8o+rr169fhsvX7N27l86dO6v6\nnJ2d8fb2NnmMhvLy8iJ//vxK++LFi6rn+/btm6MVKXQ6XYpEhj179uTY/K+ywMBAWrduzebNm1X9\nJUqUMLo6TPLkkY8++ijL8QkhhBB5lSa1uY4fP47u/xc19vDwyPJ4jx494vjx4wDKuEIIIYQQQggh\nhMh+O3bAyJFw6dLLPjs7GDcuoV+WpxFCCJEbeHh4MHfuXFVljP3791O+fHm6d+9Ou3btePfdd3F0\ndFSej4mJ4cqVK5w+fZo9e/awdetW7t+/D6BpkoQpmZubs3btWmrXrk10dDQA0dHRtGrVCi8vL/r3\n70/t2rUxNzcnLi6OgIAAli9fzuLFi4mPj1fGMTMzY82aNdjZ2Wn1UrC3t8fLyyvVpXfMzMzo169f\njsfUsWNHfvnlF6W9Y8cO+vTpk+Nx5IRjx46xaNGiVJ/T6/VERERw9+5d/vvvP/z9/VNU77GwsGDp\n0qU4ODgYPOeDBw84efKk0n7rrbeoXr165l6AEEIIkcyDBw+ydfxixYpl6/ipkYXdhBBCCCGEEEII\nYbTz52HUKNi5U93fsydMmwZJqrALIYQQucLQoUN59uwZ48aNUxIfnj9/zrJly1i2bBkAVlZWODg4\nEBkZSVRUlJbh5hg3NzdWr15N9+7dlQQSvV6Pj48PPj4+5MuXjwIFChAWFkZcYvmxJMzMzFi0aBH1\n69fP6dBTGDx4MD/++GOKxISWLVtSunTpHI+nWbNmFC9eXEk62rlzJ1FRUdjY2OR4LNlt+/btGVas\nSYu9vT0+Pj54enoatd+mTZtUSUw9evTI1PxCCCFEarp06ZKthS12796dbWOnRZNla4QQ4nUQFBSE\nTqdTHi4uLlqHJITJubi4qL7Pg4KCtA5JvAaGDBmifM+VLl36tfnANitu3ryJtbW1ctwWL16sdUhC\niFzsyRMYNgzc3NSJI/XqwX//wS+/SOKIEEKI3GvMmDHs2rWLsmXLpvp8dHQ0jx8/TvfvkKJFi1Kq\nVKnsClET7du3Z9euXakmWMTHxxMSEpJq4kjRokXZvHkzffv2zYkwM1SxYkWaNGmSot/YpVBMxczM\nTJXQ8OzZs0wnWORF5ubmdOjQgfPnz9OuXTuj9/f19VW+zpcvH15eXqYMTwghhECv12fLQyt5Inkk\n6QGUZWuEEEIIIfKuU6dOqcrcTpkyJU/ekWVqzs7OfPrpp0p7/PjxPHnyRMOIhBC5UWwsLFgAb72V\n8G/i9SFnZ1i/HvbvB3d3bWMUQgghTKFp06ZcvnwZHx8f6tevj4WFRYb7lClTht69e7Nlyxbu3r1L\nnTp1ciDSnNWwYUMuX77MjBkzKF++fLrburi4MHHiRK5du0bLli1zKELDtGjRQtUuV64czZs31yia\nhBskzMzMlPby5cs1i0VLNjY2FC9enKpVq+Lt7c1PP/3EnTt32LBhA2+88YbR412/fh0/Pz+l/fHH\nH8vNfUIIIUwu6c21WX0kjqelPLFszbNnz5SvrWUxZSGECaxcuVJVQaFnz57yx4UQQrwChg4dqtzN\nVqFCBXr27KltQLnI+PHjWbp0KREREQQHBzNp0iQWLFigdVhCiFxi504YORIuXHjZZ2sLY8fC55+D\n5PEJIYRITVbummzUqFGW9p88eTKTJ0/O9P7m5uZ4eXnh5eXFs2fPOHLkCLdv3yY4OJiIiAjs7Owo\nUKAAZcuW5e2336Z48eIGj92zZ88s/S2zcuVKVq5cmen9s1I11MbGhjFjxjBmzBgCAwM5fvw4Dx8+\n5OnTp+TPnx8nJyfc3NyoWLFijsdmqKTVKAAGDBig6YUaZ2dn2rdvz2+//QbAX3/9xY0bNyhTpkyG\n+2b158RQFy9eNHofravTLl++XHVsRowYoWE0Qggh8iInJyej30Po9XoiIiJU+Q2JYxQsWBArKyuT\nxmisPJE8EhgYqHxtb2+vYSRCiLxi5cqV7N27V2k3atRIkkeEEEJj27dvZ//+/Up7zJgxqruzRPoK\nFy5M//79mTNnDgCLFy9m5MiRaZbjFiK3O3/+PB06dMDX15dKlSppHU6udfEijBoFO3ao+3v0gOnT\nIY9V5BevGTlPCCEMZWtrS+PGjbUO45VTtmzZXPf3REBAAEeOHFHaVlZW9OrVS8OIEowbN44NGzag\n1+uJj49n4cKFfPfdd1qHlWtFRUWxdOlSpe3h4UGDBg00jEgIIURetH79+kzvGxERQUBAANu2beO/\n//5Dp9NhZ2fH1KlTNX1/leuXrblx4wYHDhxQyrkYko0rhBBCCCFyF71ez4QJE5R26dKl6d69u4YR\n5U4jR47E0tISgNjYWKZMmaJxREJkn+fPn3P+/HmeP3+udSi5UkgIDB8OVaqoE0fq1IEjR2DVKkkc\nEbmfnCeEEOL1k7z6YseOHSlSpIhG0bzk5uZGhw4dlPbixYt5+vSphhHlbsuXL+fRo0dK+9tvv9Uw\nGiGEECIle3t76tevz8yZM5k0aRLW1tbcvXuX4cOHc/XqVc3iypbKI2fOnOHUqVMGbXv06FFCQ0ON\nGj8+Pp7IyEhu3LhBQEAAsbGx6PV6dDod77zzTmZCFkIIk3NxccmRspFCaEnrEqTi9bF9+3ZOnjyp\ntD/99FOD1h0XaqVKlaJ9+/asXbsWgNWrVzN58mSpriXypHz58uHg4EC+fLn+nokc9eIFLF4MEyfC\nkycv+0uXhpkzoUsX0Hj5XSFMRs4TQrYnBKMAACAASURBVAjxerl69Sq//vqrqm/YsGEaRZPS119/\nzaZNm4iNjSU8PJyFCxfy1VdfaR1WrhMTE8P333+vtD/66CPq16+vYURCCCFE+ho2bIi1tTXjxo0j\nPDycr776iuXLl2NnZ5fjsWRL8siJEydYtWpVutskXlD19/fH398/03MlJo1Awh/9zZo1y/RYQggh\nhBDi1ZS41AokrD3+KpQVzq369eunJI/ExcWxYMEC1QdrQuQV1apVIywsTOswcpW//4YRI+DcuZd9\nNjYwZgyMHg22ttrFJkR2kPOEEEK8PiIiIvD29iY2Nlbpa9q0Ke7u7hpGpVa+fHmGDRum/H02e/Zs\nBg0aROHChTWOLHdZtGiRcrOTpaUl8+bN0zYgIYQQwgDvvvsujRo1ws/Pj0ePHuHj48Onn36a43Fk\n260Vickher0+xSP5dpl5JNLpdEq7R48elChRIrtekhBCCCGE0MDp06fx8/NT2p6enhQvXlzDiHK3\nRo0aUa5cOaW9bNkyIiIiNIxICKG1y5ehdWto3lydONKtG1y6BJMmSeKIEEIIIXKXRYsWsWjRIn74\n4QdGjBhBuXLlVDex5suXj2nTpmkYYeomTZqkXOMIDQ2V5VaMFB4ezjfffKO0R44ciaurq4YRCSGE\nEIZr2bIlkJA/sWPHDlXSa07JlsojibJzuYakY5cqVYpu3brRokWLbJtPCCGEEEJoY8WKFap2x44d\nNYok72jfvj0zZ84EICwsjN9//x0vLy+NoxJC5LSnT+Hrr2HBAkj6eUTt2jB/Prz3nnaxCSGEEEJk\nxaBBg9J9fsSIEdSqVSuHojGcg4MDd+/e1TqMXMvBwYGHDx9qHYYQQgiRKZUrV1ZWXImKiuLcuXNU\nq1YtR2PIluQRNzc3unfvnubzq1evVl54rVq1KF++vFHjm5mZYWNjg6OjI66urpQpUyZL8QohRG4R\nExPDoUOHOH/+PCEhIVhaWlK2bFk8PDwoWrRohvuHhobi7+/PlStXCA8Pp1ChQpQrV45GjRphZWVl\nsjiDgoI4efIkDx8+JDg4GAcHB5ycnKhWrRoVKlQw2TymEBwcjL+/P9euXSMyMpIiRYrg7OyMh4eH\nSdeT0+v1BAQEcPnyZR49ekRYWBiOjo4UL16cunXr4uTkZLK5krpx4wbHjh3j5s2bREZGYmdnR506\ndXjvFb0alHicAgICePjwIXq9npIlS1KnTh2D7hSJjY3lyJEjnD17lidPnmBnZ0epUqVo3LixScq8\nBgYGcvHiRW7cuEFYWBhxcXEUKlSIokWL4u7ubvL3JFevXuX48ePcvXuX58+fU7hwYSpXrkzt2rUx\nN8+eHOC4uDj+++8/AgMDefjwIc+ePaNIkSKULFmSevXqUbBgwWyZN7141q9fr7QtLS2VDGxTCQkJ\n4eDBg1y9epWIiAgcHByoVKkS9evXx8bGJsP9b926xZEjR7h58ybR0dEULVoUNzc3atWqpbznzazr\n169z6tQp7t69S1hYGHq9Hjs7O4oUKYKLiwtvv/02jo6ORo+bNHkE4Ndff5XkESFeIy9ewLJlMGEC\nPH78sr9UKZgxA7p2hXzZVqdUCCGEEEJbnTt3ZsaMGVqHIYQQQgihYmFhgZ2dHREREeh0OoKCgvJG\n8kj16tWpXr16ms+vXr1a+bpevXq0atUqO8IQQgijNGrUiL1796b6XOPGjdPdd9KkSUyePFnVFxQU\nRNmyZZV2mTJllPU205L8ImNilaWwsDC+/vprlixZkuqa3BYWFnTt2pVZs2almoRw7do1Jk6cyMaN\nG4mOjk7xvL29PaNGjWLs2LFYW1unG2NawsLCmDt3LmvXruXy5ctpble2bFkGDBjAsGHDDLoomxV7\n9uxR/d81bNiQPXv2AHDu3DnGjx/PH3/8QVxcXIp9bW1tadu2LTNmzKB06dKZjuH69etMnz6drVu3\npnnng06nw93dnS+++IL27dsbPHbPnj3x8fFR2r/88gs9e/YEYMOGDcycOZMTJ06k2M/b29tkySMu\nLi7cuHFDaQcGBuLi4pLm9sl/zvz8/GjUqBHx8fEsXryYmTNnqsZLysPDg3nz5qX6HiMsLIyZM2ey\naNEinjx5kuJ5MzMzOnbsyOzZsylZsqTBry8yMpKtW7eydetW/Pz8ePDgQbrbOzs7M2DAAD799NMs\nJVls3LiRb775hoCAgFSfL1y4MIMHD2bMmDHY2tpm6nyT3KlTp5g+fTo7d+4kNDQ01W3Mzc2pX78+\nX331FU2aNDFq/Mzau3ev6rjXrVuX/PnzG7x/eueBq1evMm7cODZt2sSLFy9S7FuwYEFGjhzJmDFj\nsLS0THXsSZMmsX///lQr7r3xxhvMmDGDrl27GhwvJKzFPXfuXFauXMn169fT3Van0+Hq6kqLFi3w\n9vamRo0aBs3h7u5O0aJFefToEQD//vsvjx8/pkiRIkbFKoTIfXbvhhEj4MyZl33W1vDFFwkPE+bO\nCiGEEEK8EszNzSlatCi1a9emd+/etG7dWuuQhBBCCCFSFRsbq1wr1GKpcc3uJcrOJW2EECIvOXfu\nHG5ubsyePTvVxBFI+GXi4+NDzZo1uXTpkuq5DRs2ULVqVdauXZtq4ggk/AKaMmUKzZo1y9Qvo19/\n/ZU333yTyZMnp5s4AgnJBWPHjqVChQocP37c6LlM4ZdffqFGjRps2bIl1cQRgGfPnrFmzRoqVaqk\nqnpgqBcvXjB69GgqVqzIsmXL0i2Zqdfr+e+//+jQoQMeHh48TnoLsJEiIyNp27YtnTp1SjVx5FUU\nGhpK8+bN+fTTT9NMHAHYt28fderU4ffff1f1nz17lurVqzNt2rRUE0cgoXrFunXrqFmzJhcvXjQo\nruDgYJycnOjatSvr16/PMHEE4ObNm4wfP54KFSqwb98+g+ZJKioqirZt29K+ffs0E0cSY5s6dSo1\natTIMLkgI8+ePcPb25vq1avz22+/pZk4Agnf13v27KFp06a0b9+eZ8+eZWluQ/z555+qdqNGjUwy\nrq+vL25ubvj6+qaaOALw9OlTJk6cyAcffEBkZKTSr9fr+eKLL3j//ffZt29fmu9rb926Rbdu3Rgx\nYoTBcf33339UrFiRiRMnGvR/q9fruXz5Mj/88ANTp041eB5ISKRJFB8fz65du4zaXwiRu1y9Cm3a\nQNOm6sSRLl3g0iWYMkUSR4QQQgiRd+j1euURGxvL3bt32bx5sySOCCGEEOKV9fDhQ9V1vOy+ATs1\nmiSPdO/ene7du9OtWzejl6wRQojXSWBgIO+//77qgrpOp6NQoUKp3gV/+/ZtPD09lYucvr6+dOnS\nRXXR08zMjEKFCpEvlVrkBw4coHfv3gbHp9fr+eqrr/Dy8iI4ODjF82ZmZjg6OqYa661bt2jYsCG7\nd+82eD5T8PX1pU+fPsTExCh9icc0tWMSHh5O9+7dWbNmjcFzhIeH06pVK2bPnk1sbGyK562srHB0\ndMTMzCzFc/v376dOnTrcvn3b4PkSxcXF0aZNGzZv3qzqt7CwoFChQkaPlxOio6Np2bJliu8DBwcH\nbG1tU92+W7duSmLF5cuXady4seoiu06no2DBgql+392/f58PP/zQoKSH2NjYNLezsLCgcOHC2Nvb\np/r8w4cPadKkCf/++2+G8ySKioqiZcuWKf7/Etna2qaY79KlSzRt2lSpHmGs+/fv4+HhwapVq1JN\ngLC2tqZQoUKpLr2yceNGGjdunGZSm6n89ddfqraHh0eWx9y6dStdunQhKipK6TM3N8fR0THV88Ce\nPXvo06eP0v7ss8/47rvvVMfM2to6zWoz8+bN46effsowrkuXLtGkSRPu3LmT6vMODg4UKVLEZMuM\nJT+WO3fuNMm4QohXS2gojB4NlSrBli0v+93d4eBBWLsWnJ21i08IIYQQQgghhBBCoNzcl/i5sxbX\ndTRJHundu7fyqFChghYhCCFECiNHjuTnn3/m559/xtXVVfXciBEjlOdSe7Rs2TJbYurcubNSsaJT\np074+fkRHR3NkydPeP78OSdOnEixzMm1a9eYPn06Fy9epFevXsTHx2Nra8vYsWM5ffo0sbGxyv5/\n/vknVatWVe3v6+vL33//bVB8s2fP5ttvv1X1ubq6Mn/+fC5evEhsbCzBwcFER0dz7do1Zs+eTbFi\nxZRtIyMj6dSpU5oXSk3t/v379OvXT/nF2759e9UxjYmJ4ejRo/Tt21d1sTwuLo7evXtzJultumnQ\n6/V06dIlxUXYhg0bsm7dOu7evcvz588JDg4mJiaGY8eO8dlnn6kuBl+9epXOnTunWRUlLXPnzuWf\nf/4BwMnJie+//56rV6+qvmcOHjyIp6enUeNmp4kTJ3LgwAEAatWqxf/+9z9CQ0MJCwsjMjKSoKAg\nxo8fj4WFhbLP8+fPGTJkCNHR0bRt25bHjx+j0+no3Lkzfn5+PH/+nJCQEKKjozlx4gSffPKJas6g\noKAU37fpsbS0pFmzZsydO5f9+/cTEhJCTEwMjx8/Jjw8nIiICPbv38+QIUNUyz69ePGCrl27GlxJ\nZuzYsSmSTZydnVmyZAn3798nMjKS8PBwnjx5wpo1a6hcuTKQkGQ2dOhQg19PoujoaDw9PVUVgHQ6\nHa1bt2bLli0EBwcTFRXFkydPiI6O5sCBA3h5eamSK44ePUr//v2NnttQkZGRnD17VtWX/JxlrHv3\n7uHt7U1cXBw2NjbKuTEmJkZ5zX/++WeKtSR/++03/vnnH3799VcWLFgAQKlSpVi4cCE3b94kKiqK\nkJAQnj59ytKlSylatKhq/y+//DLD74Vhw4YRHh6utK2srBg+fDj+/v5ERkYSFhbGo0ePeP78ORER\nERw5coQFCxbQokUL1c+IoZIfy0OHDhk9hhDi1RUXB0uWgKsrzJ4NifmsJUqAjw8cOQJ162oboxBC\nCCGEEEIIIYSAM2fOsHbtWtW1qSpVquR4HDo/Pz9ZP0bkuCZNmhAfH0++fPmMvjiantKlS3Pnzh1K\nlSqVqbv2hUjUqFEj9u7dq7T9/PyMXiohKCiIsmXLKu0yZcoQFBSU7j6p3d1vZWXFmjVrUlwAT2rA\ngAEsWbJEaTs6OvL2229z8OBBypQpw86dO6lYsWKq+0ZERNCgQQPVEhkff/xxmtUPEh06dAgPDw/V\ncg8jRoxgxowZqVZ8SPT48WPatGnDwYMHlT5PT0/++OOPdOfLjD179tC4ceMU/fny5WPFihV4e3un\nue/OnTtp06aNqkRYzZo1OXr0aKqVCRJ99913fPHFF0rb2tqapUuX0r1793RjPXHiBC1btuTevXuq\nsT7//PM09+nZsyc+Pj4p+hs0aMDWrVvTrIJgSi4uLqrKOIGBgbi4uKS5ffKfrUSff/45s2bNSvVn\nAGDdunV07dpV1de6dWu2bt2KtbU1a9eupW3btmnO269fP5YtW6a0ixYtyp07d9K94B4SEsKCBQsY\nOHAgTk5OaW6X1JUrV/joo4+4evWq0jdp0iQmT56c7n6HDx+mXr16xMfHK33NmjVj06ZN2KWxhkBs\nbCx9+/Zl1apVKZ4z5HwzePBgVTUMR0dH1q1bR/PmzdPd76+//qJ9+/aqJAdfX98UiWymsH//flV1\njJIlSxqdbJbWeeCNN95g165dvP3226nuFxkZiYeHh2r5p3r16nHhwgWePHlC06ZN+f3333FwcEh1\n/wsXLvDuu++qjtPcuXMZPnx4qtvfu3ePUqVKKcltlpaW7Nmzhzp16hj0Ou/du8fx48eNSmZ8+vRp\niuz14OBgHB0dDR7DEPL+TGjlypUrDBkyhIULF6ZIDM7r9uyB4cPh1KmXfVZW8PnnMHYspFE4S4jX\nzut8nkiP/O4WQgghhBCvm+x6D2xmZqZcD83pKuwid7hx4wbbt29n8+bNxMXFodfr0el0VKhQwaBq\n1qZmnuMzCiGEMMq8efPSTRyBhAogGzZs4OnTpwA8efKEgwcPYmVlxbZt29JMHAGwt7dn/vz5NGzY\nUOnbsWMHUVFR6a6nNnr0aFXiyGeffcacOXMyfD1FihRh69at1KhRQ0k62L59O2fPnlUqKWS3r7/+\nOt3EEYAWLVqwZMkS1XbHjx9n+/bttGrVKtV9QkJCmDp1qqpv3bp1tGnTJsOYatSowaZNm6hfv75y\nXOfOncuwYcPSTcZJzsXFhR07dqS5nMqrqFOnTnz33XfpbtOlSxeWL1+ueoO9detWAH744Yd0E0cA\nvv/+e3x9fQkNDQXg0aNH7N27l6ZNm6a5T6FChZg4caKhLwNIqLyzfft23NzclMSjRYsWMXHixHST\njmbNmqVKHHF1dWXz5s2pLt2TyMLCghUrVhAUFMS+ffuMivPy5cssWrRIaVtaWvLnn39Su3btDPdt\n3rw5K1euVJ2XZs6cmS3JI+fPn1e1y5UrZ5JxLS0t2bZtW5qJIwB2dnbMnz+fBg0aKH2JSW/ly5dn\n8+bNaSb2ALz99tt8/vnnTJo0Sen73//+l2bySEBAgGoZnHbt2hmcOAJQokQJo6tgFSxYkMKFC6uW\nHTt37pzqNQuRm4WHh/PXX3+pkrjyuuvXExJENm1S93fsCLNmQZky2sQlxKvqdTxPCCGEEEIIIYQw\njZEjR2Zqv7i4OKKionjw4AEREREAStJIor59+5okRmNpsmyNEEIIw7i5uTFw4MAMt3NwcKB169Yp\n+gcNGmRQWSsPDw+ckyx2Hxsby+nTp9Pc3t/fX1U5xMXFhRkzZmQ4TyJHR8cUlRiSVk7JTq6urowe\nPdqgbb28vKhfv76q7+eff05z+59//ln5RQ8Jyw4ZkjiS6N1336Vbt25K++7du0ZXZJk9e3auShyx\ntLRk3rx5Bm2b9NgkqlatGv369ctw3/z586f4GUm6XIsplS9fno8//lhpP3jwIEUSRFL37t1j27Zt\nqr558+almziSyMzMjIULFxod4+zZs1XJKiNHjjQocSRRu3btVAlnx44dU1XoMJXk1VNKlSplknEH\nDhxo0PI39evXp0wqV1pnzZqVbuJIouQVhwICAlTHPamQkBBVO2nlquyU/JhmVLFGCPFqCguDMWPg\n7bfViSM1a8L+/fDbb5I4IoQQQgghhBBCCGFKAQEBnDp1yujH2bNnuXr1KuHh4ej1+hSJIz179qRG\njRqavCapPCKEibizhPtEZLxhHlUce47RX+sw8hxjMgtr1aqVYvkKY/Z3d3fn5s2bSjtxyYXUrFu3\nTtXu378/1tbWBs8F8Mknn9CvXz+lykZqS5lkh379+qW7VElygwcP5sCBA0r7n3/+SbMqS/LjMmzY\nMKPj69y5s2opmr1799KuXTuD9nVyclIlLeQGLVu2pHjx4gZtW6tWrRR9xv6M/Prrr0r7woULBu9r\nrPfee48NGzYo7cOHD6dZWefff/9VVfF54403+PDDDw2eq0qVKtStWxd/f3+Dto+Pj1fFli9fPoYM\nGWLwfIk6d+6s+rndu3evyd/QJi8Raej3SkaMPTcmXZrJyckpzepDyb355ps4Ojry5MkTIGEpnJs3\nb6a6tFPyZaaOHTtmcIxZUaJECVWy4K1bt3JkXiFyQtWqVQkNDTUo2Su3iouDlSth/Hh48OBlf/Hi\nMG0aeHtDOoWvhHjtvQ7nCSGEEEIIIYQQr56kySKJCSR2dnYMHjyYFi1aaBaXJI8IYSL3ieDO/7F3\n53E1pX8cwD+3RWmVJdkSSQhliWhkH9uEIWsoZig7gxnMSE3WkbI0trFlBjPIWAfDIGuWQopUlKXS\nTvt67++P++vo3Hurc273dsP3/Xr1Gs/Tec7zdDudmvt8z/cLSnVLFMvBwYHzsWUzhwDi7B7t2rWT\ne3xpCRxZJAM9+Gx0l9LX14eFhQWzgR8eHo7s7GylZ83gG1zh6OgINTU1JltAUVERQkJCpDKSpKWl\nISIigmkbGhryKjlRSnLz/fbt25zH9urVCxoaH9ev9qpc4wB4ldfgc41XJDExEU+fPkVGRgaysrJQ\nUFDAKjcCiCOOy6poQz44OJjVHjRoEOsPRy6GDBnCOXjk4cOHTPkeQBx8Ik9GD1nX6sKFC3mfpyKZ\nmZmstiI2doyMjHiVyJK8buzt7SssQSRrfGnwCFD+dWdrawuBQMBcSxcvXsSKFSuwYsUKXqWr+JJ8\nTSVfc0I+Zurq6jAwMFD1MpTm2jVgwQLgwYMPfVpawHffAcuWAfr6qlsbIR+LT/0+QQghhBBCCCFE\nuST3BvjS0tJC69at4eDggC+//BL6Kn5D5+PaYSKkBjPBx1MmQhk+969fWWSVSyiP5Aagqakprw1o\nyaCN8up+5+TkIDw8nNUXFBQktQHORUFBAfNvoVCIpKQkpQaP6OnpwcLCgtcYXV1dWFpasrJUPHr0\nSCp45M6dO6w/EgwNDbFjxw7eaywpKWG1ExMTOY/lUqKopqnKNc53PNdrXJagoCAcOHAAp06dQmpq\nKudxpSoKVImMjGS1O3XqxPv8fMZI/qyqqanJda0mJyez2nyuVa5yc3NZbVkZf/jie2+UvO74XHMA\n9+uuQYMGGDVqFAIDA5m+VatWYdeuXRg/fjyGDh0Ke3t7hd8jJV9TydecEFLzxMYC338PHDvG7h89\nGtiwAaimqleEEEIIIYQQQgghnzVfX1+5xqmrq6N27drQ09ODsbExr4cVlY2CRwhRECrZQpTB0NCQ\n87Hq6uqsNt8n6CTHSwYxlEpOTpaKpFywYAGvucqTnp4Oc3NzhZxLFr6bxqXMzMxYwSNpaWlSxySV\nzRUP4NWrV5g5cyb/RUoom7GgMvXq1avyfNWtKtc4wO8653qNlxUfHw83NzecPXuW8zyyVBSokpGR\nwWo3atSI9/n5lHORvFYfPHhQ7deqvKoaxQ3wu+aA6ru3AoC/vz/u37/PKpOTnJyMLVu2YMuWLdDQ\n0ECHDh1gb2+P3r17o1+/fqhbty6v9UhSxGtKCKkeWVnA2rWAry9QJv4WNjbApk1A796qWxshhBBC\nCCGEEELI58bGxkbVS1C4mhPGQgghRIo8gQ6KGFsRZW4QK/uJd3lTUktuNktu9gPKe134vCbKLvmj\nDFW9TpV1nQPiAKBevXpVOXAEAFP2SJayJWQAyJWWjs+1XROuVa50dHRY7fz8/CqfsyZfcyYmJrh7\n9y5Gjx4t8/PFxcV48OAB/P39MWbMGJiYmGD48OFSpcT4yMvLY7UVURqIEKJYQiGwbx/QurU4eKQ0\ncMTYGNi9G7h/nwJHCCGEEEIIIYQQQkjVUfAIIYQQXgoLC5V27o/5CXhlvi5ENaZOnYrY2FhWn6Wl\nJVasWIEzZ84gPDwcaWlpyM3NRUlJCUQiEfOxb98+zvNoaWmx2vJcS3zGKOtaVcbPr2TgVnZ2tsLn\nqGmMjY1x7NgxhIWFYeHChRWW2ioqKsLp06fRp08fjB07FpmZmbzny8nJYbXlDbIjhCjH9euArS0w\nbRrw9q24r1Ytcdma6Gjgm28AGYm5CCGEEEIIIYQQQgjhjcrWEEII4UVWiYTc3FzUrl1bBavhR56N\nVUA6M4SRkZHUMZKvS7du3XDnzh255iOqd/nyZVy+fJnV5+fnx7lEE58ghzp16rDaktcbF3zGSF6r\nY8eOxV9//cV7zurQrFkzVjsxMVFFK6l+HTp0gK+vL3x9fZGYmIjr16/jxo0buHHjBh4+fCgVrHP0\n6FEkJyfjv//+k1niqTySr6mpqalC1k8IqZqXL8UBIkeOsPu//hrYsAFQYpU/QgghhBBCCCGEEPKZ\noswjhBBCeGnQoIFUX1pamgpWwt/r16/lyo4QFxfHaterV0/qGMnX5WN5TYhsx48fZ7VdXFw4B44A\nQGpqKudjTUxMWO3IyEjOY+UZ8zFdq2ZmZqx2fHy8ahaiYo0aNcLYsWOxZcsWhIaGIjExEVu2bEHz\n5s1ZxwUFBfHKegNIv6aS5ySEVK/sbGDFCqBNG3bgSMeOwOXLwPHjFDhCCCGEEEIIIYQQQpSDgkcI\nIYTwUrduXalsAA8ePFDRavjJyspCdHQ0rzE5OTmIiopi9VlbW0sdZ2Njw2rHxcXJlUGC1AxhYWGs\n9uTJk3mNv3fvHudju3btymoHBwfzmgsAryw3ktfqo0ePamzJKCsrK1Y7JiZGRSupWRo2bIi5c+ci\nIiIC3bp1Y33u4MGDnM+Tnp6O9PR0Vl/79u0VskZCaoKXL1/i22+/xcuXL1W9lEoJhcCBA4ClJbBq\nFZCfL+5v0ADYuRMIDQX69lXtGgn5FH1M9wlCCCGEEEIIIZ+G0NBQ/PLLL3B3d4erqyu+++47HDhw\nACkpKapeGgWPEEKILBoa7KpeJSUlKlpJzTRw4EBW++zZsypaCX8nT57kdfzp06dZ339NTU106dJF\n6riWLVuiZcuWTLukpATnzp2Tf6FEpZKTk1ltyYCpimRmZuLatWucj+/ZsyerffnyZan5K1JYWIhj\nx45xPt7e3p5VZio1NbXGlliysbFhlWBJSkqqEX9A1xS6urrw8vJi9UkGPlXk8ePHrHarVq2kyigR\n8jFLS0vDnj17anSGJQC4dQuwswNcXICEBHGfpiaweDEQHQ3MmAHwqEZFCOHhY7lPEEIIIYQQQgip\ned68eYNff/2V+Xj48GGFxxcXF2PNmjVYsmQJLly4gKioKLx69QqPHj1CQEAApk6div/++6+aVi8b\nBY8QQogM+vr6rDZlkGBzcnJitQMCApBQuttRw/32228oKirifPy2bdtY7f79+7M23suSfF3Wr19f\nYzM6kIrVqlWL1X737h3nsdu3b0d2djbn47/44guYmpoy7dI/ILn69ddfpbJHVERLSwuOjo6svrVr\n13IeX510dHTQsWNHVl9lf4B/blq0aMFq5+TkcB776NEjVtvOzk4hayKEcPPqFTBxImBvD5RNWDVi\nBBARAWzYABgaqm59hBBCCCGEEEIIIaR858+fR2BgII4fP47jx4+jYcOGFR6/bds2XLp0CSKRCCKR\nCAKBAAKBAAAgEomQm5uLtWvXwV2qtwAAIABJREFU4ubNm9WxfJkoeIQQQmQwMTFhtZ8+faqildRM\nQ4YMga2tLdPOz8/HhAkTUFhYKPc5qyvIIjo6Ghs2bOB07IEDB3D9+nVW38yZM8s9ftGiRdDV1WXa\nDx8+xLJly+RbKFGppk2bstpnzpzhNC4iIkIqE0Rl1NTU4Obmxurz9/fnlLkmNDQUHh4evOYDgBUr\nVjB/lALAqVOnsGPHDt7nKaXMn99Bgwax2nyyunxMiouL5Ron+ftJ8vdXRYKCgljtwYMHy7UGQmqq\ntm3bIjw8HG3btlX1UlhycoCVK4E2bYDDhz/0t28PXLoEnDgBWFiobn2EfE5q6n2CEEIIIYQQQkjN\nV1qCXiQSwdraGo0aNSr32JiYGJw8eZIJGBEIBEwQSdlAEqFQiI0bN/J6SFCRKHiEEEJk6NSpE6sd\nEBCArKwsFa2mZvLx8WGVk7h27RoGDBiA169fcz6HSCTCf//9B0dHR/z999/KWKZMK1aswIEDByo8\n5sKFC5gxYwarr1OnThg2bFi5Y4yNjbF8+XJW3/r16zFz5kzk5eVxXl9+fj4CAgLQuXNnpKamch5H\nFKdPnz6stp+fH0JDQyscExISggEDBvD6XpeaP3++VNmjUaNGYdu2bRAKhTLHHDlyBAMHDkR2dja0\ntbV5zde+fXt8++23rL45c+bAy8uLV5muzMxMbN26FZ07d+Y1Px9Dhgxhta9evaq0uVRp2bJlmDhx\nIq8SQqmpqfjxxx9ZfX379uU0ViQSsQJx1NTUpAJ1CPnY1a5dG1ZWVuVmDKtuQiHwxx+ApSXw889A\n6a+L+vWB7duBBw+A/v1Vu0ZCPjc17T5BCCGEEEIIIeTjkJeXh9jYWCboo7Kszn/++SfrIUwTExMs\nWLAA69evx6xZs2BkZMR87v379zh+/LjS1l4RCh4hhBAZhg4dygqMiI6ORps2bTBr1iz4+vpix44d\nrI/79++rcLWq4eDgAD8/P1bf9evX0bp1a0yfPh3nzp2TKqVRWFiIiIgIHD58GG5ubmjcuDEGDBiA\nM2fOlLtBrkiWlpYwNDSEUCiEi4sLxo4di2vXrjFP/AuFQty/fx8zZszAkCFDUFBQwIzV1NTEvn37\nWNeFLMuWLcPo0aNZfTt27ICZmRk8PDxw69YtqeCC7Oxs3L17F7t27cLo0aNRv359uLq64sGDBwr6\nyglfU6ZMgY6ODtPOzs5Gr1694O3tjdjYWKa/uLgYt27dgru7O+zs7PD27VsAQO/evXnNp6uri337\n9kFTU5Ppy8/Px+zZs9GiRQvMnj0bGzZsgK+vLxYsWIA2bdpg3LhxzM+YZLaTsllFyrN161b06NGD\naZeUlMDT0xOtWrXC+vXrERISIlXi6d27d7hx4wa2bt2KIUOGoEGDBpg3bx6io6N5fb18fPHFF2jc\nuDHTDg4ORkZGhtLmU5WioiIcPnwYdnZ2MDc3x5IlS3DixAm8fPmSdX8sKSnBs2fPsHHjRlhbW+PJ\nkyfM59TV1TF79mxO892/f58VnNavXz/Ur19fcV8QIYQlOBjo2ROYPBmIjxf3aWgA330HREcD7u7i\nNiGEEEIIIYQQQgip+V6+fMlkDQGAdu3alXtsfn4+bt68yWQbMTQ0xK+//orhw4fD1tYWTk5O2Lp1\nK3R1dZljLl68WF1fCkuNensqKysLr169QnZ2NnJycuTeSBwwYICCV0YI+dw0bdoUrq6u2LNnD9OX\nkJCA7du3yzx+5cqV6Nq1a3Utr8aYO3cucnNzsXz5cuaenZ+fj927d2P37t0AAC0tLejr6yMnJ0eu\njAyKZGJiglWrVmHs2LEQiUQ4evQojh49CoFAgDp16iAzM1Nm1gU1NTXs3r0b1tbWlc4hEAhw4MAB\nqKmp4ejRo0x/cnIyvL294e3tDUAcLKCtrY3MzEypDXqieiYmJvDy8sKSJUuYvtzcXHh4eMDDwwM6\nOjrQ1tZGRkaGVMkWFxcX9OnTR6okSGUcHBxw5MgRjB07lnVNvHr1Ctu2bSt33E8//YQxY8bghx9+\nYPq4ZCLR0tLCqVOn4OTkxFprXFwcli5dyrT19fWhqamJzMxMuUurVIWamhomTpwIHx8fAOKAnVOn\nTsHFxaXa11JdXrx4AR8fH+ZrFggEMDAwgIaGRoX3DG9vb86/iwIDA1ntyZMnV23RhBCZ3rwBli4F\nDh5k9zs6Aj4+QOvWqlkXIYQQQgghhBBCCJFfYmIiq92iRYtyj33w4AEKCgqYLCVOTk6oU6cO65hG\njRph9OjRCAgIAADEx8cjJSUFDRo0UPziK6Dy4JH4+HicOXMGQUFBSEpKUsg5KXiEEKIIW7ZsQUZG\nhspSQ30sfvjhB3Tp0gUzZsxgZWQoVVBQwMrgIUuDBg3QpEkTZS2RxcnJCXv37oWbmxsKCwsBiMs3\nlJfJQFdXFzt37oSzszPnOXR0dHDkyBH4+fnB09MTmZmZUsfk5ORUWrOuTZs2vMuREMVZvHgxkpKS\nmA38snJzc5GbmyvV7+bmBn9/f/zxxx9yzTly5Ehcu3YNbm5uCAsLq/BYfX19+Pj4YMaMGXj06BHr\nc5J/eJanfv36uHTpElasWAE/Pz+ZP6tcSnZJlvpSNFdXV9b34ejRo59c8EhF2WJEIhHev39f7ud1\ndXWxYcMGzJw5k/N8x44dY/5tYGCAUaNGcR5LCKlcbi6wYQOwfv2H8jQAYGUF+PoCX36purURQggh\nhBBCCCGEkKopu6ekoaEBXV3dco8tff9eJBJBIBCUG8vQq1cvJngEAJ4/f17twSMqLVsTEBCAqVOn\n4siRI3j79i2T2qUqH4QQoig6OjoIDAzErVu3MH/+fNjb26Nhw4ZUD1uGAQMGICoqCgEBAfjiiy9Y\npTfK07x5c0ybNg0nT55EQkICq3yGsrm6uiI0NBQjRowotwxN7dq1MWHCBDx58oRX4EhZCxcuxMuX\nL+Ht7Q0rK6tKjxcIBLC2tsbixYsRHByMp0+fQk9PT665iWJs2LABZ8+erTSbwxdffIELFy5gx44d\n0Khi3QE7OzuEhITg77//xsSJE9G6dWsm+4eJiQn69+8PHx8fxMXFYcaMGQDEmW3KKlsfsTIaGhpY\nu3YtYmNjsWTJEpibm1c6Rl1dHXZ2dlixYgXCw8Nx/fp1fl8kT1ZWVhg4cCDTPn/+PBISEpQ6Z3Vb\nv349Lly4gHnz5sHa2rrSElkA0KRJEyxatAhRUVG8AkeuXr2K58+fM+1vvvmG7jWEKIhIBBw6BFha\nAp6eHwJH6tUDfv0VePiQAkcIIYQQQgipDq6urswT3gKBAPv371f1kshn4NixY8w1p6amhocPH6p6\nSR+Vv/76i3n9NDU1ERERoeolEVKusg9i6ujoVHhseHg4829TU1MYGxvLPK558+ZQU1NjHjSUfN+/\nOgiuXLmikogLPz8/nDlzhgn4KPu0ZVWCQAQCAf77778qr48oV//+/SEUCqGmpiazRIS8mjZtivj4\neDRp0gRv3rxR2HkJIfzk5ubizp07ePPmDdLS0pCdnQ1dXV0YGhqiRYsWaNu2LUxMTJS+jqtXr6Jv\n375Mu3fv3rh69SrrmLS0NNy8eRPPnz9Hbm4u6tWrB1NTUzg4OCh8MzU5ORn37t1DcnIyUlNTUVRU\nBD09PdStWxcWFhZo27YtDAwMFDonUZzY2Fjcvn0bb9++RW5uLvT09NCiRQt07969Wq7niqxZswY/\n/vgj0/7uu++wceNGuc/3+vVrhIaGIiUlBWlpaRAKhdDX10f9+vXRunVrtGnTptI/iBXt/PnzGDJk\nCNP29vbGTz/9VK1rqE7Z2dl4+vQpnj9/jqSkJOTk5DDlaxo1aoSOHTvC3Ny8wowl5XF2dsahQ4cA\niAOBoqOjK0yrWFX09xn5XNy9CyxYANy+/aFPQwOYPRtYuRLgEddHCCEqRb+7CSGEfApcXV1ZT2/v\n27cPrq6uqlsQ+eTl5uaiTZs2eP36NQBg0qRJ+P333yscI3mdltLU1ERCQgLq168v93qcnJykyhaX\nqmwfVvJ99cpoa2vD0NAQDRs2RKdOnWBvb48xY8Zwzo5cdl1du3ZFaGgoAKBfv37VtuerrL+B1dXV\nmf1Q2r/+tBw8eBB79uwBIM4Mffr0aZnHFRUV4auvvmJKwn/11VdYuHBhuecdMWIEsrKyIBAIMH36\ndIwfP17xi6+ASsrWXL16FadPn2aixwDxDUFNTQ1NmzZF48aNUbt2bU5PXBJCCKl5dHR0eP1xqUr1\n6tXD8OHDq2UuY2NjDBs2rFrmIorXokULpW6wV8XJkydZ7W7dulXpfM2aNUOzZs2qdA5FGzx4MLp0\n6YKQkBAAwI4dO/D999+jVq1aKl6Zcujp6cHW1ha2trYKPW9CQgKrZI2zs3ONva4J+VjExwPLlgGS\n7wkOHQps3Ai0aaOadRFCCCGEEEIIqT5r165lAkc0NTXh7e0t97mKiopw+PBhzJ07V67x6enp5W5k\nK0N+fj7y8/ORlJSEsLAwBAQEYN68eZg5cya8vb0rLOdRlkAgwJo1azB48GAAwOXLlxEYGIjRo0cr\nc/mEyKXsw5W5ubkoLi6WmZX86dOnKCoqAiC+xtu3b1/puUvjJxSZgIErlQSP7Nu3j/m3SCRC7dq1\nMWnSJAwdOhSGhoaqWBIhhBBCyEfp4sWLuHv3LtPW0NBA7969Vbgi5fH29sbQoUMBAPHx8fjjjz8w\nbdo0Fa/q4+Lr64vCwkIA4jcyPD09VbsgQpQoMTERO3fuhJubGxo1aqTw8+flAT4+wLp1QG7uh/62\nbQFfX+D/73URQmowZd8nCCGEEELI5yE5ORl+fn5Me8KECTAzM6vSOQMCAuQOHvnzzz+Z939UJT8/\nH35+fjh9+jQuX77M+UG1QYMGsR4g++mnnzBy5EhKOEBqHMnS8XFxcWjVqpXUcXfu3GG1O3bsWOF5\ns7OzmX9ra2tXYYXyqfbgkTdv3uD169cQCAQQiUTQ1dWFn5+fzBeTEEIIIeRzUlhYyCuTRmxsLKZM\nmcLq+/rrr1VeRkdZhgwZAgcHB1y7dg0A8Msvv8DFxYX+55GjtLQ07Nq1i2lPnz6dso6QT1piYiK8\nvLwwfPhwhW4Ki0TAkSPA998Dr1596DcyAry8AHd3QFNTYdMRQpRIWfcJQgghhBDyeVmzZg1ycnIA\niDMG/PDDD1U+Z0hICJ48eYJ27drxHiurFE5VrVq1CvXq1ZPqF4lEyM7ORkJCAoKDgxEcHMz6fExM\nDPr374+HDx9yLoP9ww8/YOzYsQCAyMhI/P7771R2itQ4LVu2BPAhS8jNmzel4h1EIhGuXLnCxEUY\nGxujYcOG5Z4zLS0NIpGIOSff0k+KoFbdEz59+hQAmC98ypQpFDhCCCGEEALAysoKHh4eiIqKqvC4\noqIi7N+/H127dsXbt2+Zfg0NDYX8z2lNtmXLFiZY5NmzZ6yMdqRiq1evRlZWFgBxya6qpE8l5HN1\n/z7QqxcwfvyHwBF1dWDuXCAmRvxfChwhhBBCCCFE9fbv3w+RSMR80MYzUZaUlBTs3LmTaQ8cOFCu\ngA8A6NChA6stTxBIZGQkK0txZVkOuHJ2doa7u7vUx8yZM7FkyRL4+fnh9u3bCA8PlyqpHR0djTVr\n1nCea/To0axMJatXr4ZIJFLI10GIojRr1owJqBKJRAgMDERCQgLrmFOnTjHv3wsEgkrLzcfExDDn\nA6CShxyqPXjk3bt3rHb//v2rewmEEEIIITVSSkoKvL29YWlpidatW2PixInw9PTE5s2bsXnzZnh6\nesLJyQlNmjTB1KlTkZ6ezhq/cuVKdOnSRUWrrx7W1tZwd3dn2p6ensjLy1Phij4Or169wrZt25j2\n6tWrUbduXRWuiBDla9WqFc6fP6+QhxUSEoCpUwFbW+DmzQ/9gwYBYWHAli0A/UgR8vFR5H2CEEII\nIYR8nrZv3478/HymPX36dLnP1bNnT1hYWDDtgwcPQigU8jqHZMCJZNZiZbOyssLFixel/sbes2cP\n5wAQNTU1VqnqmJgYnDlzRqHrJKSqBAIB+vfvzyTMyM7OxsyZM7F7926cPXsWvr6+8Pf3Z7KOAOKy\nTBV58uQJq21qaqq09Zen2svWlK2xpa2tTW9aE0IIIYTIEB0djejoaM7HL1myBMuXL1fiimoOf39/\n+Pv7q3oZHxVTU1PWGxmEfA4MDAwq/Z/yyuTlAX5+wJo1wP8zEAMALC0BX19gyBDg/5lECSEfIUXc\nJwghhBBCyOersLCQ9bBOgwYNMGLEiCqdc8qUKVixYgUAID4+HpcuXcKXX37JaaxQKMQff/zBtFu1\nagV7e/sqrUceBgYGWL58OSsA5O3bt3j06BFsbGw4nWPatGn4+eefmU33TZs2wdHRUSnrJUReEyZM\nwLlz55CdnQ2BQICsrCwcPnyY+XxpYIlAIICNjU2lWYlu3LjB/LtZs2bQ09NT2trLU+2ZRwwMDJh/\nC+hdNkIIIYQQRtu2bXmPsbKyQmBgIH755ReoqVX7n3aEEPJJEomAo0eBtm2BH3/8EDhSpw6waRPw\n+DEwdCgFjhBCCCGEEELI5+yff/5BUlIS0x45ciQ0q1jLdPLkyaz9Uz6lay5duoQ3b94w7erOOlKW\nrMoTZddWGVNTU1aJjytXruDly5cKWRshimJoaIilS5cyZdZLf3ZLg55Ks47o6elh8eLFFZ7r5cuX\niI2NZYJNFFVyiq9qzzxibm7O/DsvLw/5+fnQ1tau7mUQQgghhNQ4t2/fxrNnz3Dx4kUEBwcjOjoa\nr1+/xvv375Gfnw89PT0YGRmhWbNmsLe3R//+/TFgwAAKyCWEEAV68ABYsAC4du1Dn5oa4O4OeHkB\n9eurbm2EEELIp6awsBC3b9/GkydPkJGRgVq1aqFFixZwcHBAgwYNKh3//v173Lp1C9HR0cjKyoKR\nkRHMzc3Rp08faGlpKWydcXFxePDgAZKTk5GWlgZ9fX0YGxvDxsYGlpaWCpunrLdv3+LWrVuIi4tD\nXl4eDA0N0bFjR/Ts2RMaGpW/rR8dHY179+4hISEBxcXFaNiwIbp27YoOHToobI2xsbEIDQ1FcnIy\nMjIyYGhoCGNjY3Ts2FFpr4tIJMLjx48RFhaGxMREFBQUwMjICMOGDYOZmZlS5lSV/Px83L59G0+f\nPkVGRgYMDAzQuHFj9OzZE40aNVLoXKq4xt+9e4fbt2/j+fPneP/+PTQ1NdGqVSuMGjVKKfMpQlxc\nHO7cuYPXr1+joKAA9erVQ+fOnWFra8vpvZnHjx8jNDQUSUlJEAgEMDExQc+ePVn7ZvJKSUnBkydP\nEBMTg3fv3iE/Px+GhoYwMjJChw4d0L59e4U+dJSWlobr168jISGBuT4tLCxgb28PfX19hc0j6enT\np4iIiEBKSgoyMjJQp04dGBsbo1u3biop71A2ywcAjB49usrnbN68OXr37o2rV68CAE6cOIGsrCxO\nr2vZQBOBQIDJkyfj7du3VV6TPExMTKT6MjMzeZ3DyckJd+7cASC+///xxx/48ccfFbI+QhSlR48e\n2LBhA3x9ffH69WumvzSApHXr1li2bFmlv7uPHz/OjBMIBLCzs1PeoitQ7cEjbdq0QZ06dfDu3TsA\nwKNHj9C9e/fqXgYhhJDPQJ8+fTjXUSSkprC0tISlpSXmzJmj6qUQQshn5e1bcZaRffvEmUdKDRwo\nLlHTvr3q1kYIIYR8rCQ3U0v/Hz0zMxPe3t7YtWuXzI0kTU1NTJw4Eb/88guMjY2lPv/8+XN4eHgg\nMDAQBQUFUp/X09PDokWLsHTpUrkfXMzMzISfnx8OHTqEqKioco9r0aIF3NzcMG/ePNSuXZvTuffv\n34+pU6cybRcXF+zfvx8AEBISguXLl+PixYsy39MwMTGBh4cH3N3dZW5WHz9+HKtWrcKDBw9kzt2u\nXTv4+vrKXbYrLy8PW7duxd69e/Hs2bNyj2vRogWmTJmCRYsW8dpINjMzYz1ZHhsbCzMzM+Tn52PT\npk349ddfZT65rquri7Fjx6JJkybM3gMgflK9T58+nOcvVVBQgCZNmiAtLY3pO3/+vELLnZX385Ge\nng4vLy/s3bsX2dnZUuPU1NTg4OCA1atXo2fPnnLPr6pr/P79+/Dy8sK5c+dQUlLCGte8eXOFBY+4\nurqyNtL37dsHV1fXco/39PSEl5cX0165ciU8PT0BiLM5rFixAsHBwTLHmpubY+3atRgzZozU50Qi\nEfbs2YP169cjJiZG5ng7Ozts2bIFtra2HL4ysZKSEly9ehWBgYG4fPlyhT+PgPjp+PHjx2PJkiVV\nClZ5+PAhli1bhkuXLqG4uFjq81paWhg3bhxWrVqFZs2aASj/55qrpKQkrF+/HoGBgXj16lW5x7Vr\n1w7z58/HN998w2QBUKbc3FycPXuWaWtra8t1v5HFxcWFCR7Jzc3F0aNHWSVgZMnMzMTff//NtB0c\nHGBmZqay4JHc3FypvrLVKbgYMmQIlixZwrT/+usvCh4hNZK1tTUCAgLw9OlTJqhZT08Pbdq04RSE\nWVJSgpycHKbMlEAgQNeuXZW9bJmqPbe5mpoaRo4cybTL3sgIIYQQQgghhJDqlJ8PrF8PtG4N7N37\nIXDEwgI4dQq4cIECRwghhBBFioiIQMeOHeHj41PuE8hFRUUICAhAly5dpDZEjxw5Amtraxw6dEhm\n4AgAZGdnw8vLCwMHDpS5+V6Z33//HS1btoSnp2eFm+qAeBN06dKlsLS0REhICO+5ytq8eTO6d++O\nf//9t9yHYd6+fYtZs2Zh4sSJrI33wsJCTJo0CaNHjy43cAQAnjx5gsGDB2PTpk281xcUFITWrVvj\nhx9+qHSjOjY2Fl5eXjA3N8eZM2d4z1VWTEwMOnXqhGXLllVY8kBHR0cqOGDHjh1yzXnkyBFW4Ii5\nuTm+/PJLuc7FR0hICKysrLBly5Zyr12hUIirV6/iiy++wOLFi+V6cEpV17i3tze6d++OM2fOSAWO\n1EQikQhLlizBwIEDyw0cAcQBbWPHjsX333/P6n///j2+/PJLTJ8+vdzAEQAIDg5Gz549cezYMc5r\ns7e3x4ABA7B9+/ZKfx5L17Jz5060adMGW7du5TxPWd7e3ujatSvOnz8vM3AEEAdeHThwAFZWVjh/\n/rxc85S1YcMGmJubw8/Pr8LAEUB8f3Nzc4O1tTVevHhR5bkrc+XKFeTn5zNtOzs7hWW9cnJygq6u\nLtM+cOBApWOOHj2KvLw8pu3i4qKQtcjr0aNHUn1t2rThdQ4rKytWJrLHjx/zKn1DSHVr27Ythg8f\nDmdnZ4wYMYJz9i51dXX89NNP8Pb2hre3N37++WfUqlVLyauVrdqDRwBg/PjxMDU1hUgkwr179xTy\nC4QQQgghhBBCCOFKJAKOHwfatQOWLgWyssT9hobAxo1AeDjg6AhQZTBCCCFEcWJjY9GvXz/WE+gC\ngQBGRkYy3yB/8+YNhg0bhpycHADijbEJEyYwbUD8ZruRkZHMcgw3btyo9EntskQiEX766SdMmTKF\nFThQdq66devKXOvr16/Ru3dv/Pfff5znK2vbtm1YsGABa0NdU1MTRkZGMjOM/Pnnn8zT10KhEGPH\njsXBgwdZx+jo6JT7lPfChQtZT8xXJjAwEIMGDZK5aVf6PZT1PUhJScHIkSOxZ88eznOVFR8fj759\n+yIyMpLVX7t2bZkZTWbNmsV6vY4fP47k5GTe80oGnbi5uSm9ZGx0dDQGDhwolSXAwMBA5jUnEomw\nceNGzJo1i3MAiSqvcS8vL3h4eEAoFDJ9pddOdWSJkMcPP/wAHx8fVp+2tjYMDQ1lHr9hwwbm2snL\ny8OXX36JS5cusY7R19dnBQWUKi4uxoQJE2RuuMtSNsNOWWpqaqhTpw7q1Kkj82eyuLgY8+bNg7e3\nN6d5Si1fvhweHh4yg340NTVRp04dVl9WVhZGjhyJmzdv8pqnVFFREaZOnYrvv/+edc8vO2fdunVl\nlvGKiIhAjx49EBYWJtfcXP3777+stoODg8LOraenx8rCc+3aNcTFxVU4pmymHR0dHTg5OSlsPfL4\n7bffWO2WLVvKlfWmV69erPaFCxeqtC5CSMVUEjxSq1YtrF69GvXr14dIJIKvry8CAwNVsRRCCCGE\nEEIIIZ+Zhw+Bfv2A0aOB2Fhxn5oa4O4OREcD330HqOgBD0IIIeSTNn78eGYjf9y4cbhy5QoKCgqQ\nnp6O/Px8hIaGSm12PX/+HGvXrkVkZCSmTp0KoVAIHR0dLF26FGFhYSgqKmLGnzt3DtbW1qzxR48e\nxcWLFzmtz8fHB6tXr2b1WVhYYPPmzYiMjERRURHS0tJQUFCA58+fw8fHBw0bNmSOzcnJwbhx4xAf\nH8/rdQkLC8OCBQsAAEZGRlizZg2io6NRWFiI9PR0ZGdn48iRI2jRogVr3MaNGxEZGYnVq1fj5MmT\nAMSlUPfv34/k5GTk5OTg/fv3SEpKwoYNG6Cnp8caP3v2bBQVFVW6vsePH8PZ2Vkq08vEiRMRFBTE\nrLOwsBD37t2Dm5sba9O6pKQEbm5uuHHjBq/XBRAHbZQGrFhbW+OPP/5ASkoKcnNzkZmZiczMTBw7\ndox5mt3CwoKVIaSoqIh34EpYWBhu3brFtLW0tFglWJRl8uTJyMjIAAB07twZR44cQWZmJt6/f89c\nc6tWrZL6Pu7YsQO7du3iNIeqrvG7d+/i559/BiB+PRcuXIi7d+8yP78FBQWIjIzEokWLeJ1Xmc6d\nO4cNGzYAAJo0aQJ/f3+8fv0aeXl5ePfuHTIyMvDbb7+xsiIAwNKlS5GWloY5c+bg7t27AIBu3brh\n2LFjePfuHTIzM5GdnY2XL19i+fLlrOCH4uJizJo1i9c6u3TpAg8PD5w/fx7x8fEoLi5GRkYGMjIy\nUFBQgEePHmHVqlVo1KgRa5ynpyeCgoI4zXHixAmsXbuW1aejo4OVK1fi2bNnKCgoQEZGBvLz83Hh\nwgUMHz4cgDgLyaRJk1iOYJrWAAAgAElEQVTZMLhasGABU+qoVKdOnbB7927ExsaisLAQaWlpKCws\nREREBDw8PFjBcsnJyRg9ejSySp8SUALJbDSSv3+qqmzmEJFIVGH2kRcvXrDusV9//TWvkmGK9uuv\nv0oFNC5cuFCuIDzJ1/X27dtVWhshpGKCK1eu8M9ppiDJycnw9PREZGQkBAIBzMzM4OjoCGtra5iY\nmHCun0c+Pv3794dQKISamppC09M1bdoU8fHxaNKkCaWuIoQQQgipAejvM6IqqampOHHiBEaOHIn6\n9esDAJKSgBUrgN27P5SnAcSBJH5+QMeOKlosIUQlZN0nCP3uJoola5NIS0sLBw8exOjRo8sd5+bm\nxtoMr1u3Ltq2bYubN2+iefPmOH/+fLmp77Ozs9GrVy88fPiQ6RsxYgROnDhR4Vpv374NBwcHVimG\nhQsXYt26dRWmDU9NTZV6un7YsGEVlmrZv3+/zGCEDh064Pz582jcuLHMcUlJSejWrRurdMOgQYNw\n5coVpmzN3r17oampKXN8UFAQ+vfvz3o/9u+//2aVmZdUXFwMGxsbREREMH2ampr4888/WU/FS7p8\n+TIcHR2Rm5vL9JmamuLJkycysy6UMjMzY2WmKbVgwQJs3LhRZiYFSWfOnIGjoyPrnM+fP+c0FhBn\nL9m+fTvTdnZ2xh9//MFpLB/lbaK6ubnB399fZkYF4EMGn7JZCPT19REREYFmzZqVO19NuMYbN26M\nCxcuoH011IV0dXVlZWLYt2+fVFmjsjw9PeHl5SXV37dvX5w4caLcLD7Pnj1Dt27dWGW4HB0dcfr0\naQDi7CVr164t9/t98OBBTJo0idX34MED2NjYlLtWAFizZg1GjBgBKyurCo8rlZmZiUmTJjHrAoDe\nvXvj6tWrlY6ztLRkZcRp1qwZLl++jFatWpU7bseOHeVmxYmNjYWZmVm5Y48ePYqxY8cybYFAgF9+\n+QWLFi2qMPjgxYsXGDZsGCtT0ezZs+Hv71/uGHkVFRXBwMCAVbYmKioKFhYWvM4jeZ26ubkx2WuE\nQiHMzMzw+vVrAECrVq0QHR0t8zyS1++///6LgQMHAhAHufTo0YN1fGXZiq5evYq+ffuy+ir6vuXk\n5CA+Ph537tzB3r17pa6rIUOG4PTp03JlGTp58iTr91THjh05Z+jhQ1l/A6urqzP7ofJmbiKkOqkk\n88jAgQMxcOBAODs7Izo6GgKBACKRCLGxsdi6dSu+/fZbfPXVVxgwYABzLNeP6qg7SAghhBBCCCGk\nZnv16hWmT5+OV69eoaAA2LABsLAAfvvtQ+CIuTlw4gRw6RIFjhDyOSp7nyCEVJ9NmzZVGDgCiLMj\nlC2BkJ6ejps3b0JLSwunT58uN3AEEKf637x5M6vvn3/+qfTJ9yVLlrA21efPnw9fX99K683Xr18f\np06dQvPmzZm+s2fPIjw8vMJxkurWrYtz586VGzgCAA0bNpTKGnHhwgUUFhaiV69eCAgIKDdwBBBv\nFE+ZMoXVd+zYsQrXdfz4cVbgCABs3769wsARAOjXrx8OHTrE6nv16pVUJgEunJyc4Ofnxzn4Y+jQ\noawsLXFxcTh//jynsdnZ2VKBIjNnzuS+2CoaNGgQtm/fXm7gCAC0aNECFy5cgLa2NtOXlZWFTZs2\nVXhuVV/jGhoaOHv2bLUEjiiKubk5Tp06VW7gCCDO9rNkyRJWX2mAxsSJE7Fu3boKAx6cnZ2lNukr\n+7kExGVkuAaOAOLyR8eOHYOlpSXTFxQUJPXzLWn//v2swJFatWrh/PnzFQaOAIC7uzuWL1/OeX2l\niouLpV5PPz8/LF68uNKsFS1btsTZs2dZZYX27t2LlJQU3uuozIsXL1iBI2pqalLZoapKTU0NkydP\nZtoxMTEyywBJZiVp0qQJ+vfvr9C1AOJ7j0AgkPmhp6cHS0tLTJkyhRU4oqWlhUWLFuHvv/+WuzyV\nZKmbp0+fsspfEUIUSyXBIyUlJawP4EOUrUgkYj6EQqHUsVw+CCGEEEIIIYQQALhyxRBWVsD33wOl\nGYsNDMTBJBERwIgRgJLL1xNCCCHk/zp27Ah3d/dKj9PX12fKHpQ1c+ZMdOjQodLxDg4OMDU1ZdpF\nRUUICwsr9/hbt26xNuTMzMywbt26SucpVbduXXh6erL6uJYRKfXTTz+hSZMmlR43atQomRm7t2zZ\nwim4QjLDQUhISIXHb926ldXu1asXvvnmm0rnAcQZXySzmmzZsoXT2FKampq8x6ipqUkFfJTNJFKR\ngwcPsspcdOjQAfb29rzml5eGhgb8/f05lXVo3bo1Fi9ezOrbv38/azO7rJpwjbu7u1eaTaOmkVXu\nSRZnZ2epPi0tLfj5+XGah+/Ppbxq1aqF+fPns/quXLlS4RjJ7/P8+fPRrl07TvNxva+VdeTIEVb2\noR49emDevHmcx7ds2ZIpAwYAeXl5+P3333mtgYuymX8AwNjYuMKgL3mVLV0DQGbpmmvXriG2tB4r\nxNcT12A7Zfrqq68QHh4OHx8faGlpyX0eyWuoqKiId+ksQlQlNzcXKSkpSEpKkutDFRR/J+NI1h9A\n8tS6KquyNEuEEEIIIYQQQj4PWVkt0KbNGyxe/OGNJoEAmD4d8PYGjI1VuDhCSI1gamqK3377jbXB\nTFSv6677eJtdqOplqIyJXi3cn9FV1ctQmm+//Zbzsba2tlKbZHzGd+3alZVZ6OnTp+jevbvMYw8f\nPsxqz5gxg5XVgYvRo0dj+vTpTGaHoKAgzmPV1dVllviQRUdHB+3atWNtLnft2pXzpnzXruzrKyoq\nikmnL+n9+/e4desWq2/u3Lmc5ik1f/58VsmgqKgoPH/+XOpJ8vI4OjqiUaNGvOYEgG+++QYrV65k\nMs78888/ePXqVaX3/NJyEaW4BDspypdffllpNoey3N3dsWbNGuYJ/PT0dNy4cQMDBgyQOlbV13jp\nnB+TBg0ayAxik6VFixaoV68e0tLSmD5HR0cYc/yfDltbW1b76dOn3BfKk52dHasdHByMOXPmyDw2\nISFBKjMJn++jtrY2XFxcsGbNGs5jJK/VuXPn8t47HD9+PKuES1BQEL777jte56iMZFkTExMThZ6/\nVOvWrdG9e3fcuXMHgDi4ZvPmzayf37JlbwDpgBNVOXPmDK5cuYLp06fDy8urwgw+FTEyMoKWlhYK\nCgqYvtevX1dYposQVRAKhQgODsbVq1cRFRWFN2/eVDl2QRWljlQWPEKBHoQQQgghhBBCFC0lBVix\nAvjtNyMIhUZMf58+wKZNgLW16tZGCKlZ6tevz2sjmlSPt9mFiM/6fINHPnUODg6cj5Xc5K9bty7n\np91ljX/37l25x0pugg8ZMoTzPKX09fVhYWHBbPqGh4cjOzubU9aCDh06sMr0VMbU1JQVPNKrVy/O\nYw0MDFCnTh3m9RAKhcjMzJQ5f3BwMKs0gKamJhwdHTnPBYhL5dSvXx+pqalM361btzgHj0iW8+Cq\nbt26GD9+PPbt2wdA/HXu2rULq1atKndMcHAwHj58yLT19PRYJSOUbcSIEbyOb9KkCWxtbZlNZUD8\nNcgKHlH1NV6vXj1OWYNqEnt7e15lNkxNTVnBI3x+Lvncryry/v17REREICUlBZmZmcjNzZXaiyu7\nRkC8CV+e27dvs9qtWrXiFeAEiK81rsEjQqEQN27cYPUNHjyY13wA0KZNG9SuXZsJHpP8OhQhMzOT\n1dbV1VX4HKVcXFyYn/N3797h5MmTGDduHABxVoOyZY5sbW3Rtm1bpaxj1apVqFevnszPFRcX4/37\n93j27BmuX7/OZGbJycnBpk2bcOLECZw7d67CsnMV0dXVZQWPSL7+hKhaSEgIfH19mTJfioiDqGrS\nDXmpJHjk4sWLqpiWEEIIIYQQQsgnqrAQ2LoV+PlnoOz7SC1bAj4+wMiRVJ6GEEI+BiZ6tVS9BJX6\n1L/+5s2bcz5WciPO1NSU15vokhvaZUuRlJWTk4Pw8HBWX1BQEIKDgznPVarsxpZQKERSUhKnjXU+\nrwsg/drwHa+np8fanM7KypIZPCJZ6qd9+/a8s1UIBAJ06dIFFy5cKPe8FalKwMGcOXOY4BEA2LNn\nD1auXAlNTU2Zx0tmHXF2doa+vr7c8/PVuXNnucaUDR559OiR1DE14Rr/2AJHgOr9ueR6v5IlKioK\n+/btw7FjxxATE8N5XKmKAlUiIyNZ7U6dOvE+v42NDQQCAaeN1MjISNZ6dHV18ddff/GeExCX6CkN\nHklNTUVJSQmvYKDK5Obmstqyyokpyvjx47Fw4ULm5+/AgQNM8Mjx48dZ18uUKVOUtg5nZ2eYmZlV\nepxIJMKZM2cwa9YsJkNLXFwc+vfvj9DQUDRs2JD33JKvr+TrT4gqnTt3Dj4+PgA+BI18zNVWVBI8\nosgbNCGEEEIIIYSQz5dIBJw+DSxaBJR9r1RfH/jxR2DBAqAK5ZUJIYRUs0+5ZAsBDA0NOR8r+R4y\n33T3kuNLSkpkHpecnCz1Bv2CBQt4zVWe9PR0Thk2+LwuQPW9Nunp6ax2ixYteM1T3jjJ81akvKfc\nuejcuTPs7OyYIIm3b9/ixIkTGDNmjNSxGRkZOHLkCKuvOkvWAPyDFQBIbeRKZpUAasY1XpXvo6pU\n58+l5NiyGX/KU1hYiKVLl2Lr1q1MKSF5VBSokpGRwWrLU0JKT08Purq6yM7OrvTYpKQkVjsnJwcz\nZ87kPackkUiE9PR0NGjQoMrnqmgOZTEyMoKjoyOTYeTChQtISkpCw4YNWSVratWqhQkTJihtHVwJ\nBAI4OjrCysoK3bp1Y+5LCQkJmDdvnlwBQVTNgtRUz549w8aNGyESiSAQCJhgudJrVldXFzo6OjLL\nA9ZUKitb87kQCoWIiorCixcv8O7dO4hEIhgYGMDMzAxt27aFhkbN+haUppWKj49HTk4OBAIBdHR0\nYGxsjObNm6Np06aqXiIhhBBCCCGEAADCw4GFC4FLlz70CQTAtGnAqlWAkspOE0IIIUROVXkKU1mp\nu/kEMvDF9cnoqn5tynptJDeO+QaplJLchOfzmnPJalGROXPmsDJsbN++XWbwyP79+5ksBQBgZ2cH\nGxubKs3Nlzyvr+RrK/k9A2rGNV7V76Mq1NSfS0AcODJy5EicO3euyueqKFDl/fv3rLa8mXgMDAw4\nBY/UhGuVKx0dHVY7Pz9foeeX5OLiwgSPlJSU4ODBgxg7diwuX77MHDNs2LAaFajVsmVLLFu2DIsX\nL2b6jh07hufPn3MuXVaq7P0ZUG6ZIEL42LlzJ4RCIXPPF4lEsLOzg6OjI9q3b1+tGcwUpWZFLnxC\n8vLy8Oeff+L06dMy/2ADxDe3wYMHY9KkSbxqWipaSUkJLl++jFOnTuHJkycV/rGgr68PGxsbDBgw\ngFeNUkIIIYQQQghRlNRUwMMD2LkTKPu/Lw4OwKZNgBzZlAkhhBDymSosLFTauelJadUbM2YMvvvu\nOyQnJwMArly5gmfPnsHS0pJ13M6dO1ltRWQ7qCnoGv/0rFu3TipwpH79+hg/fjy++OILWFhYoEmT\nJtDT04O2tjYrs0lcXBznLEJaEikc5b2WuI77mK5VycAtLsExVTF48GAYGxsz97KAgAAUFBSw9vNc\nXFyUugZ5ODk5sYJHhEIhTp06hYULF/I6T05ODqstbzAjIYqUkZGBR48eMdlG1NTUsGTJEgwePFjV\nS6sSCh5RgmfPnmHlypVSKbYk5eTkIDAwEBcvXsSPP/6Ibt26VdMKP4iOjsa6devw4sULTsdnZWXh\n+vXrSE1NpeARQgghhBBCSLUqLAS2bQO8vICypbnNzIANG4DRo8WZRwghhBBCuKpbt65UX25uLmrX\nrq2C1dQsRkZGrHZmZqZc55HMXiDrNVeWWrVqYfr06Vi9ejXTt2PHDvj5+THt0oCSsusbO3Zsta2x\nVGZmJu+yGpKvreT3DKBr/FOTnZ2NdevWsfomTJiA3bt3S2XDKG88V5IPPUteb1xxvXdIXqvGxsaV\n7rOpSrNmzVjtxMREpc6noaEBZ2dn5t4VFhaG+Ph45vP169fH0KFDlboGeTRv3hx6enqs6y40NJTX\nOdLT06UCi0xNTRWyPkKqIiwsjFWuZuTIkR994AgAfDwFdj4ST548wcKFC2X+QtPU1JSK1ATEvziX\nL1+OmzdvVscSGVeuXMHs2bPLDRzR1taGrq6uUtOrEUIIIYQQQkhlRCLg7FmgQwdxmZrSwBFdXWDN\nGuDpU8DJiQJHCCGEEMKfrM36tLQ0Fayk5pEsfxAXFyfXeWJjY1nt6gweAQB3d3dW5oWAgABWCYTt\n27ezjnd1dYW2tna1ra/Uy5cveY+R/J7IKllB1/in5fz586zr18LCAvv37+cUOAIAqampnOcykagD\nGhkZyXlsqRcvXnDOKCJ5raanp9fY7DZmZmasdkpKCoqKipQ655QpU1jtsj/HEyZMgKamplLnl5dk\nlpCUlBRe48sGyQDioMBGjRpVeV2EVFVpqa3S+9Tw4cNVuRyFqXGZR0pKSvDs2TO8ePECWVlZTESi\ngYEB9PX10bJlS1haWrL+2Ksp3r17Bw8PD9YvbnV1dXz99dcYPnw4mjRpAoFAgKSkJPzzzz84evQo\nUwetpKQEq1evxs6dO6UiFpXh+vXrWLVqFSullZaWFoYOHQoHBwe0bt2a+WOjpKQEcXFxePLkCa5f\nv847KpAQQgghhJBiCCGCCALQ7j7h58kTccDIv/9+6BMIAFdXYPVqoLz3jDIzM3H79m306NGDUtoS\nQmSi+wQhBBAHMjRr1gyvX79m+h48eICmTZuqcFU1Q4cOHVjt8PBwFBQUyHxAsjwikQghISGsvo4d\nOypkfVw1bdoUI0aMwPHjxwGI08z/9ddfcHV1RVJSEk6cOMEcKxAI4O7uXq3rKxUaGoquXbvyHlOW\ntbW11DF0jX9awsLCWO1x48ahVq1anMffu3eP87GS1+ODBw9QWFjIa747d+5wPrZt27bQ0tJCQUEB\nAKC4uBjh4eFS96KaoGXLlqhduzazHygSifD8+XO0adNGaXPa2NigY8eOUtcAUDNL1pSSzDzD5/oB\ngJiYGFa7bdu2UFOj3AhE9cqWU9LU1PxkMuLUmOCR+/fv4/jx4wgNDa00Ok9TUxNdunTBqFGj0KVL\nl2paYeX279/PivTT1NSEl5cXevTowTrOxMQE06ZNg52dHZYuXYqsrCwAQF5eHrZt24a1a9cqdZ0J\nCQlYs2YNK3CkY8eO+OGHH9C4cWOp49XV1WFubg5zc3M4OjoiOTmZ1x8YqpCYmEh//BJCCCGE1ACl\nqVuTkI1W2IqhaIWhsEAfmKE2auZTMaRmSEsDPD2B7duBkpIP/fb2wObNQGX/KxgTE4PBgwcjJCQE\nnTt3VupaCSEfJ7pPEEJKDRw4EHv37mXaZ8+ehaOjowpXVDPY2dlBTU2NeR+5sLAQZ8+exahRozif\n49q1a1KZDnr27KnQdXIxZ84cJngEEGcbcXV1xe7du1n7Ef3794eFhUW1rw8ATp48iRkzZnA+Pj4+\nXup9ejs7O5nH0jX+6UhOTma1+T6MfPr0ac7Hdu7cGdra2sxD0FlZWThz5gyve8ChQ4c4H1u7dm3Y\n29vj8uXLTN/Zs2drZPCIuro6bGxscPv2babv8ePHSg0eAcRBIosWLWL1WVlZ1ai90rLi4uKkSiVJ\nZrSpjGSwjK2tbZXXRYgilM34xCewtqZTefBIYmIiVq9ejadPnwIApxRUhYWFCA4ORnBwMNq1a4cf\nf/yR981G0d6+fYt//vmH1Td16lSpwJGy2rVrh/nz52PVqlVMX3BwMCIiImBlZaW0tfr6+jK/7AFx\n4Mj69es5p+IzNjbGsGHDlLU8hRAKhVKprAghhBBCiGq9QAb8cQ/+uAdtaKAfWjDBJC0gXZubfJ6K\nisQBI56eQEbGh35TU2DDBmDMGCpPQwghhBDFcnJyYm2sBwQEwMPDQ+aDdp8TQ0ND2Nvb4/r160yf\nv78/r43jLVu2sNqWlpYwNzdX2Bq56tu3L9q1a4cnT54AAO7evYv79+/jt99+Yx03c+bMal9bqX//\n/RcxMTFo1aoVp+N37NjBekDUyMgI9vb2Mo+la/zTIZm14V1pTU8O7ty5w/p55jLX6NGjcfDgQaZv\n9erVGDFiBKfqACEhIVL7ZpVxcnJiBY9s3rwZ8+bN41yWpzrZ2dmxgkcePnyIMWPGKHVOZ2dn3L17\nl9U3cuRIpc5ZFUeOHJHq45th6dGjR6x2eUFyhFS3ssF72dnZKCkpqZGVU/hSafDIvXv34OXlhby8\nPCZoRFDmXUDJQBJZn4uIiMC3334LT09P3jccRTp69CgrQrlRo0YYO3ZspeP69++PkydP4vHjx0zf\n4cOHWQElinTp0iVWmkBdXV14enqqpIajMqg6iIgQohhCoRDZ2dnQ09OjFHSEEJnoPvHxKIYQ+SiG\n0EQXeVBDMcRvbuajGP8gGv8gGsA5tEF9JpCkF5qjFj7+/9ki/J0/D3z3HfD/ZwsAADo6wLJlwKJF\nQO3a3M/VqFEjrFy5kmohE0LKRfcJQkipIUOGwNbWlsnikJ+fjwkTJuDixYu80+uXEolErPezP1Zz\n585lbTZfuXIFv//+OyZPnlzp2DNnzrCyfQDAvHnzFL5GrmbPno3Zs2cz7cmTJ+Ply5dMu3Hjxhg+\nfLgqlgZAXKJjzpw5OHfuXKXXTlRUFHx8fFh9rq6uqF3OH8x0jX86JDOunzlzBt9//32l43JycuDq\n6sp7vlmzZrGCR0JDQ7FixQqsWbOmwnHp6elwcXFhBThxMW3aNKxZswZv3rwBIH5w+5tvvsHhw4d5\nr72Usq7VQYMGwc/Pj2lfu3ZN4XNIatiwIf7880+lz6MIz58/x/r161l96urqvLIeiUQiqYCnwYMH\nK2R9hFRVhw4dUKtWLRQWFgIAIiMjlZocorqoLHjk2bNnWLlyJZMBo/TGXRoU0rhxYzRq1Ai6uroA\nxL/YEhMTkZiYKBVokpubi5UrV8LPzw+tW7eu7i8FAHDz5k1We+jQoZyji7766itW8Mj9+/eRn5+v\nlICOo0ePstrOzs4wMvp0nvK8f/++qpdACCGEEELKkYkC/IcX/w8aiUECspjPRSIVkUiFL4Khh1oY\ngJYYilYYAgs0hYEKV02qQ2SkOGjk3Dl2/5QpwNq1gDwPRDZq1Aienp4KWR8h5NNE9wlCSFk+Pj7o\n168fSv5fL+/atWsYMGAADh48yLkshEgkwuXLl7Fp0yZMnTqVV4aOmurrr7+GlZUVIiIimL7p06ej\nbt26FWanDgoKwvjx41l9pqamcHFxUdpaKzNlyhQsW7YMmZmZAMSbPGV9++230NBQbbL2CxcuYNas\nWfD39y93fyEuLg6DBg1iZRfX09PDggULKjw3XeOfhj59+rDa169fx65duyoseZSamorhw4dLXfNc\n9OzZE+PGjcNff/3F9K1duxbv37/HunXroK+vLzUmNDQUrq6uiIiIgEAggKamJrO5WhktLS2sX78e\nzs7OTN+ff/6JgoIC7N69G3Xr1uV0nuLiYpw+fRqbNm2Cr6+vUsq69O7dGzo6OsjNzQUgzmiUl5dX\nbhDX50IkEuHUqVOYNWsW0tPTWZ9zd3fnFbgdERHBKn3WsWNHNGnSRGFrJaQqtLW1MWDAACbD0r//\n/kvBI/IqLi7Gzz//jPz8fFbQiLm5OUaOHInevXtDT09P5tjs7GwEBQXh5MmTiImJgUAggEAgQF5e\nHry9vbF///5qTwkTHR2NpKQkVl/fvn05j3dwcMAvv/zC/NFWUFCA+/fv44svvlDoOmNiYhAVFcW0\n1dXVa3z5GUIIIYQQ8ukwgBa+Rlt8jbYQQYQwJDGBJLfwGkKIg8SzUYgTiMQJiN/Y6oiGTFaSHmgG\nDVC2mU9Fejrg5QVs2wYUF3/o79kT2LQJoFLGhBBCCKkuDg4O8PPzY2XGuH79Olq3bo1JkyZh1KhR\n6N69O2vjsrCwENHR0QgLC8PVq1dx6tQpvH37FgBUGiShSBoaGjh06BC6deuGgoICAOL3rx0dHTFl\nyhTMmDED3bp1g4aGBkpKSvDw4UPs2bMHO3fuZGUcUFdXx8GDB5mHRVVBT08PU6ZMgb+/v9Tn1NXV\nMX36dBWs6oPu3bvjzp072LFjB+7evYtly5Zh8ODBzF5JbGwsDh06hPXr1yMrK4s1dv369TA1Na3w\n/HSNfxpsbW3RuXNnhIaGMn1ubm4IDg7G7NmzYWNjA3V1dYhEIjx79gyBgYHYuHEjMv5fE7R3794I\nCgriNae/vz9u3LiB+Ph4pm/btm04ePAghg0bhnbt2kFfXx9JSUkICgrC7du3mZ//mTNn4uzZs6ws\nP5VlAZk4cSJCQkLg6+vL9P3999/477//8M033+Crr76Cra0tK3AlLy8PkZGRCAsLw6VLl3D27Fnm\na5ascqAo2tracHR0ZAJrCgsLcenSJV6ZNT4mBw8eRL169WR+rri4GO/fv0dUVBSCgoJY3+9S7dq1\n41114ZzEEyZcKj4QUp2mTZuG69evIzs7G+fOncPQoUNhaWmp6mVViUqCR06dOoXExEQIBAImXZS7\nuzucnJwqTTuup6eHYcOGYejQoQgMDMSOHTuYG39CQgJOnTqFr7/+ujq+DMaDBw9YbSMjI16Rb9ra\n2mjVqhWePXvG9IWGhio8eOTChQusdufOnWFgQE9xEkIIIYSQ6ieAANYwgTVMsAy9kI48XMRznEU0\nziEGqchljg1DEsKQhHW4iTrQxpcwZ7KSGEN1bz4T+RUXAzt3Ah4e4gCSUs2aAevXA+PHA5QBmxBC\nCCHVbe7cucjNzf0fe/cdH1WV/3/8NTNJSE8ooQVCC01AqixtWZoNC+KKFEFcFhW/+FMsoFJWiigg\nKuiuK8oXl0VYxAZKkaIR/YqCgKABFgIJoQUIIb2RZOb3R8hkJpn0SSYJ7+fj4cO5J/eeeyY3OWRm\n3vdzmDlzpvWDz2LC1m8AACAASURBVIyMDFauXMnKlSuB3Lvi/fz8SE1NJT093ZXDrTI333wzH330\nEePHj7cGSCwWC6tXr2b16tUYjUYCAgJISkqy3iBpy2Qy8d577zn9/e7ymDp1Kv/4xz8KfZh89913\nF1oOpKqtWbOGPn36cPXqVQ4ePMioUaMACAgIICMjw/q9L2jy5Mk88cQTpTqHfsZrPoPBwDvvvMPg\nwYPtqnl8+OGHfPjhh7i7u+Pv709iYiLZtgl9cpdYePvtt+natWuZztmgQQO+/fZbhgwZYhcgSUxM\nZN26dUUeN3ToUN566y02b95s116aqvtLliwhOzubt99+29qWlJTEW2+9ZV0qxsvLCx8fH5KTk4v8\n/ahsEyZMsKvK8vnnn9fa8Mjs2bPLfWyPHj3YunUrgYGBZTrus88+sz42GAyMHz++3GMQqQz16tVj\nzpw5zJw5k+zsbF566SUWLlxIx44dXT20cnPJLXubN2+2C4688MILPPjgg2Var95gMPDAAw/w4osv\nWvuxWCx89dVXlThyx06fPm23XZ4fiJtuuslu21Eqr6Jsl8aB3D/6RURERESqg3p4MZrO/JuRXOJ5\n9jKZl/kTvQnGNkOQQAYbOMIjbKIRS+nNB8zlO/Zx3lq5RKq3HTuga1d48sn84Ii3d24Fkv/+F8aO\nVXBEREREXOeFF15g+/bttGrVyuHXMzMzuXLlSrEfqgcFBdW6svoPPPAA27dvdxiwMJvNxMfHOwyO\nBAUFsXHjRiZPnlwVwyxRhw4dGDp0aKH20oYvKlPbtm3ZsWNHoSUdEhMTHX4wbjAYmDZtGu+//36J\nlRxs6We85uvXrx8fffSRw+VRsrKyiIuLKxQc6devH7t27Sr3DcXt2rVj7969pbp522g0MnXqVLZs\n2YKHh4d1qag8pQkQmEwmli9fztq1a2nYsKHDfdLT07ly5UqxwZGQkJBSL3VTHrfffjtNbdZZ/fLL\nL0u9RM+NoFGjRixZsoS9e/fSqFGjMh175swZ9u3bZ90eNGgQLVq0cPYQRSqsV69evPbaa/j5+ZGQ\nkMDTTz/NW2+9xalTp1w9tHKp8sojsbGxnD592rrczB//+Eduu+22cvc3bNgwfvzxR2uZrejoaGJj\nYwkKCnLWkEt05swZu+2yrNdV1DEF+6yorKwsIiMj7dpatmxpt202m4mMjOTy5cskJibi5+dH3bp1\nadu2LR4eHk4dj4iIiIhIUYwY6E0wvQlmLoO4TCpfc5KtRLCdUySQv7b3L1zgFy4wj90E4c0d15e3\nuY021OPGXme4ujl+HJ5/HgrcdMb48fDaa+DiGz1FRERErIYNG8aJEydYt24dH3zwAXv37iUrK6vY\nY1q0aMHQoUMZMWIEw4cPx83NJUW/K9Wf/vQnTpw4wdtvv82qVavslkgvqGXLljz88MM8//zzdktL\nVAd33HEHu3btsm63adOmQp9ROFPPnj0JDw9n7ty5fPjhh6SkpBTax2g0MmDAABYuXFjuai76Ga/5\nRo0aRadOnZg9ezabNm2yWybKVmhoKM888wyPP/44JpOp0M3QZREcHMznn3/Ozz//zPr16wkLC+PC\nhQvEx8fj5+dHu3btGDx4MH/5y1+syzZkZmaSmJho7cPLy4s6deqU+pzjxo1j5MiRrFy5ktWrV/Pr\nr78W+VzztG/fnmHDhnH//fczePDgMoWrysrNzY2pU6cya9YsAK5evcoXX3zB6NGjK+2c1ZHRaMTP\nz4+AgABatWpFjx49GDx4MHfeeWe554pVq1bZVYmaNm2as4Yr4jTPPvus9XFgYCDJyclkZ2ezefNm\nNm/ejK+vLw0bNsTX17dcc5Ht8l1VxRAWFlalt+f98MMPvPzyy7knNxh444036NatW4X6PHz4MM88\n84y1z3nz5lVpCbz77rvP7h+/J554oszrbu3evZu5c+fatW3dutVhcrQ8jh8/zpQpU+zaVq9eTUhI\nCKmpqaxfv54dO3Zw+fLlQsd6eHhw8803M3r0aHr16uWU8QwdOhSz2YzRaHSYSBcRERERcSQbMz9z\njq1EsJUIDnPJ4X5GDPSlGcNpy3Da0pVGGFA5C1eIj4cFC+Cdd3KXq8nzhz/AsmXQp4/rxiYiIoU1\na9aM8+fPExwczLlz51w9HJFqIS0tjb1793Lu3Dni4uJISUnBx8fH+iFZx44dady4sauHWeWioqI4\ncOAAly9fJiEhAX9/fxo2bMjNN99Mhw4dXD28IvXp04e9e/dat5csWcL06dOrfBwFP0QquJRORkYG\nP/30E8eOHSM+Ph5fX1+Cg4Pp16+fXaUDZ9DPeM129epVfvjhB6Kjo0lKSsLT05Pg4GC6d+/u8t/F\nPXv20L9/f+t2jx49OHDgQLn7S0xM5Oeff+bixYvExcWRnp6Or68vgYGBtGnTho4dO1K/fn1nDL3U\n4uLiCAkJIS0td/ndoUOH2gXUpOzMZjMtW7bk7NmzQG4I6vjx42VawaKsKutvYJPJZP089JtvvnFa\nv1I9DBkyxGEopOC/6WUNjuStuuKKn5kqj4bGx8fbbXfp0qXCfXbu3Nnum37VdtHsKpCcnGy3XZ4S\nWI6OSUlJcVp4xFEoxNfXl8OHD/Paa69x6ZLjN90Brl27xv79+9m/fz+33HILs2fPLndpMxERERGR\ninDDyABCGEAIrzKU8ySx7XpVkp1EkkJueVgzFn7kLD9ylll8S1P8uPN6VZJhtMaf0t/pJOWTnQ0f\nfABz5kBcXH57cDAsXpy7PE0lvu8jIiIi4jTe3t4MHjzY1cOodlq1alXk0ifV1aFDh+yCI3Xq1OEv\nf/mLC0dUNE9PTwYPHlwlP3v6Ga/Z6tWrx4gRI1w9DIc2bdpkt927d+8K9RcQEMDtt99eoT6crX79\n+kyZMsVaIeDbb78lPDyczp07u3hkNdfnn39uDY4AzJw5s1KDIyLOVpkVjypblYdHbIMWvr6+mEym\nCvdpMpnw9fW1lnBzVMqtsmRmZhYqkeXp6VnmfhyV6SpuTcGycvQ9iYqKYtasWcWuB1fQL7/8wtSp\nU3nzzTedsjSQxWJh7dq1NG/eHF9f3yL38/DwsK4TFxISQoMGDYrcNykpiZMnTwK5ywEVt4xQeno6\nx44dA3L/gS9uvbScnBwOHz4MgJ+fH23bti36iZH7QsRsNuPp6clNN91U7L5Hjx4lIyMDo9FYYiWe\niIgI6+9R165di/0dio6OJu76O/UdO3YsNowUExNDTEwMkJviLC4gdOXKFevSSroeuh7g/OuRnp5O\nZGQkrVu3JioqStcD/X7Y0vXIdyNfD9t5AtD1uO5G/P0Ixp/J9GAyPbhGDv/HGbYSwRdHvycyIxaM\nBujWhAsk87/8yv/yK24Y+SMh1qokbhHxpCTn/r2s6+Gc349du+CZZyA8PL+tTh0zjzxymTfeaIyP\nT9H9Ouv3w3ae8PLyuqGvR0Gar3LpeuS7Ua9HwXkCdD1ERGq7d955x277wQcfLHbuFJHyu3z5Mu+/\n/75d27Bhw1w0msr14osv8v7775OSkoLFYmHJkiX8+9//dvWwaqzFixdbH7dv356HH37YhaOp2OsP\nqf0KVhmp6ao8puXt7W19nJaW5pRvqMViITU11brtrGodpZGRkVGozcPDo8z9VHZ4xPb7k2fBggXW\n4Ii3tzcTJkzg/fffZ/PmzWzbto3Vq1fzxBNPFKqKcu7cOebNm0e2bc3pcrJYLIwfP54//elP9OzZ\ns8j/Zs6caX28cePGYvv86aefrPuuWLGi2H0jIyOt+y5YsKDYfVNTU637PvnkkyU+t4EDB9KzZ09G\njRpV4r6jRo2iZ8+eDBw4sMR9n3zySes4HF1XWwsWLLDuGxkZWey+K1assO77008/Fbvvxo0bdT2u\n0/XI5ezrcezYMTp37syxY8d0Pa7T70c+XY98N/L1sJ0ndD3y3ei/Hx6YGEIrlnIbnqO+gJ7v4znw\nI+6iLV42uflszIRxmunspBPv0vXJe63juJwa77DvPLoe+Rxdj4gIGDECbr3VPjji77+ZzMwWrFvX\nrtjgCDjv98N2noAb83oURfNVLl2PfDfq9Sg4T4Cuh4hIbXby5EnWrFlj1/bUU0+5aDQiNUvezb2l\nlZaWxpgxY0hISLC2NW3atNpWSKmooKAgnn32Wev2f/7zH6Kiolw4opprx44d7N+/37q9YMECpxQi\nqIjKfD0oNdubb75Zaf+98cYbLnlOhrCwsCqNw3z33XfMnz8/9+QGAytWrCA0NLRCfUZGRjJ58mRr\nn3PmzGHQoEEVHWqpXL58mdGjR9u1vfHGG/To0aNM/Vy4cIGHHnrIru3tt992yrI+AGvWrGHVqlUO\nvxYSEsKSJUto1KiRw6+npqYye/ZsDh06ZNc+ZcqUQs+9tIYOHYrZbMZgMLBmzRpVHtGdTYCuh60b\n/XocPHiQnj17cuDAATw9PXU90O+HLV2PfDfy9bCdJzp27KjrcZ1+P/IVvB7pZLGbaLYSwRYiiMQm\nJBIRB8m5oWqPrsEMNrW2ViUJxT5IreuRz/Z6BAffxIIF8PbbkJWVv88tt8Dy5RAQUPW/H7bzRI8e\nPW6o66H5StcDdD1sFXU9Cs4ToOsBlbfeu4iIK6WkpHD77bezZ88ea9uwYcPYuXOny8ZUsKR9bbtz\nWWqX0aNH4+Pjw+TJk+nTp0+xS4iEhYUxbdo0fvvtN7v2ZcuW8fTTT1f2UF0mLS2Njh07Wv82e+ih\nh/joo49cPKqaxWKxcMstt3DgwAEABg8ezLffflsl5y7ub+CKvP7o0qULZrMZo9HIN998U2njF3GW\nKg+PnD59mkmTJln/MBo5cmSpUlrFeffdd/n000+B3D+4Vq1aVeybDM6UkJDAyJEj7doWL15c5nXb\noqOjeeSRR+za3nvvPdq3b1/RIQKwfv16h3eV+Pj4sHLlSho3blzs8enp6UyePJkLFy5Y2+rXr8+6\ndevKVWklLzxiNBrJyckp8/EiUrtFR0ezYMEC5syZU2XzuYjULJonpCIsWDhBHFuJYCsn2c1psjA7\n3Lcd9RlOKMNpy0BaUKfqV/6s1nJyYOVKmDMHYmPz25s0gUWLYPx4cNWyxJonRKQkmiccU3hERGqD\n9957D8itlhAVFcW6deu4fPmy9etGo5Gff/6ZW265xVVDVHhEapT77ruPTZs2AdCwYUP+8Ic/0KlT\nJxo0aECdOnVISEggKiqK77//3hpWtTVs2DB27NhR6Oe+tvn000+t1SYMBgMHDx4sMZAs+T7++GPG\njBkDgJubG4cOHaJTp05Vcu7K+hvYZDIpPCI1SpW/89myZUsaNmxIbGwsFouFTZs2MWzYMDp06FCu\n/iIiIti4cSMGgwGLxUJQUFCVvuB3dKdIWct3AdblY0rqu7yK6mvs2LElBkfyjn/ssceYO3eutS0u\nLo6DBw/Sp08fZw1TRASAFi1asHLlSlcPQ0SqMc0TUhEGDLSnAe1pwDP0JYVrfEOkNUxyjiTrvieI\n4wRxLGMv3rgzjNYMJ5Q7aUsIAS58Fq4XFgbTpoHtzWSenvD88/DCC1BMYcEqoXlCREqieUJEpPZ6\n4okniv36M88849LgiEhNdvnyZb766iu++uqrUu0/bNgwPvnkk1ofHAF44IEHFASrgNGjR5d7xQMR\ncQ6X3AM2ZMgQLBYLBoOBnJwcZsyYYS33UxZHjhxh+vTp5OTkWPsbOnRoJYy4aHXq1ClUnisjI6PM\n/VR2eMTb27tQm8Fg4M477yx1HwMGDCAgwP4N8vJcNxERERGR6sQXD0bQgRXcwxmm8RtTWMRQBtIC\nE/lvbqWRxZccZwpbaMEyuvBPXmDn9colN041vVOn4P77YcgQ++DI6NHw3//CggWuD46IiIiIiBRl\nzJgxLFq0yNXDEKlR2rVrV+wSfY4EBQWxaNEitm3bRmBgYCWNTEREnMklNZfHjRvHli1bSElJwWAw\nkJKSwrPPPssdd9zByJEjCQ0NLfb4qKgoPv/8c7Zt24bZbLamFX19fRk7dmxVPAU7vr6+JCXl3514\n9erVMvfh6BhfJ77j6qivZs2aUa9ePQd7O2YymejUqZPdupCnTp1yyvhERERERKoDAwa60IguNOIF\nBpBABjs5xVZOso0ILpFq3Tecy4RzmSXswZ863EYbhhPKHYTSBD8XPovKkZQECxfCsmVgW2yxZ8/c\ntgEDXDc2EREREZGiuLm5ERQURO/evZk0aRL33nuvq4ckUuMsWbKE6dOns337dvbs2UN4eDhnzpwh\nLi6O9PR0PDw8qFevHg0bNqR3794MGjSIe++91+GNzSIiUn25JDzi6+vL008/zcKFCwGsS858/fXX\nfP311zRu3Jj27dvTpEkT6z8saWlpXLx4kePHjxMTEwNgrTaS9/9p06Y5NXBRWs2bN+fIkSPWbdu1\nE0ur4DENGjRwauWRkJCQQm2lWa6moEaNGtlt24ZmRERERERqm0A8GUUnRtEJMxZ+Jca6vM1ezpFX\njDaJTD7lKJ9yFIAeNGE4oQynLb0JxuSaoo9OkZMDH34Is2aB7cuWxo3htdfg4YfBWHOfnoiIiIjU\nQjVh2YiaMEYRW0FBQYwfP57x48e7eigiIjVCTk4O586dIykpieTkZAD8/Pzw9/enWbNmZa7oVBVc\nEh6B3KVrrly5wnvvvYfBYLCGQABiYmK4ePGiw+Ns/6CyPWbKlCkMHjy48gfuQMHwSF64pSwKHtO8\nefMKj8tWkyZN8PDw4JrNLYLlSXz6+PjYbaemphaxp4iIiIhI7WLEQE+a0pOmzOFPxJLKdk6xlQi+\n5iTx5C9feZAYDhLDK/xAfby4nVDuoi2304b61Jw7r3bvhmnT4NCh/LY6deC55+DFF8Gv9hVYERER\nERERERERKZekpCS2bNnCzz//zIkTJ+w+m7fl4eFBu3bt6Nu3L3fddRd+1eRNNpeFRwAefPBBmjdv\nzuuvv05CQoJ1+Zk8BZO3eSET268HBgYyY8YM+vTpUyVjdqRly5Z228eOHStzHwWPadGiRUWGVIjR\naCQkJISTJ09a29LT08vcT8FjVHJMRERERG5UQfgwnpsZz83kYGYv569XJYngV/LD8HGks47fWcfv\nGIA+NGM4bbmTULrTBCOGok/iIlFRMH06fPaZffuoUbB4MbRq5ZpxiYiIiIiIiIiIVDfZ2dmsXLmS\nTZs2WQMjxVUZy8zMJDw8nPDwcFavXs19993HX//6V9zcXBrfcG14BKBv376sXr2aTZs28eWXX3Ll\nypUi97X9BgcFBTFixAjuuecelydxunfvbrcdHx/P+fPnCQ4OLtXxGRkZdqEOgB49ejhtfHl69uxp\ndx5nLK8TGBhY4XGJiIiIiNR0Joz0ozn9aM4rDOECyXzNSbYSwQ5Okcz1F43AT5zjJ84xhzAa48ud\n15e3uZXWBODp0ueRnAyvvgpvvgm2N0Z07w7LlsHAga4bm4iIiIiIiIiISHVz8eJFZs+eTVRUlDXP\nULAoRlEsFguZmZls2LCB/fv3M3/+fJo0aVLZQy6Sy8MjkLu2z/jx4xk3bhyRkZGEh4cTGRlJUlIS\nKSkpAPj6+hIQEECrVq3o3LkzrVu3xlhNFtZu164dDRs2tAtWhIWFlXrdtx9++IHs7GzrtoeHB716\n9XL6OP/4xz/y8ccfW7fPnDlDcnJyqcM3FouFo0eP2rW1adPGqWMUEYHcdeBSU1Px8fGplmu+iYjr\naZ6Q6q4pfkyiO5PoThY5/MhZa1WSI8Ra97tICh9yiA85hAkDAwhhOG0ZTls6EYShiqqSmM3wr3/B\nzJlw6VJ+e6NGuWGSiROhpv2qaZ4QkZJonhAREREREZGKSEhI4Pnnn+fChQsA1sCIbVEMDw8PfHx8\nAEhNTbVbysZ2/1OnTjFjxgz+/ve/ExAQUFVPwU61CI/kMRqNhIaGEhoa6uqhlFn//v354osvrNtb\nt25l7NixpXrzYfPmzXbbvXr1wsvLy+ljvOmmm2jQoIG1uovZbGb79u088MADpTr+l19+IS4uzq6t\nMiqkiIgcPnyYnj17cuDAAc0zIuKQ5gmpSdwxMYiWDKIlS7iVaBLYdr0qyTdEkUYWADlY2E00u4nm\nBXbRHH9rkGQIrfDFo1LG98MPMG0aHDyY3+bhAc88kxsm8fevlNNWOs0TIlISzRMiIiIiIiJSEfPn\nz+fChQt2IZA6deowaNAgBg4cSPv27alXr57dMVevXuX48eN8//337N69m4yMDAwGAxaLhfPnzzNv\n3jzefPNNVzwdqkfpjlpg1KhRdmsQxcTEsGHDhhKP+/bbb/ntt9/s2saMGVPicYMHD7b7b9GiRSUe\nYzAYGDdunF3b2rVriY+PL/HYa9eusWLFCru2Ro0a0a1btxKPFRERERGRfC0IZAq9+JKxxDGD7Yzn\naf5AW+xfSJ4liRUcYATrqc8SbmMNy/iZE8Rhoeg1U0vr9Gl48MHcpWhsgyP33w/HjsGiRTU3OCIi\nIiIiIiIiIlKZ9uzZw6FDh6zBD4vFwoABA/joo4944YUX6Nu3b6HgCEC9evXo27cvL7zwAh999BED\nBw7EYrFYAyiHDx/mp59+quqnAyg84jRNmjRh+PDhdm3/+te/ir2wx44dY/ny5XZtf/jDH+jSpUul\njBHgnnvuoWnTptbthIQEZs2aRXJycpHHZGVl8eqrrxIZGWnXPm7cOLvAjIiIs/j5+XHbbbeVelkt\nEbnxaJ6Q2sITN26jDcu4gxP8P07wJMu5g9tpQx3yqxheI4edRPIM22nP32nLOzzFNr7mJOnXK5eU\nVkoKzJoFHTrAJ5/kt3ftCmFh8Nln0Lq1s56h62ieEJGSaJ4QERERERGR8vr4448BrMGPkSNHMn/+\nfOrXr1/qPurVq8fcuXO5//77rf1YLBZr31XNEBYWVvFb1gSA+Ph4Jk+ezNWrV61tJpOJkSNHMmLE\nCIKDgzEYDFy6dImtW7eyYcMGMjIyrPt6enqyYsUKQkJCSjzX4MGD7bZvv/12XnzxxVKNc//+/bzw\nwguYzWZrW/369Rk/fjwDBw60JqBSUlLYu3cva9asITo62q6P3r1789prr2E0li9/NHToUMxmM0aj\nkZycnHL1ISIiIiJSm6VyjTBOs4UTbOUkZ0h0uJ8XbgyhlXWJm5YEOtzPbIY1a+CllyAmJr89KAgW\nLoRJk6AUq26KiEgt16xZM86fP09wcDDnzp1z9XBERERERCpdZf0NbDKZrJ+HfvPNN07rV1wvJSWF\n++67z1pxpH379rz77rvW6iFlZTabmTp1KsePHwdyf3Y2btyIj4+PM4ddIpWNcKK6desyf/58nn/+\neWsoJCcnh08//ZRPP/0Ud3d3jEYjmZmZhY41Go3MnDmzVMGRiurVqxdTp07lnXfesbbFxcWxfPly\nli9fjqenJyaTidTUVIfHt2nThtmzZ5c7OCIiIiIiIiXzwYO7acfdtMOChaPEspUItnKS/+MM2eSG\nwdPJZgsRbCECgJsIYjihDKct/QnBAxM//gjTpsH+/fn9u7vnts2aBQEBrniGIiIiIiIiIiIiNc+R\nI0eshRoMBgNjxowpd3AEcrMCY8aMYd68eUBumOTIkSP07t3bKeMtLYVHnKxTp068+eabvPzyy8TG\nxtp9LSvLcTlpPz8/XnrpJfr27VsVQwTg/vvvx8/Pj7feeov09HS7r9lWQylo0KBBzJgxAy8vr8oe\nooiIiIiIXGfAQCca0omGTKc/iWSwi0hrmOQiKdZ9jxLLUWJZyk/4nGlA3Rfu4dx6+5D6iBGwdCmE\nhlb1MxEREREREREREanZ4uLi7LadEfLI6yMvhHLlypUK91lWTg2PLF261G7bYDDw3HPPlbifMxV1\nzqrUsWNH/vWvf7F+/Xq++uorEhISHO7n4+PDbbfdxoQJE6hbt24VjxJuvfVWunfvztq1a9m5c2eR\nlUbc3d3p3r07Dz30EDfffHMVj1JERERERAoKwJM/cxN/5ibMWDjMRWuQ5GfOYU51g8X9SX29H6kZ\n7tbjPLvEMfKtaKYObUBLmgGqJigiIiIiIiIiIlIWiYn5y0t7e3s7pfCCl5cXPj4+pKWlFTpHVXFq\neGTr1q3WJIzFYikyyGG7nzMVd86q5u3tzaRJk5g4cSInTpwgMjKShIQELBYL/v7+tGzZko4dO+Lu\n7l5yZw6EhYU5ZZwNGjTg6aefZurUqRw7dozo6GgSExMxGo34+/vTqFEjOnfujKenp1POJyIiIiIi\nzmXEQHea0J0mvGQeyIq1mcx60Uj8BZvXGg1S4ZUwMv56kP+4WfgPUBdPbieU4YRyB6EEUbVrqIqI\niIiIiIiIiNREtp/xF7X6SHlcu3bN4TmqipatqWQmk4mOHTvSsWNHVw+lWG5ubnTp0oUuXbq4eigi\nIiIiIlIOP/8M06bB3r11rG1ubhZGPZVC8zmH+DYwhv1YrF+LJ4P1hLOecAzALQQznFCG05aeNMWI\n8wP/IiIiIiIiIiIiNV1gYKD1cVZWFpcuXaJRo0YV6vPy5ctkZWVZi3DYnqOqOD08YrFYSt6pDPuJ\niIiIiIhI0c6ehRdfhHXr7NvvuQeWLjXQrp0f8Efgj1wkha85yVYi2MEpEskEwALs4zz7OM9cdhOE\nN3fSluGEchttqEvFS2+KiIiIiIiIiIjUBk2aNAGwBj12797Ngw8+WKE+v/vuOyB/tZWmTZtWqL/y\ncGp4pLTLxVSHZWVERERERERqsrQ0eP11WLwY0tPz2zt1grfegltvLXxMY3x5hG48QjeyyOEnzrGV\nCLYSwe9ctu4XSxr/5jD/5jAmDPSlubUqyc00wqCqJCIiIiIiIiIicoPq0KEDPj4+pKWlYbFYWLt2\nLbfeeit169YtV3+JiYmsW7cOg8GAxWLBx8eHDh06OHnUJXNqeOSuu+5y6n4iInJjOnToEAMHDuT7\n77+nW7durh6OiFRDmifkRmaxwH/+Ay+8AOfO5bfXrw/z58Njj4FbKV7puWNiIC0YSAsWMYyzJLLt\nelWSXUSSGSxSIwAAIABJREFUSu56rTlY+D/O8H+cYSbfEowfw2nLcNoylFb4UaeEM7mG5gkRKYnm\nieLFxMTQrFkzVw9DRERERKTSxcTEuHoIUsOYTCb69u3Lrl27MBgMJCcnM336dJYuXVrm5WaSkpKY\nMWMGSUlJQG41k759+2I0Gitj6MVy+rI1IiIiFWU2m0lOTsZsNrt6KCJSTWmekBvVvn3w9NPw88/5\nbW5u8OST8Le/QTlvbgCgOQE8Rk8eoyeZZPMDZ6xVSY4TZ93vPMl8wEE+4CDuGBlIC2uYpD31q01V\nEs0TIlISzRPFM5vNnD9/3tXDEBERERERqZYmTpxIWFgYZrMZg8FAZGQkkyZN4rHHHmPYsGG4lXB3\nV05ODt988w3vv/8+8fHx1qojJpOJhx9+uIqehT2FR0REpNrx9PTkpptuwtPT09VDEZFqSvOE3GjO\nn4eXXoI1a+zb77oLli4FZ1exrIMbw2jNMFrzJrdziqvWqiRhnCaDbACyMPMNUXxDFM+xg1YEWoMk\ng2iJN+7OHVgZaJ4QkZJonnCscePGrh6CSLWQnZ1NXFwc9evXL/GNfxG5MWmeEKl99LewlEVwcDAP\nPvgg//nPfzAYcm+mSkhI4PXXX+e9996jT58+tG/fnsaNG+Pj4wNAamoqFy9e5MSJE/z8888kJSVh\nsViswRGDwcDo0aMJDg52yXMyhIWFWVxyZrmhDR06FLPZjNFoJCcnx9XDERERERGpltLTc8MhixZB\nWlp+e8eO8NZbcPvtVT+mNLL4jtNsJYItRHCaBIf7eeLGYFpawyStqUBZFBERERERERGRGsZkMlk/\nD/3mm29cPRypJAsWLCAsLMwaILFYcuMXedtFKbifxWJh8ODBzJkzpxJHWzyXhEfCw8Otj4ODg6lb\nkdrKQHx8vF0Zzc6dO1eoP6l8Co+IiIiIiBTNYoGPP4YZM+Ds2fz2evVg3jx4/HFwd11RDysLFo4T\nZ13e5nuiycLx8g/tqW8NkvyREOqoEKaIiIiIiIiI1GJVER6Jjo4mMjKS2NhYMjMz8fDwwM/Pj6ZN\nm9K6dWv8/f0rfI5z585x/Phxrly5QlZWFt7e3gQHB9OpUyd8fX2d8CxqtpycHFatWsX69eut1UPy\n5AVEHLENjRgMBsaOHctf/vIXTCZTpY+5yDG5IjwyZMgQ6zdj2rRp3HPPPRXq78svv2T58uXWbSW3\nqj+FR0REREREHPvlF5g2DfbsyW8zmWDqVHj55dwASXWVTCa7iLweJjnJBZId7ueDO8NozXDacieh\nNCegikcqIiIiIiIiIlK5Kis8cvXqVT777DN27NjBlStXit23efPm9O7dm5EjR5ZpKRSLxcL27dv5\n+OOPOX36tMN93Nzc6Nu3LxMnTqRNmzZleQq10u+//87atWv55ZdfSqw+Yvv13r17M378eDp16lRl\nYy2Ky271Kpi6cUZ/UHL5FxERERERkerowgWYORNWr7Zvv+MOePPN3KVqqjs/6jCSjoykIxYs/MYl\na5BkD2cxk/u6LZUsNnGcTRwHoAsNrVVJ+tIMd1x3h4WIiIiIiIiISHVksVj47LPPWLVqFenp6aU6\n5uzZs5w9e5aQkJBSh0cSEhKYO3cuhw8fLna/7OxsfvjhB/bs2cOkSZMYN25cqfqvrbp06cKiRYs4\nf/48+/btIzw8nMjISJKTk0lOzr3Bys/PD39/f1q1akXnzp3p3bt3mUI9lc1l4RGFPERERERERCA9\nPTcc8tprkJqa396hQ277nXe6bmwVYcBAVxrTlca8xB+JJ50dnGIrJ9lGBLGkWff9ncv8zmUW8yMB\n1OF2QhlOKHcQSiNU/lREREREREREbmxZWVm8+uqrfPfddw6/bjAY8PX1JTMzk2vXrpX7PImJiUyb\nNo3o6OhCXzMajXh6epKWlmbXnpOTwwcffEBSUhJTpkwp97lri+DgYEaOHMnIkSNdPZQy0yLTIiIi\nIiIiLmCxwCefwIwZYPt6PDAQ5s2DJ54Ad3fXjc/Z6uLFaDozms6YsXCAC9aqJL9wnrz1VBPJZANH\n2MARAHrRlOGEMpy29KIpJoyuexIiIiIiIiIiIlXMbDazYMECfvjhB7v2kJAQhg8fTr9+/WjSpAlu\nbrkf/aekpBAREcGvv/7Kd999x9mzZ0t1HovFwiuvvFIoONKvXz/GjBlDhw4dcHd3Jykpie+//56P\nPvqIS5cuWff7+OOPCQ0NZdiwYRV8xuIqtSI8kp2dbX2c90shIiIiIiJSXR08CNOmge1rfpMJpkzJ\nDY7Ur++6sVUFIwZuIZhbCOZlBnGZVLZzkq2c5GtOkkCGdd/9XGA/F5jP9zTAmzuuVyW5jTbUx9uF\nz0JEREREREREpPKtX7/eLjhiMBiYOHEi48aNw93BnUe+vr50796d7t27M2nSJA4cOICHh0eJ59m9\nezf79++3a5swYQKTJk2ya/P39+fuu++mf//+zJgxg5MnT1q/9u6779K/f3+8vLzK+jSlGqgVSYu4\nuDjrY/0gioiIiIhIdXXxIsycCf/6V27lkTy33gpvvQWdOrlsaC7VEB8m0JUJdCUbM3s5x1Yi2EIE\nh8m/g+UKaXzEb3zEbxgx0Idm1qok3WiMAS2PKiIiIiIiIiK1x/nz51m9erVd25NPPsn9999f6j56\n9uxZ4j45OTl8+OGHdm29e/cuFByxVbduXebOncvkyZPJyMi9ESg+Pp7PP/+chx56qNTjk+qjVtT7\n/eWXX4DclFXDhg1dPBoREamoo0eP0qlTJ44ePerqoYhINaV5QmqajAx47TVo2xY+/DA/ONK2LXz1\nFWzffuMGRwpyw0h/QljIUA4xhXM8wwfcw0g64Ev+XTJmLOzhLLMJowfvE8yb/JVNfMZREsnQPCEi\nJdI8ISLF0RwhIiXRPCEiVWHZsmVcu3bNuj148OAyBUdKa8+ePZw5c8a6bTAYeOqpp0o8Ljg4mFGj\nRtm1bdiwgZycHKePUSpfja08kp6eTnR0NBs3buTkyZMYDLl3mLVp08bFIxMRkYrKyMj9wCcvqSoi\nUpDmCakpLBb4/HOYPh2iovLbAwLg5Zdh6lQoRdXQG1ow/kymB5PpwTVy+D/OsJUIthLBMa5Y94sh\nhVUcYhWHcMNI1wwzR48eZVXGL/TCTCN8aIwvjfClLp6qUiIi+ntCRIqlOUJESqJ5QkQqW1RUlN0y\nMu7u7jz++OOVci7bZXEAevToQXBwcKmOHT58OGvXrsVsNgOQlJTEb7/9Rvfu3Z0+zuokISGB+fPn\nW7cHDx7MPffcU66+vvzyS7777jsAjEYj8+bNw8fHxxnDLJNKCY/8+9//Zs2aNaXad/ny5bz99ttl\n6j/vB8+WxWLBYDDQv3//MvUlIiLVj9FoxM/PD6OxVhTIEpFKoHlCaoJDh2DaNNi9O7/NaITHH4d5\n8yAoyHVjq6k8MDGEVgyhFUu5jSji2cZJthLBt0SRTjYA2Zg5YIwBPw/eMP4EnLbrxx0jjfClET40\nwpfG1/9vGzDJ+5qCJiK1l/6eEJHiaI4QkZJonhCRyrZlyxa77T59+tCoUSOnnycnJ4e9e/fatQ0e\nPLjUxzdu3JiOHTty5MgRa9uPP/5Y68MjX3/9NYcOHQJy/0147rnnyt1Xz549Wb58uXV7x44djBw5\nssJjLKtKCY9YLJYSS9FYrtdpttgu9F0OBoMBg8GAxWKhZcuW9O3bt0L9iYiI63Xr1o2kpCRXD0NE\nqjHNE1KdXboEs2fD//5v/vI0AEOHwltvQZcurhtbbdOKuvwPt/A/3EI6Wewmmq1EsIUIIrsBSTMd\nHpeFmXMkcY6S5xEPTDTExyZYkhc4Kfw4UEETkRpFf0+ISHE0R4hISTRPiEhlMpvN7Ny5065t0KBB\nlXKukydPFprPOnfuXKY+OnfubBceOXjwoFPGVp3tvn7HmMFgoGvXrqWu1OJIcHAw3bp149dff8Vg\nMBAWFlZ7wiN58paSKcg2MFLUPqWV11fz5s2ZN28eJpOpQv2JiIiIiIiUR2YmLF8Or7wCycn57aGh\n8MYbcM89UMGXP1IML9y5g1DuIJTl3EEk8USRwCVSuEgKl0jlEqnXH+duXyYVM8Xf0HCNnDIFTRoV\nqmJSOGyioImIiIiIiIiIFCc6OrpQoOPmm2+utHPZ8vHxISQkpEx9dOzY0W773Llz5OTk1NrP7lNS\nUjhx4oQ16zBw4MAK9zlw4EB+/fVXLBYLx44dIy0tDW9v7wr3WxaVGh4pTVWR8lQeMRgMeHp6Uq9e\nPUJDQ+nXrx+DBg3C3d29PMMUEREREREpN4sFNm2C55+HU6fy2/394W9/gyefhDp1XDe+G5EBA22o\nRxvqFbtfDmbiSC8QMEmxCZmkWr8WS1qpgiZnSeJsGYMm+cES+2Vz8h4HUEdBExEREREREZEbyPHj\nx+22fX19adCggV1bSkoKUVFRxMbGkp2dTWBgII0aNaJFixZlOteZM2fsths3blzmAhBNmza1287K\nyuLixYsVqsZRnUVGRlpzDgaDgU6dOlW4T9s+zGYzkZGRZa4AU1GVEh55+OGHGT9+fJFfv/XWW60/\ncE8//TR33XVXmfqvrQklERERERGpWX77DaZNg7Cw/DajESZPhgULoGFD141NSmbCSEN8aIgPXSh+\nzeC8oIlt5ZLCj3PDJs4OmtTBZA2U5IZNClY3yX/sr6CJiIiIiIiISI1XMDzSvHlzu6+tX7+eH3/8\nkaysrELHNmjQgAEDBjBu3DiCgoJKPNe5c+fsths1Kv49EkcaOngT7MyZM7U2PHL27Fm77VatWlW4\nz7w+8nIU586dqx3hEYPBUOqAR1n2FRERERERqQ4uX4Y5c2DlSjCb89sHD4a33oKuXV03NqkctkET\nShE0uUJasQGTvMexpJYQM4FMcjhDImdILHGceUGToqqZ2H5NQRMRERERERGR6uny5ct2276+vpjN\nZlavXs3atWvJyckp8tgrV66wceNGtmzZwqOPPsqoUaOKPVfB5XHq1q1b5vEGBARgMpnsxpWSklLm\nfmoK2+fm5eXllLyDyWTC29ub9PR0AJJt18WuIpW6bE1xyrNcjYiIiIiIiCtduwbvvAPz54Pt6+rW\nrWHpUrjvPihjVU+phUwYr4c1fLm5hKBJtjVoUjhYUjB8UhlBk8LL5BRcSif3sR8eCpqIiIiIiIiI\nADExMcTExJS4X0U+Dy8YvPD29uaf//wnn376aan7yMrK4t133+XcuXM888wzRe6XF1bI4+npWbbB\nXlenTh3S0tKK7Lc2sQ3JlHWJn+LY9pWZmem0fkvLJeGRnTt3Wh+r6oiIiIiIiFR3Fgt89RU89xyc\nPJnf7ucHs2fD009DnTquG5/UXG4YaXw9oFES26CJoyomtmGTK6SVKmgSTSLRpQiaeOLmcJkcR2ET\nBU1ERERERESkNluxYgXz5s2r1HOkpqbabR86dIjExPzX761bt2bUqFF069aNevXqkZ6eTlRUFLt2\n7WLbtm2YbUrlfvnll7Rs2ZKRI0c6PFdGRobdtoeHR7nGXDA8UrDf2sTPz8/6OC0tjZycnArnHnJy\nckhNTbUGSHx9S36vyNlcEh5RYERERERERGqK33+HZ5+FXbvy2wwG+Otf4ZVXoBzLwIqUi23QpKSV\nkbIxE3s9UFI4bJJqt5ROXCmCJhlklyloYh8s8SkQOMl/7KugiYiIiIiIiNQwjz/+OPfee2+J+/Xq\n1avc1UcKVu2wDY6MHDmSqVOn2n3m7uHhQbdu3ejWrRu33XYbM2fOtAug/POf/2TAgAEEBQUVOte1\na9fstt3cyhchcHd3t9t2ReWMqhIQEGC3HRERQYcOHSrU58nrd6xZLBYMBgOBgYEV6q88XLZsjYiI\nSFEiIiJ48skn+fvf/07btm1dPRwRqYY0T0hViI2Fl1+GFSvA5mYNBg6EZcuge3fXjU1KdqPPE24Y\naYIfTfArcV/boIntMjmOqptcIa3E/jLI5jQJnCahxH29cCtQucRRdZPcxwqaiLPd6POEiBRPc4SI\nlETzhMiNq0mTJjRp0qTE/QwGQ7nDIwWDGHn69+/PU089VeyxN998M7Nnz+all16ytmVlZfHJJ5/w\nP//zPyWeKzs7uxwjzj2HrfJWMKkJ2rRpA+QvM/PTTz9VODzy448/2m03b968Qv2Vh8IjIiJS7SQn\nJ7Njxw6Sk5NdPRQRqaY0T0hlunYN/vEPmDcPbG7qoGVLWLoU7r8/t/KIVG+aJ0qvLEGTLHKIvb50\nTklhkzhKXts4vQxBE2/cHSyTU3jZnLyKJiIl0TwhIsXRHCEiJdE8ISKVycvLq1Cb0WgsMTiSp0+f\nPvTt25effvrJ2rZr1y6H4ZGC5ypYiaS0ClYacfQcaovg4GAaNmxIbGwsFouFL774glGjRpV7qZmU\nlBQ2btxoDRwFBARYAypVSeERERERERERwGKBLVvguefgxIn8dl9fmDkTnnkGPD1dNz6R6sAdE03x\no2kZgiaFAyaFwyalCZqkkUUUCUSVIWhSuIpJ4bCJgiYiIiIiIiJS3Xh7exdqu+WWW2jYsGGp+xg+\nfLhdeCQ+Pp7o6GhatGhht1/BkEdGRkYZR5urYOikNodHAPr162cNfKSmprJw4UIWLlyI0WgsUz85\nOTm88sorpKSkALnVTPr161cZQy6RS8Ij06dPr9T+X3/99UrtX0REKlfXrl1JTEzEx8fH1UMRkWpK\n84Q425Ej8OyzsGNHfpvBAI88AgsXQikqkUo1o3nC9coaNLl8fekc22Vych+n2gVOrjo5aOKDe4kB\nk7zHPgqa1CqaJ0SkOJojRKQkmidEpDL5+RV+Ld2lS5cy9eFo/1OnThUKjxQ8V3x8fJnOA5CYmFho\nuZvyVuGoKcaOHcvmzZvJycnBYrGwb98+Zs2axYsvvkhAQECp+khMTOS1115j37591qojJpOJcePG\nVfLoHXNJeOTAgQPW9X+cyWKxVEq/IiJStUwmE/7+/q4ehohUY5onxFni4uDll+G99yAnJ799wABY\ntgx69nTd2KRiNE/ULO6YCMafYEq+ZtfIIdbBMjmXrodPbKublCZokkoWkcQTSclvjuUFTWyXzSlc\n3URBk5pC84SIFEdzhIiURPOEiFSm5s2bF2prUsa7mwICAvD29iYtLc3almi7RvN1zZo1s9u+dOlS\nmc4DcPny5UJtjp5DbRIUFMT999/Phg0brMGPffv28fDDD3P33XczbNgwWrVq5fDYqKgodu7cyZYt\nW6wVR/KyDiNGjKBp06ZV+VSsauyyNRaLxfpYgRERERERESmLrCx4912YOxcSbAoTtGgBS5bAqFG5\nlUdEpPrxKGPQ5LLDaib5YZO87XhKLstblqCJLx4Oqpg4Dpt4416q5y4iIiIiIiI3hoLVQaB8y8AU\nDI+kpqYW2ickJMRu++LFi2Uu2hATE2O37e7uXuawS0306KOPcuLECQ4dOmQNkCQnJ7N+/XrWr1+P\nt7c3TZo0sVZhSUlJISYmxnpN8jIPecd27dqVKVOmuOz5uCw8Yhv+KA/bH9aK9iUiIiIiIjeObdty\nl6j573/z23x84KWXcttr+XKsIjcUD0w0w59mZQia2FYuKfw4N2xSmqBJCtdI4RqnShk0sV0mp7gl\ndBQ0ERERERERqf1atmxZqC09veTqmiUd42iprYLnSk1N5cyZMw4DLEU5evSo3XZwcDAmk6n0A62h\nTCYT8+fP529/+5s1QAL5+YXU1FROnjxZqD2PbXv37t2ZN2+eS79vLgmPvP7662U+xmKxkJKSwqVL\nlzh8+DD79u3DbDZjMBjo3LkzEyZMwGg0VsJoRURERESkNjh2DJ57Ljc8YmviRHj1VXBRNUgRqSbK\nEjTJJPt6RZOiAyZ5jxNKGTQ5yVVOcrXEff3wKDFgkvfYS0ETERERERGRGql169bUrVuX+Pj8GxJi\nY2PL1EdKSopd1RHIXcqmoNDQUPz8/EhOTra2hYeHlyk8Eh4ebrfdo0ePMo21JvP19WXp0qV8+OGH\nbNiwgaysrCKrthRst1gseHh4MHr0aCZOnOjyvINLwiM9K7hw+OjRo7l48SLLli1j3759HDlyhC++\n+IK5c+fi4aE1hUVEREREJN/VqzBvHvzjH5CTk9/erx8sWwa33OK6sYlIzVQHN5oTQHMKv+lWUCbZ\n1kCJo2VzbMMnpQmaJHON5DIETQovk1M4bKKgiYiIiIiISPViNBrp378/mzdvtraFh4czevToUvdx\n9OjRQpUuQkNDC+1nMpno06cPO3futLaFhYVx1113leo8ly5d4tixY3Zt/fv3L/U4awOj0chf//pX\nRo4cySeffML3339faCmfgpo2bcqgQYP485//TN26datopMVz2bI1FdW4cWMWLVrE66+/zrZt29i7\ndy+LFy9mzpw5rh6aiIiIiIhUA9nZ8N578PLLuQGSPM2bw5IlMHo0lGHpVhGRcqmDGyEEEFKKoEmG\ntaJJisMqJrZhk0QyS+wvL2gSUYqgiT91HARLfByET3zxrLlvJ4mIiIiIiNQYAwcOtAuP7N27l/j4\n+FIHDb7++mu77QYNGhASEuJw3wEDBtiFRw4ePMj58+cJDg4u8TxbtmzBbDZbt/39/enatWupxljb\n1KtXj8cff5zHH3+c2NhYTpw4QUJCAklJSUDu9yYwMJB27doRFBTk4tEWVuNf7T/77LOEh4dz9uxZ\nvvvuO/r378+QIUNcPSwREREREXGh7dvh2WfBdrlVb2948cXcpWu8vV03NhGRoniWMWjiuJpJ4SV0\nShM0SSKTJDJLHTSxr2LiUyhgkvc1BU1ERERERETKp1evXrRv357jx48DkJWVxYoVK3jxxRdLPPb3\n339n9+7ddm233XZbkfv379+f5s2bc/bsWSB3OZW3336bxYsXF3ueCxcu8Mknn9i1jRo1CpPJVOIY\na7ugoKBqGRApTo1/BW8ymRg9ejRLly7FYrGwZs0ahUdERGq46OhoFixYwJw5c8q0pp6I3Dg0T0hR\njh/PDYds2WLfPmECvPoqNGvmmnFJ1dM8IbWdJ260IJAWBJa4r23QxHaZHEfVTZLKEDQ5QVyJ+wZQ\np8Rlc/Ie16nit6k0T4hIcTRHiEhJNE+ISGUzGAw89thjPPfcc9a27du306xZM8aPH1/kcVFRUcyb\nN8+uGoiXlxcPPvhgkceYTCYeeeQRFixYYG3bt28fq1atYtKkSQ6PiY+PZ+7cuWRk5C/BGhgYyJ//\n/OdSPT+pfgxhYWGWkner3q5evcoDDzwA5P4SrVq1Sv9QV3NDhw7FbDZjNBrJsV14XkSE3HJoPXv2\n5MCBA/To0cPVwxGRakjzhBQUHw/z58Pf/567XE2ePn1g2TL4wx9cNzZxDc0TIuWTTpaDCiaOwybJ\nXHPquQOsFU2KD5s4K2iieULkxmPBgvn6fxa4/v/CbWYsHDp4kKE9B2iOEJEi6W8JESmJyWSyfh76\nzTfflLufV1991W5JGYCePXsyevRounbtioeHBwBnz55l586dfPLJJ3aBDoBZs2YxbNiwYs9jsVh4\n/vnnOXjwoF17v379GDduHO3bt8fNzY2UlBR2797NmjVruHTpkt2+L730UrEVTqR6q/GVRyB37SAP\nDw+ysrIAOH78uMIjIiIiIiI3gOxseP99+NvfIM7mBvhmzWDxYhg7FgwG141PRKSm8cKdlgTSshQV\nTfKCJrYBE/sldPK/VpqgSSKZJJLJ8VJUNAnEs9AyOY7CJg1dUNFEysZy/QP7oj7AtxTTVpH26tKH\ns59jxfqojmNy3ve97HdQXgBgIl/wEGncRwc60KA8P+YiIiIiFfLss89y6dIlfvvtN2vbgQMHOHDg\nAAaDAV9fXzIyMqyflRc0YcKEEoMjkFukYc6cOTz11FPW5WsA9uzZw549ezAajXh5eZGamurw+FGj\nRik4UsPVisojACNGjCA5ORmDwcDkyZMZO3asq4ckxVDlEREpTnp6OpGRkbRu3RovLy9XD0dEqiHN\nEwKwaxc88wyEh+e3eXnBjBkwfTr4+LhubOJ6midEqpc0sooImKRwsUClkxQnVzQJxLNAsCT3/4Hp\nJuIjY6jfuinuXnWqWWCg5DBFdQ8xlHZ8teKNSamd0rMgMh5a1wUvdwDaUZ/7aM8IOtCHZhhRSlnk\nRqbXHCJSEmdVHgHIyMjgzTffLFSBpDienp48/fTT3HHHHWU619WrV5k3b55dWKU4RqORRx55hAkT\nJpTpPFL91IrwSGZmJsOHD7duP/roo4wZM8aFI5KSKDwiIiIiIuUVEQHPPQdffWXfPm4cLFoEzZu7\nZlwiIuIceUGTgsvkFKxmcolUpwdNRKRyGAAjBgwYMF7/r7i2ymgvTx/RJBLOZYfPqRE+3EM77qMD\nQ2mNp6ociYiISAHODI/k2b9/P+vWrePQoUNYLI4/5q9bty7Dhg1j7Nix1K1bt1znMZvNfP3112zY\nsIHo6GiH+5hMJvr27cvEiRMJDQ0t13mkeqkVf9H+8ssv1l8Og8GAv7+/i0ckIiIiIiLOlpAACxbA\nO++AbRXO3r1h2TLo29d1YxMREefxxp1W1KUVJb/Jmco1a8CkYLCkYPgkFcclnG9kBqiUD9zL0175\nAYLqH1Sobt83Z/Zdk0USzyb+yyaO8wNnMF+vl3OJVFbyKyv5FR/cuYNQRtCeu2hHPVSBQERERCpH\nr1696NWrFwkJCRw9epQLFy6Qnp6Ol5cXAQEBtGrVijZt2mCo4DrORqOR4cOHM3z4cM6cOcOJEyeI\njY0lOzsbLy8vmjVrRufOnfH19XXSM5PqoMZXHsnIyGDq1KmcPn0ai8WCwWDgnXfe4aabbnL10KQY\nqjwiIiIiIqWVkwMrV8Ls2XDlSn5706a5lUYeegiMRteNT0REaoa8oElewCSWNMxYbtgAQV5wRERK\n7wppbOEEGznOdk6STnahfUwYGEgL7qMDI2hPCwJdMFIRERGpDiqj8ohIZarR4ZHTp0+zdOlSjh49\nisEXnA65AAAgAElEQVRgwGKx4O/vzxdffFHhNJVULoVHRERERKQ0vv0Wpk2D33/Pb/P0hOnTYcYM\n0M0NIiIiIuIKaWSxi0g28l++4gRXSHO4Xzcacx/tGUEHutJIoS0REZEbiMIjUtO4ZNmaXbt2les4\ns9lMeno6MTExhIeHc+zYMQBrcMRgMDBq1CgFR0REREREariTJ3MDIhs32rePHg2LF0OLFq4Zl4iI\niIgI5C6xdS/tuZf25GBmD2fZxHE28l9OEW/d7xAXOcRF5rKbFgQwgvbcRwf+SAvcUPk8EREREak+\nXFJ5ZMiQIU4JeOQFRvIet2/fnuXLl+Ph4VHhvqVyqfKIiIiIiDiSlASvvALLlkFWVn57z56wfDn0\n7++6sYmIiIiIlMSChaPEspH/sonj/MIFh/vVxZO7accI2nM7ofii97RFRERqG1UekZrGJZVH8lgs\n5c+tGAwGa8URgC5dujB//nwFR0REREREaqCcHPjwQ5g1Cy5fzm9v0gReew0mTACjbswUERERkWrO\ngIFONKQTDZnFQM6TxJccZyPHCSOKLMwAxJPBGn5jDb9RBxPDaM19dOAe2tEIrc0oIiIiIlWvxr79\narFYsFgstGrVimeffZZly5YREBDg6mGJiIgTxMTEMHfuXGJiYlw9FBGppjRP1C67d0OvXvDoo/nB\nkTp1YOZMOHECJk5UcETKTvOEiJRE84SIFMdZc0Qw/jzBLWxnPLFM5z/8mdF0ws+m0kgmOWwhgkf5\niia8QX9WsYQfOUFcRZ+GiFQi/S0hIiK1jUuWrVm4cGG5lq0xGo14eXn9f/buPDyq8n7/+PvMZN8I\n+75DEgMqsrTiiqwqSyLWtta6tJVq1VZAxAUUEBQVBfzaUhXqj1otVhSTgBuICFIRQYSymISw7xCW\nbGSdOb8/hkwyEBJgJnOy3K/rytUzD2ee8zmD/WTI3HkeIiIiaNeuHXFxcbRt27YaKpTqpm1rRKQy\nGzZsoFevXvzwww/07NnT6nJEpAZSn6gbdu6Exx+HRYs8x++4A15+GTp0sKQsqSPUJ0SkKuoTIlKZ\n6u4RhZTwNbtJJo1k0jhIToXnXUYTEoglkTj60Bob3m8HLyK+ofcSIlIVbVsjtY0l29ZMmDDBisuK\niIiIiEgNkJMDL7wAM2dCUVHZ+FVXwezZcMMN1tUmIiIiIuIPwQQwhC4MoQt/5VZ+4CBJpJJMGls5\n5j7vJzL5iUxe5L+0JIIRxJJALP3pSLC1u9KLiIiISB1jycojIlp5REQqk52dzZo1a+jbty9RUVFW\nlyMiNZD6RO3kcMA//+najubIkbLx5s1dYZJ77wW73br6pG5RnxCRqqhPiEhlrOwRGZwgmVSSSOO/\n7KWiH+BHEMQtdCGROG6lK9GE+LVGEdF7CRGpmlYekdpG4RGxhMIjIiIiIvXLN9/Ao4/Cjz+WjQUF\nwdixrjBJZKR1tYmIiIiI1FRHyWMJ6SSTxlJ2UEDJOecEYKMfHUg4sypJWxpYUKmIiIicTeERqW0U\nHhFLKDwiIiIiUj/s3g3jx8PChZ7jt98OL78MnTpZUpaIiIiISK2TRxFL2UEyaSwmnRPkV3heT1qS\nSCyJxNGdZhgYfq5UREREQOGRum79+vX07t3b6jJ8SuERsYTCIyIiIiJ1W24uTJ8Or74KhYVl41de\nCbNnQ79+lpUmIiIiIlLrleDkv+wliVSSSWMXpyo8ryPRJBJHArFcSzsCsPm5UhERkfpL4ZG6rX//\n/rRp04Zhw4Zx880314ktzBQeEUsoPCIiIiJSNzmd8M478NRTcPhw2XizZvD88/C734Hdbl19IiIi\nIiJ1jYnJZo6STCpJpLGBQxWe15hQhhFDInEMpjNhBPq5UhERkfpF4ZG6rX///hiGa4W3wMBAbrzx\nRkaMGEG3bt0sruzSWRIeOXr0KOPGjcM0XZdOSEjgF7/4xSXN9eGHH5KcnAyAzWbjtddeIzo62me1\nSvVQeERERESk7lm9GkaPhh9+KBsLCnKNTZgAdSB8LyIiIiJS4+0lixTSSCaNr9lNCc5zzgkhgMF0\nJoFYhhNDU8ItqFRERKRuU3ikbisNj5RmHkqDJB07dmTEiBEMGjSI0NBQK0u8aJaER+bPn88777wD\nQEBAAAsWLKBx48aXNFdmZia/+c1vKCkpwTAM7r//fu68805flivVQOERERERkbpjzx544gn4z388\nx2+7DWbMgM6dralLRERERKS+O0k+n5FBEql8Rga5FJ1zjg2Da2hLIrEkEEcXGllQqYiISN2j8Ejd\nlpCQQE5ODlAWHCkfJAkNDWXgwIEMHz6czrXkB6SWbHC4evVqwPWi9e7d+5KDIwBNmjShd+/e7scr\nV670uj4REREREalabi488wzExXkGR664ApYvh0WLFBwREREREbFSQ0L5DZfzAXeQyeN8ym/4Iz1p\nQYT7HCcmq9nLOJbRldfpzhwm8hXrOIAT7XovIiIiUpEPP/yQJ598km7dumGaJqZpYhiGezWS06dP\ns3jxYv74xz/yyCOPsGzZMoqLi60uu1J+D49kZWWxc+dOd/rm+uuv93rO6667DnAlebZv3+5O+IiI\nSO2UmZnJvHnzyMzMtLoUEamh1Ces5XTCO+9AbCxMmwYFBa7xJk3gjTdgwwbo39/aGkXUJ0SkKuoT\nIlKZutgjggngFrryJsM5wFjW8Aee5FriaOJx3laO8Tzf8DPm0Y5ZPMQnLGUHRWgFaZHy6mKfEBGR\nCxcYGMjgwYN5/fXXmTdvHsOHDyc0NPScEIlpmvz000+8+OKL3HHHHbzxxhscOHDA6vIr5PfwyI4d\nO4CyJVsuu+wyr+eMj4/3eLxz506v5xQREevs3buXUaNGsXfvXqtLEZEaSn3COmvWQN++cO+9cPCg\naywwEB57DLZvhwceALvd2hpFQH1CRKqmPiEilanrPcKGwdW0YToD+YmHSeVhXmIg19AWo9x5B8jh\n76xnCO/SlBncyUe8zxayKLCsdpGaoq73CRERuXCdOnVizJgxLFy4kNGjR9O5c2ePLWzAlY/Izs5m\n4cKF3HPPPTz++OOsXr0ap9NpZekeAvx9wbNTNO3bt/d6znbt2rlf9NJrXHnllV7PKyIiIiIiLvv2\nwRNPwIIFnuMjRsArr0DXrtbUJSIiIiIi3oulCeNpwniu5Qi5LCadJFL5kp0UnllxJJtC3mcL77OF\nQGzcREcSiWUEsbQmyuI7EBEREbFeaGgoI0aMYMSIEWzbto2UlBRWrlxJYWGhR4gEYMOGDWzYsIHG\njRszdOhQhg4dSpMmTSqbvtr5PTySl5fnPg4PD/cIfVwqm81GeHg4ubm5GIZBbm6u13OKiIh12rVr\nx9y5c2nXrp3VpYhIDaU+4T+nT8PLL7u+8vPLxrt1g1mzYNAg62oTqYz6hIhURX1CRCpTn3tEcyK4\nn57cT09yKeILMkgijU9I5+SZFUeKcbKUHSxlBw/xKX1oRQKxJBJHPE0x8P7n/iI1XX3uEyIiUrX4\n+Hji4+N55JFH+Oyzz1iyZAn79u0DPFcjyczM5J133uHdd9+lb9++JCQk0KtXL0tqNlasWGH684IL\nFixg7ty5AISFhbFkyRKfzDts2DDyz/w0+/e//z133XWXT+aV6jFgwACcTic2mw2HQ3tlioiIiNQ0\npgn//jc8+STs31823rgxTJ0Ko0ZBgN+j6CIiIiIiYpViHHzDXpJJJYk09pJV4XldaOQOkvSlDXZs\nfq5URESkZrDb7e7PQ5cvX251OVIDbNy4kaSkJL799ltKSkrOWY2k9HGrVq0YPnw4N998M1FR/lvh\nze8/7i1/c/n5+RQVFREUFOTVnEVFRZw+fdr9YkZGRno1n4iIiIhIfbZ2LYweDd99VzYWEAB//jM8\n8ww0bGhdbSIiIiIiYo1A7PSnI/3pyGxuZhNHSCKVZNLYyGH3eRmc4FXW8CpraEoYw4khgTgG0YlQ\nAi28AxERERFr9ejRgx49enDy5Ek++eQTPvnkE44cOXJOiOTAgQO8+eabvP3229x0003cdtttxMTE\nVHt9fg+PNGjQwONxamoqV1xxhVdzpqWlAa4X0zCMc64hIiIiIiJVO3DAtdLIu+96jg8dCq++CrGx\n1tQlIiIiIiI1i4FBD1rQgxZMph+7OUUKaSSRyir24MD1wccxTvM2G3mbjYQRyGA6k0gsw4ihMWEW\n34WIiIiINRo2bMhvf/tb+vTpw/Tp09m7dy+GYbhDJODKPhQVFbF06VKWLl1Kr169uP/++6s1ROL3\n8EjpzZTe+H//+1+vwyPffPONx+OOHTt6NZ+IiIiISH1y+jS88gq89JLruFR8PMycCUOGWFebiIiI\niIjUfB2I5i/8nL/wc06Qzyekk0wan5NBHsUAnKaYJFJJIhUbBtfTjgRiSSCOTmh5QxEREakfioqK\nWLFiBSkpKaSmpgKcExopVX5FkvXr17NhwwbuuOMORo0ahc3m+60B/R4eadasGa1bt+bgwYOYpklK\nSgq/+tWvaNSo0SXNl5mZyeLFizEMA9M0adq0Ke3atfNx1SIiIiIidY9pwn/+A+PHw759ZeONGsFz\nz8EDD7i2qxEREREREblQjQjlbq7kbq4kn2KWs4tkUkkhnaPkAeDEZCV7WMkexrKUy2lGInEkEsdV\ntMDAqOIqIiIiIrXL/v37SUlJ4YsvviA3N9cdEikfEDEMg169etGnTx9WrlzJTz/95HGO0+nkgw8+\nIDMzkwkTJvi8RmPFihVm1af51ty5c1mwYIE78BEfH8/MmTMJCgq6qHkKCwsZO3asx4s2cuRIHn74\n4eooW3xowIABOJ1ObDYbDofD6nJERERE6p1162D0aPj227Ixux0efhgmTXIFSERERERERHzFgZO1\nHHCvPrKdExWe15Yo94okN9KeQOx+rlRERMQ37Ha7+/PQ5cuXW12OWMDhcLB69WpSUlLYuHEjQIWh\nkbCwMAYPHkxiYqLHQhkZGRksWrSIL7/8kpKSEne+wjAMpk2bRt++fX1aryXhkaysLO68804KCwvd\nNxcTE8PEiRNp3br1Bc1x4MABpk2bRlpamvtFCg4O5r333rvkVUzEfxQeEREREbHGwYPw1FPwzjue\n47fcAq++CpddZk1dIiIiIiJSf5iYpJJJEqkkk8ZaDlR4XjQh3EpXEonlZroQSbCfKxUREbl0Co/U\nX8eOHWPx4sV89tlnnDjhCsyW5iJKjwHat29PYmIigwcPJjQ09LzzHThwgOnTp7Nt2zb3HNdeey3P\nPfecT+u2JDwCsGDBAubOnesOfgAEBATQr18/Bg4cSHx8PBERER7Pyc3NZdu2bSxbtoyVK1e6Qwel\nL/R9993H3Xff7fd7kYun8IiIVCY7O5s1a9bQt29foqKirC5HRGog9YmLl58PM2fC9OmQl1c2Hhfn\nGr/lFutqE6kO6hMiUhX1CRGpjHqEfx0kh8WkkUQaX7GLIs79mXEQdgbQkQRiGUEsLYm0oFKRMuoT\nIlIVhUfqn++//57k5GTWrl2LaZoVrjJis9m49tprue222+jRo8cFz52fn89dd91FVlYWpmnSuHFj\nFi5c6NP6LQuPAEyZMoWVK1d6BEhKXziAqKgod4AkNzeX7Oxs95+dncy54YYbmDx5sv+KF68oPCIi\nldmwYQO9evXihx9+oGfPnlaXIyI1kPrEhTNNWLgQxo+HPXvKxhs2hMmT4U9/gsBAy8oTqTbqEyJS\nFfUJEamMeoR1sinkczJIJo1PSCeLwgrPu5o2JBBLInHE0cTPVYqoT4hI1RQeqR+ysrL49NNPWbJk\nCYcPHwY8t6YpPY6OjmbYsGEMHz6cpk2bXtK1/va3v/HRRx8BroU5li5d6oM7KBPg09ku0lNPPUVA\nQADLly8/Z4kWcL3QWVlZFT63/PkDBw5k3Lhx1V+wiIiIiEgt8sMPMHo0rF5dNma3uwIjkydD48aW\nlSYiIiIiIlKhKIL5Jd34Jd0owsEq9ri3t9lP2S+Yfsd+vmM/T7GcGBqTSCwJxHE1bbBhVHIFERER\nEe9t2rSJlJQUvvnmGxwOh0dgpDQ0Ypom8fHxJCYm0q9fPwICvItntGzZ0n1cHQs0WBoeCQoKYsKE\nCVx++eXMnz+fU6dOAZ6rj1Sk9IWOjo7m97//PcOGDfNHuSIi4ictW7Zk0qRJHt8ERUTKU5+o3KFD\nMGECzJ/vWnmk1ODBri1qunWzrDQRv1GfEJGqqE+ISGXUI2qGIOwMpBMD6cTr3MIGDrmDJJs56j4v\nneO8zLe8zLc0J5zhxJBIHAPoRIi1H4NIHaY+ISJSv40ZM6bCHVZM0yQ4OJibbrqJ2267ja5du/rs\nmqXhk6ryFJfK0m1ryissLOSTTz5h1apV/PTTTxQXF1d4XmBgIPHx8fTr149bbrmFoKAgP1cqvqBt\na0RERER8r6AAZs2CF16A3Nyy8ZgYV2jk1luhmv5dISIiIiIi4lc7OUkyqSSRxmr24uTcjzrCCeRm\nupBIHEPpSkNCLahURETqK21bU7f179//nN1VWrZsyYgRI7j11luJjIz0+TVTUlKYPXs24AqQ+Pq/\nqxoTHimvqKiI3bt3c+rUKbKzXcvQRUVFER0dTYcOHRQYqQMUHhERERHxHdOEjz6Cxx+H3bvLxhs0\ngEmT4OGHQW+hRURERESkrsrkNEtIJ5k0viCDfErOOceOwY10IIFYEoilPdEWVCoiIvWJwiN1W//+\n/QFXiKN3794kJiZy9dVXV9uqIP5QI9drCwoKIiYmxuoyRERERERqvB9/hNGjYdWqsjGbDR54AJ57\nDpo0sa42ERERERERf2hCGPfRg/vowWmK+ZKdJJHKYtLJ5DQADky+YhdfsYtH+ZwetCCRWBKI40qa\nY1B7P+gRERER/wsPD+fmm28mMTGR1q1bW12OT9TIlUek7tPKIyIiIiLeOXIEJk6Ef/zDtfJIqYED\nXVvXdO9uXW0iIiIiIiI1gQMn37KPZNJIIpUdnKzwvPY0IIFYEonjetoTgM3PlYqISF2klUfqtsLC\nQoKDg60uw6cUHhFLKDwiIiIicmkKC+G112DaNMjJKRvv0gVefRWGD4davDKiiIiIiIhItTAx2cox\nkkkliTTWc7DC8xoSwjBiSCSOwXQmAu0BKiIil0bhkbrryJEjbNy40f24Xbt2XHbZZRZW5Bs1ctsa\nERERERHxZJqQlATjxsHOnWXjUVHw7LPw5z9DkH6mKSIiIiIiUiEDg+40ozvNmMAN7CebFNJIJo2v\n2EUJTgBOUsC/+B//4n8EY2cQnUkgluHE0JwIi+9CREREaoI1a9bw+uuvux9PnjzZumJ8qEaFR3Jz\nc9m8eTPbtm3j+PHj5OTkUFBQAMCMGTMsrk5ERERExBqbNsGYMbBiRdmYzQajRsFzz0GzZtbVJiIi\nIiIiUhu1IYqH6MND9CGLAj4jgyRS+ZTt5FAEQCEOlpDOEtIxgL60JZFYEogjhsbW3oCIiIhYJjc3\nF/PMXuKGYdC7d2+LK/KNGhEeycjIYMGCBaxatQqn0+nxZ6ZpYlSy7vaTTz7JiRMnAOjcuTNPPPFE\ntdYqIiLVLz8/n507d9KpUydCQ0OtLkdEaqD60ieOHoVnnoF586D82+SbboLZs+GKK6yrTaSmqy99\nQkQunfqEiFRGPaJ+aUAIv6Y7v6Y7hZTwNbtJPrMqyUFc+4WawLfs41v2MZ4vuYwmJBBLInH0oTU2\ntH9ofaM+ISJSfwUGBrqPQ0ND68z3AZuVFzdNk7fffpsHH3yQr7/+GofD4U7oXKj4+HgyMjLIyMhg\n6dKlHDt2rJqqFRERf/npp5/o3r07P/30k9WliEgNVdf7RFERvPIKdO0Kb71VFhzp3Bk+/hiWL1dw\nRKQqdb1PiIj31CdEpDLqEfVXMAEMoQtzGMo+xvA99/M01xFPU4/zfiKTF/kvV/MP2jCTB1nC52RQ\nSIlFlYu/qU+IiNRfjRo1ch87HA4LK/Ety8IjTqeTSZMm8d5777lXGyldYcQ0zQsOkQwfPhzDMNzP\nXb58efUULCIiIiJSzUwTkpOhWzd4/HHIznaNR0bCyy/D1q2QmAiVLMwnIiIiIiIiPmLDoA+teZ4B\nbOUh0nmEGQziOtp5rDNyiFze5Adu4T2aMoNf8SH/ZjOnKLCsdhEREak+nTt3dh8XFRWRXfqD3FrO\nsvDInDlzWL16tXtbGtM0ad68Ob/85S+ZMGECiYmJFxQgadiwId27d3efu27duuouXUREqlnjxo35\nwx/+QOPG2jtWRCpWF/vE5s0waJArHJKR4RozDBg1CrZvd4VJgoOtrVGkNqmLfUJEfEt9QkQqox4h\nFelKY8ZxDd/wOw4zjn8wguHEEEKA+5wciviArdzFIpoyg0H8i7/xPfvIsrByqQ7qEyIi9VenTp1o\n2rRsVbL169dbWI3vGCtWrLi4fWJ8ICMjgwceeABwrTJis9m4//77ueOOO7Db7QCkpKQwe/ZsV5GG\nUemKIu+//z5vvfUWAEFBQSxZsoSAgIDzni/WGzBgAE6nE5vNVqeW8hERERG5WMeOwbPPem5PA3Dj\njTB7NvToYV1tIiIiIiIiUrU8iljKDpJJYzHpnCC/wvN60ZIEYkkkju40w0DLSoqI1GV2u939eah2\nz6h7/v3vfzNv3jwMw6Bz587uvEJtZsnKI/Pnz3dvTWMYBo8//ji//vWv3cGRixUTE+M+Li4uZv/+\n/b4qVURERESkWhQVwcyZ0LUrvPFGWXCkY0f46CNYsULBERERERERkdognCBu4zLmk8gRxvE19zKa\nn9OBaI/zfuAQz/I1V/AGnfk/xvIFK9lNCc7zzCwiIiI11S9+8Qvatm2LaZrs2LGDv//971aX5DW/\nh0cKCwtZv349hmFgGAZXX301Q4YM8WrOTp06Aa4VSgD27dvndZ0iIiIiItXBNGHJErj8cnjsMcg6\ns3JxRARMnw7btsHIka4ta0RERERERKR2CcDGjXRgFjezk7+wiQeZQj960tLjvF2cYhbf0Y9/0oJX\n+B3JJJHKaYotqlxEREQuRlBQEC+88AJNmjTBNE0+/PBDnnvuOU6cOGF1aZfM73u7bNmyhaKiIsAV\n9hg5cqTXc0ZHR7uDIwAnT570ek4REREREV/buhXGjIFly8rGDAN+9zt4/nlo0cK62kRERERERMS3\nDAyuoDlX0JxnuZG9ZJFCGkmkspI97hVHjpPPfDYyn42EEsAgOpNILMOIoSnhFt+FiIiIVOTIkSME\nBATw7LPPMnPmTHbv3s3KlStZvXo111xzDT169KBTp05ERUURGhp60fM3b968GqqunN/DI0ePHvV4\nfPnll/tk3vDwcPLy8gA4ffq0T+YUEREREfGFzEyYNAnefBMcjrLx666D116Dnj2tq01ERERERET8\nox0NeISf8Qg/4yT5fMp2kknjMzLIxfVLt/mUkEIaKaRhw+Ba2pJALAnE0YVGFt+BiIiIlLrzzjs9\nFrgwDAPTNCkpKeGbb77hm2++8Wr+5cuXe1viRfN7eOTUqVPu44iICIKCgnwyr2maFR6LiIiIiFil\nuBjmzIHJk6Hc22Dat4cZM+AXv9D2NCIiIiIiIvVRQ0K5iyu4iysooIQV7CKJVFJI5zC5ADgx+Ya9\nfMNexrGMbjQlkTgSiKU3rTDQPyhFRESsVD6XYBiGO0zibV7BsOiHxn4PjwQElF2ypKTEJ3M6nU6P\n1UYiIyN9Mq+IiIiIyKX69FMYOxbS0srGwsPh6addW9dcwkqFIiIiIiIiUgeFEMAtdOUWuvJ3TL7n\nAEmkkkwaqWS6z9vKMbZyjOf5htZEMoJYEomjHx0Iwm7hHYiIiNRP5wt5eBP+sHKhDL+HR6Kjo93H\nBQUFFBQUEBIS4tWce/fudb+IhmHQoEEDr+YTERFrORwO8vLyCA8Px27XP3xF5Fw1uU/89JMrNPL5\n557j994LL7wArVpZU5dIfVOT+4SI1AzqEyJSGfUIsYoNg6tpw9W04UUGkkYmyaSRRCrfsZ/Sj5MO\nkMPfWc/fWU8UwdxKVxKJ5Ra6EkWwpfdQX6hPiAiAAyeHyWUf2ew/68uJdsuoy5o1a2bZCiHVxe/h\nkaZNm3o83rZtGz293OR948aNHo87derk1XwiImKtTZs20atXL3744Qevv0eISN1UE/vEiROu7Wnm\nzAGHo2z82mth9mzo3duy0kTqpZrYJ0SkZlGfEJHKqEdITRFLE8bThPFcy2FyWUwayaTxJTspxPWP\nz2wKeZ8tvM8WArHRn44kEMsIYmlNlMV3UHepT4jUfSU4OUjOOaGQ8kGRQ+TgUEikXnr//fetLsHn\n/B4e6datG8HBwRQVFQGwbNkyr7+pLl68GMMwME2Txo0b07p1a1+UKiIiIiJSpeJiePNNmDTJFSAp\n1a4dvPwy/PKXUMcC6CIiIiIiImKBFkQwil6Mohe5FPEFGSSRxiekc5ICAIpx8gU7+IIdPMSn9KEV\nicSRQCzxNMVA/0AVEQEowuERDNlH1pnjsrHD5Gr1EKlX/B4eCQwMpEePHqxduxaA5cuXc/vtt9Ol\nS5dLmu+TTz5h165dGIaBYRj07dvXl+WKiIgFIiMjGTx4MJGRkVaXIiI1VE3pE198AWPGuLaqKRUW\nBk8+CePGQWiodbWJ1Hc1pU+ISM2lPiEilVGPkJougiBuJ57biacYB9+wl2RSSSKNvWS5z1vHQdZx\nkAl8RRcakUAsicTRlzbYsVl4B7Wf+oRIzVVICQfOhEDKQiFlwZB9ZHGEPK+v05xw2hDl/mpb7rgN\nUcTwnMInUqsYK1as8Pt/sRs3bmTs2LHu1UJatWrFzJkzadasmfuclJQUZs+e7SrSMFi+fPk586xf\nv55nnnmGoqIiTNPEbrczf/58rTxSCwwYMACn04nNZsNRfl13ERERkVogLQ3GjoVPP/Ucv/tumD4d\n9HZURERERERErGBispHDJJNGEqls4kiF5zUljOHEkEgcA+lEKIF+rlRE5NLkU3zONjJnbyVzjHVF\nBToAACAASURBVNNeXcPAtdrT+UIhbYiiFZEEV7FOg91ud38eWtFn3SI1jd9XHgHo0aMHffr0Yd26\ndRiGwcGDB3nwwQf54x//yKBBg7Db7ZU+/9SpU7z//vt89NFH7uCBYRgMHjxYwRERERERqTYnT8Jz\nz8Ff/wolJWXjffvC7Nnws59ZV5uIiIiIiIiIgcFVtOQqWjKZfuzmFMmkkkwaq9iD48xvwB/jNG+z\nkbfZSBiBDKEzCcQyjBgaE2bxXYhIfZVHUaWhkP1kc5x8r65hw6AlEbSlwZkgSORZq4c0oCURBFL5\n59UidZElK4+AKwDypz/9iaNHjwJgmiaGYRAREcFVV11Ffn4+69atcxVpGNx1111kZWWRkZFBeno6\nTqfT/RzTNOnYsSNz5swhODjYituRi6SVR0RERKQ2KSmBt96CZ5+F48fLxtu0gZdegjvvBEPbRouI\niIiIiEgNdoJ8PiGdJNL4nAxOU3zOOTYMrqcdicSRQCwdaWhBpSJSF+VQWGkoZD/ZnKTAq2vYMWjt\nsUJIpDsQUjrWgggC/LRtl1YekdrGsvAIwJ49exg3bhzHjx93h0DAFRYB3I/Lj5UfL31Oy5YtmTFj\nBq1atfJj9eINhUdERESktli2DMaMga1by8ZCQ+GJJ+DxxyFMv5AlIiIiIiIitUw+xSxnF8mkkkI6\nR8mr8LwraE4CsSQSx1W0wEC/OSEinkxMss8EQyoKhJSOZVPo1XUCsZ0TDCkfCmlDFM0Jx+6nYMiF\nUHik/jp06BBbtmxh586d5OTkkJ2dDUBUVBSRkZF06tSJ7t2707JlS4sr9WRpeAQgKyuL559/nvXr\n17sKOs+vbJauMlL+McBVV13FpEmTiIqKqv5ixWcUHhEREZGaLj0dxo2DxYs9x++6C6ZPh7ZtralL\nRERERERExJccOFnLAZJIJYlUtnOiwvPaEkUCsSQQx42015YOIvWAickpCioNhewnm1yKvLpOEPaz\nto6J8njchiiaEY6tlgXYFB6pXwoLC/n8889ZtGgR+/fvv6DntG3blpEjRzJkyJAascOK5eGRUt9/\n/z3vv/8+GzduvKDzu3btyj333MO1115bzZVJdVB4RERERGqqU6dg6lR4/XUoLreC789+Bq+9Bldf\nbV1tIiIiIiIiItXJxCSVTJJIJZk01nKgwvOiCWEoXUkglpvpQiTWf+AlIhfHxOQ4+WcFQrLYT47H\nWEVbXF2MEALOGwgpHWtCWJ1c2Ujhkfpjy5YtPP/88xw9etRjdxU4d/GMiv68efPmTJgwgW7dulV7\nrZWpMeGRUidPnmTTpk1s27aNkydPkpOTQ3FxMZGRkURHR9OlSxd69+5NixYtrC5VvKDwiIiIiNQ0\nJSUwbx488wxkZpaNt24NL74Iv/kN2GrOqpciIiIiIiIi1e4gOaSQRjJpLGcnxTjPOScIOwPoSCJx\nDCeGlkRaUKmIlOfEJJPTZ4VCss8JhhRQ4tV1wgisNBTShigaEVongyEXQuGR+uHTTz9l1qxZOJ3O\n8+6mcraKzrHb7YwdO5ZbbrmleguuRI0Lj0j9oPCIiIiI1CTLl8OYMbB5c9lYSAiMH+/6Cg+3rjYR\nERERERGRmiCbQj4ngyRS+ZTtZFFY4XlX04YEYkkkjjia+LlKkbrPiclR8s4KhZQFQ/aRxQFyKMK7\nz98iCPIIgVQUEokmpN4GQy6EwiN135o1a3jmmWdwOp3uQEhpGKRBgwbExMTQokULIiIiAMjNzeXw\n4cOkp6eTlZUF4PE8u93OtGnT+PnPf27B3Sg8IhZReEREKrNx40ZuuOEGVq1aRY8ePawuR0RqIF/1\niYwMGDcOkpM9x3/9a3jpJWjXzstCRcQyej8hIlVRnxCRyqhHiFSuCAcr2U0yaSSRygFyKjwvhsYk\nEksCcVxNG2x16ENm9QmpDg6cHCbXY3UQVyCk7PgAOZRUsArQxWhAcKWhkLY0IErbUXlN4ZG6LT8/\nn7vuuotTp055BECuu+46Ro4cWeX3hk2bNvHRRx+xevVqj+dHR0fz3nvvERoaWu33cLYAv19RRESk\nCk6nk5ycHJxO794Ai0jd5W2fyMqCadPgtdeguNy2rb17w+zZcO21PipURCyj9xMiUhX1CRGpjHqE\nSOWCsDOIzgyiM69zCxs4RBKpJJPGZo66z0vnOC/zLS/zLc0JZzgxJBLHADoRUss/olKfkItVgpND\nZ20bs++skMhBcnDg3e/9NyTEHQBpQ+Q5oZDWRBKpYIiI1z744AN3cMQ0TYKDg5k4cSLXXuAPl6+8\n8kquvPJK1qxZw9SpUyksdK3olZWVxQcffMC9995bneVXqHZ/Z65AUVERQUFBVpchIiJeCAkJIT4+\nnpCQEKtLEZEa6lL7hMMBb78NEybAsWNl4y1bwvTpcPfdYLP5uFgRsYTeT4hIVdQnRKQy6hEiF87A\noBet6EUrptKfnZwkmVSSSGM1e3Ge+SD8CHnM40fm8SPhBHIzXUgkjqF0pSH+/+1qb6lPSHnFODjo\n3jYmu8KVQw6T6/7/w6VqQli5MEikRyikDVG0JpJw9DmpiD8sXbrUHRyx2WxMnz79klai6tu3Ly+8\n8AKPPfaYe76lS5daEh6xZNua5ORkEhISfD7v3r17mTJlCv/4xz98Prf4lratEREREX/7+msYPRo2\nbSobCw52bVvz5JNwZttJEREREREREfGRTE6zhHSSSGUpO8in5Jxz7BjcSAcSiCWBWNoTbUGlIudX\nSAkHyTlvKGQ/2Rwh18tYCDQj3CMYUhoIKf1qTSShBPrknsQ/tG1N3bVv3z7uvfde93Yzw4YNY8yY\nMV7NOWvWLBYvXgyAYRjMnz+ftm3bel3rxbBk5ZHXXnuN//3vf4wbN85ne/UsW7aMWbNmuZdzERER\nEREB2LkTHn8cFi3yHP/lL+Gll6BDB0vKEhEREREREanzmhDGffTgPnpwmmKWsYNk0lhMOpmcBsCB\nyVfs4it28SifcxUtSCCWROK4guYYGBbfhdRl+RRz4KytZM5ePeQoeV5dwwCaE1FulZAoj1BIaTAk\nuO5tGCFSZ+3cuRMA0zQxDIOhQ4d6PefQoUPd4ZHSa9SL8AjA119/zfbt25k8eTKdOnW65HmKioqY\nPXs2X3zxhfsvR0REREQkOxteeAFmzYKiorLxnj1h9my4/nrrahMRERERERGpb8IIJIE4EojDgZNv\n2UfSme1tdnLSfd6PHOZHDjOZlbSnAYnEkUAs19OeALTXrFy40xSfFQjJOnNcFhYpDTFdKgNoSWSF\ngZDSsZZEEoTdNzclIjXCyZNl37cMw6Br165ez9mlSxdsNhumaZ5zDX+xNMK2f/9+Hn74YR555JFL\nSuOUblOze/du94soIiIiIvWbwwHz58OECXDkSNl4ixauMMm994JNP2sSERERERERsYwdG9fTnutp\nzysMZivHSD4TJFnPQfd5e8jiNdbyGmtpRChD6UoicQyhM+EEWXgHYrVciioIhZQFQ/aRxUkKvLqG\nHYNWRJ43FNKGKFoQQaCCISL1Tl5e2YpE4eHhPlngwmazER4eTm5uLgCnT3sXbrsUloRHSl88wzAo\nLCxk5syZbNq0ibFjxxISEnJBcyxbtozZs2dTUFDgXnHENE2fpHpEREREpHZatQpGj4YffywbCw6G\nsWPhqacgMtK62kRERERERETkXAYG3WlGd5oxgRvYTzYppJFEKivYTQlOAE6Qz7/4H//ifwRjZxCd\nSSCW4cTQnAiL70J8KZvCswIhZcGQ0vEsCr26RgA2Wp8VDDl79ZDmRGi1GxGpUGS5HzTn5ubidDqx\nefkbiw6Hwx0cAYiI8P/3NkvCI1OnTuWll14iNzfXHfpYvnw56enpTJ48mQ6VbDxf0TY1pXMkJCTw\n0EMP+e9GRERERKRG2LULxo+HDz/0HL/9dpgxAzp2tKYuEREREREREbk4bYjiIfrwEH04RQGfsZ1k\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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Is the batch size of 8 \"good enough\"?\n", "plot_time_per_image_and_memory_consumption(df_all, 'bvlc-alexnet', 'nvidia-cudnn')" ] }, { "cell_type": "code", "execution_count": 99, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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Y+zlZu+Aq1po1a/Dbb781+Tz6C9JNUV5ebtPzNaT/OVUoFFi7dq3o9uPGjTO6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\nRx+Fp56CCy4Irj61HfYJSVJ7YwhEkiRJkiRJkiS1CStWwMUXw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bty7Hjh0zuxQRyaM0T4hIRjRPiMjd3LwJEydeo1Gj4kyZ4so/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\nMsrzocfPRw6ejxzl+XwYzhM8Hzn4+cjB86FXns+H4TwBG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kUlxcnAw7hJquwsJCEokE0WiUeDwedhxJjUw8Hmft2rXk5eURi8XC\njqNdKJmEv/wFRoyAjz7KPPa978H48TBgQDjZ1LjYJyQFsU9Iqok9QlIQ+4SkIPYJSUFisVj156FF\nRUVhx1EDWbx4MWPHjmXOnDlEIhF69OjBKaecwoEHHkinTp3Iy8sLO+IOcwhEdeIQiCRpc8kkFBXB\n8OHw7ruZx445BiZMgKOOCiebJEmSJEmSJEm15RBIdissLNyqlkymRigikUidrx/G75kWu/yOkiQp\nK735JgwbBq++mln/j/9IDX+ceCLUw9+XJEmSJEmSJEmS6sWmgY9NIpEIkUiEZDK51bHaqo8hkp3h\nEIgkSaqTDz5I7fzx179m1vffH8aNg9NPd/hDkiRJkiRJkiQ1Ttsa1qjrAEddB0jqwiEQSZK0U2bN\ngpEj4amnMuvf+Q6MGQNnnQXRaDjZJEmSJEmSJEmSdkSYAxsNwSEQSZJUK59+mhryeOQR2PzvRd27\nw6hRcP750MK/YUiSJEmSJEmSpEbulVdeCTtCvfMjGkmStEMWLUo93uXBB2HjxnS9c2cYNgwuvhha\ntw4vnyRJkiRJkiRJUnPnEIgkSarR0qVw881wzz2wfn26vvvuMHQoXHEFtGkTXj5JkiRJkiRJkiSl\nRMMOIEnKXqWlpVx00UWUlpaGHUU7YcWK1A4fPXrAxInpAZD8fBg9GhYsgOuucwBEdWOfkBTEPiGp\nJvYISUHsE5KC2CckSdnGIRBJUoNZvnw5DzzwAMuXLw87imph9WoYPx722QduugnWrk3Vc3NTQx+f\nfQajRkG7duHmVHawT0gKYp+QVBN7hKQg9glJQewTkqRs4+NgJEkSABUVqUe+3HwzLFuWrrdsCf/3\nf3DjjdClS3j5JEmSJEmSJEmSVDOHQCRJDaZPnz7MmDGDHj16hB1FNdiwAR58EMaNg6++StdjMfjJ\nT2DECNh779DiKcvZJyQFsU9Iqok9QlIQ+4SkIPYJSVK2iRQXFyfDDqGmq7CwkEQiQTQaJR6Phx1H\nklQL8Tg88giMGZN6xMsmkQicfTaMHg29eoUWT5IkSZIkSZKk0MViserPQ4uKisKOIwVyJxBJkpqZ\nRAKeegpGjoQ5czKP/fd/p3YE2X//cLJJkiRJkiRJkiRp5zkEIklSM5FMwosvwvDhMH165rGTTkoN\nfxx6aDjZJEmSJEmSJEmSVHcOgUiS1Ay88kpq+OPttzPrRx0FEybAMceEk0uSJEmSJEmSJEn1xyEQ\nSZKy2DvvwLBhqSGQzQ0YAOPHw8knQyQSTjZJkiRJkiRJkiTVL4dAJEnKQtOnw4gR8PzzmfW+fVOP\nfTnzTIc/JEmSJEmSJEmSso1DIJIkZZE5c2DUKHjiicz6vvvCmDFw9tkQi4WTTZIkSZIkSZIkSQ0r\nGnYASVL2KisrY/To0ZSVlYUdJet99hn85CfQr1/mAMhee8H998Ps2XDuuQ6AqPGxT0gKYp+QVBN7\nhKQg9glJQewTkqRs4xCIJKnBlJWVMWbMGP8HqgF99RVcdhn07g1TpkAikap37AgTJ8K8eXDxxdCy\nZbg5pe2xT0gKYp+QVBN7hKQg9glJQewTkqRs4+NgJElqgr7+Gm65BSZNgsrKdL19e7juOvjZzyAv\nL7x8kiRJkiRJkiRJ2vUcApEkNZiePXsybdo0evbsGXaUrLFyJdxxR2qXjzVr0vW2beEXv4Crr4bd\ndgsvn1Rb9glJQewTkmpij5AUxD4hKYh9QpKUbSLFxcXJsEOo6SosLCSRSBCNRonH42HHkaSstXYt\n3Hkn3H47rFiRrufkwOWXw9ChsMce4eWTJEmSJEmSJCkbxWKx6s9Di4qKwo4jBXInEEmSGrHKSrj3\nXrj5Zli6NF1v2RIuugiGD4c99wwvnyRJkiRJkiRJkhoPh0AkSWqEqqrgoYdg3DhYtChdj0bh/PNh\n5EjYZ5/w8kmSJEmSJEmSJKnxcQhEkqRGJB6Hxx6D0aPh008zj/3v/8KYMbDffqFEkyRJkiRJkiRJ\nUiPnEIgkSY1AMgnPPAMjRsCsWZnHTjsttSPIQQeFk02SJEmSJEmSJElNg0MgkiSFKJmEadNg+HD4\n4IPMY4WFMH48fPe74WSTJEmSJEmSJElS0+IQiCRJIXn11dTwxxtvZNYPPxwmTIDjjw8nlyRJkiRJ\nkiRJkpqmaNgBJEnZa9myZfzud79j2bJlYUdpVP75TzjpJDjuuMwBkIMOguefhzffdABEzYd9QlIQ\n+4SkmtgjJAWxT0gKYp+QJGUbh0AkSQ1m4cKFXHzxxSxcuDDsKI3CRx/BGWfAYYfB3/6WrvfpA08+\nCe+/D6eeCpFIeBmlXc0+ISmIfUJSTewRkoLYJyQFsU9IkrKNj4ORJKmBffIJjBoFjz8OyWS6vs8+\nMHo0nHsuxGKhxZMkSZIkSZIkSVKWcAhEktRgunfvzuTJk+nevXvYUUJRWgpjx8KUKRCPp+t77gkj\nRsCgQdCqVXj5pMagufcJScHsE5JqYo+QFMQ+ISmIfUKSlG0ixcXFyeDTpG0rLCwkkUgQjUaJb/4J\npyQ1Y2VlcNNNcN99UFWVru+xB9xwAwweDLm54eWTJEmSJEmSJEk7JhaLVX8eWlRUFHYcKZA7gUiS\nVE+WL4dbb4W77oKKinS9XTsYMgR+/nNo2za8fJIkSZIkSZIkScpuDoFIklRH5eXwq1+lfq1ena7n\n5aUGP669Ftq3Dy+fJEmSJEmSJEmSmgeHQCRJ2klr18Ldd6d2//jmm3S9dWu47DK4/nro2DG8fJIk\nSZIkSZIkSWpeHAKRJKmW1q+H+++HCRNgyZJ0vUULuPBCGD4c9torvHySJEmSJEmSJElqnhwCkSRp\nB23cCFOmwNixsHBhuh6JwI9/DKNGwb77hpdPkiRJkiRJkiRJzZtDIJIkBUgk4PHHU0Me8+ZlHvuf\n/4ExY6Bv33CySZIkSZIkSZIkSZtEww4gScpe5eXlvPTSS5SXl4cdZackk/DnP8OBB8I552QOgJxy\nCrz/Pjz5pAMgUl009T4hqeHZJyTVxB4hKYh9QlIQ+4QkKds4BCJJajDz58/ne9/7HvPnzw87Sq0k\nk/Dyy3DYYXDmmTBjRvrYccfBG2/ACy/AwQeHFlHKGk21T0jadewTkmpij5AUxD4hKYh9QpKUbXwc\njCRJm3njDRg2DF57LbN+6KEwYQIUFkIkEk42SZIkSZIkSZIkqSYOgUiSGkyXLl0YNWoUXbp0CTtK\noPfeg+HD4aWXMusHHADjx8Nppzn8ITWEptQnJIXDPiGpJvYISUHsE5KC2CckSdlMbMztAAAgAElE\nQVQmUlxcnAw7hJquwsJCEokE0WiUeDwedhxJqrWZM2HECHjmmcx6r14wdiwMHAhRH54mSZIkSZIk\nSVKzFIvFqj8PLSoqCjuOFMidQCRJzdL8+TB6NDz6KCQ3G4fce28YNQrOOw9a+KekJEmSJEmSJEmS\nmhA/3pIkNStffJHa4eOhh2DzDYy6dEk9Duaii6BVq/DySZIkSZIkSZIkSTvLIRBJUrOwZAncdBPc\ney9s2JCud+gA118Pl10GbdqEl0+SJEmSJEmSJEmqK4dAssyiRYuYO3cuy5Yto6qqijZt2tC1a1f6\n9etH27Ztw44nSbvcN9/A7bfDnXfCunXpekEBXHMNXHVV6mtJkiRJkiRJkiSpqXMIpAEkk0m+/PJL\nZs+ezdy5c5kzZw7z5s1jw+b/9BwoLi6ut/u99NJLPP7443z++efbPKdFixYcfvjhXHDBBey77771\ncl9JasxWr4Zf/xruuAPKy9P1Nm3gyithyBDYfffw8kmSJEmSJEmSJEn1zSGQelJRUcHUqVOrhz7W\nrFmzS+67cuVKRo8eTUlJSY3nbdy4kddff5233nqLQYMGcc455+ySfJK0q1VUwN13wy23wPLl6Xqr\nVjB4MNxwA3TuHF4+SZIkSZIkSZIkqaFEww6QLVatWsXUqVN57733dtkAyKpVq7jqqqu2OQASjUZp\n06bNVvV4PM7kyZO59957d0VESc1cRUUFM2fOpKKiosHvtWEDTJoE++6b2uVj0wBILAYXXQTz5sFv\nfuMAiNTY7Mo+Ialpsk9Iqok9QlIQ+4SkIPYJSVK2cQikiUomk4wfP57S0tKM+hFHHMGdd97JtGnT\neOGFF3j22We55ppr6NSpU8Z5jz/+OH//+993ZWRJzdDs2bPp378/s2fPbrB7bNwIDz0EvXrB5ZdD\nWVmqHonAOefA7NkweTJ0795gESTVwa7oE5KaNvuEpJrYIyQFsU9ICmKfkCRlGx8H00BycnLo1asX\nvXv3Zr/99uPLL7/kwQcfrLfrv/rqq7z33nsZtfPOO49BgwZl1AoKCjjttNM48sgjue6665g/f371\nsUmTJnHkkUeSm5tbb7kkaVdJJODJJ2HUKJg7N/PYmWfC2LHQv3842SRJkiRJkiRJkqQwOARST1q3\nbs3pp59ePfSx9957E4vFqo9Pmzat3u4Vj8d56KGHMmqHHnroVgMgm2vfvj2jR4/moosuorKyEoAV\nK1bw9NNPc+6559ZbNknaXIcOHbjwwgvp0KFDvV0zmYTnn4cRI2DLp2GdfDKMHw+HHFJvt5PUwBqi\nT0jKLvYJSTWxR0gKYp+QFMQ+IUnKNpHi4uJk2CGag2nTpnHrrbdm1IqLi3fqWq+//jojR46sfh2J\nRHj44Yfp2rVr4HsffPBBHn744erXBQUFPP300xkDK7VRWFhIIpEgGo0Sj8d36hqStKOKimDYMHj3\n3cz60UfDhAmp/0qSJEmSJEmSJNWXWCxW/XloUVFR2HGkQNGwA6j2Xn/99YzXBx988A4NgACccsop\nRKPpZS8vL+ejjz6q13ySVN/eegtOOAFOPDFzAOSQQ+Cll+DVVx0AkSRJkiRJkiRJkhwCaWLi8Tjv\nbvFP4I8//vgdfn/nzp3p06dPRu3NN9+sl2ySVN8+/BBOPRWOPBI23zypf3945hn45z/hpJMgEgkv\noyRJkiRJkiRJktRYOATSxMyfP5/y8vKMWv/+/Wt1jS3P/+CDD+qcS5Lq0+zZMHAgHHwwvPhiut6z\nJ0ydCtOnwxlnOPwhSZIkSZIkSZIkba5F2AFUO6WlpRmv8/Ly6N69e62useVOIIsWLSIejxOLxeqc\nT5LqYsECGDMGHnkEEol0vVs3GDUKzj8fWrYML58kSZIkSZIkSZLUmLkTSBOzcOHCjNedO3cmUst/\nCr/nnntmvK6qqmLx4sV1ziZJO2vRIhg8GHr3hj/8IT0A0qkT3HknzJsHF17oAIgkSZIkSZIkSZJU\nE3cCaWIWLVqU8bpTp061vkbHjh23qi1cuJCuXbvudC5J2hlLl8Itt8CkSbB+fbrevj0MHQpXXAF5\neeHlkyRJkiRJkiRJkpoSh0CamPLy8ozX7du3r/U12rVrRywWIx6PV9fWrFlT52yStKV4PM7atWvJ\ny8vLeOTUihVwxx0wcSKsXZs+Pz8frr4afvELaNcuhMCSdrnt9QlJ2sQ+Iakm9ghJQewTkoLYJyRJ\n2cbHwTQxFRUVGa9zcnJ26jqtW7eu8bqSVB9KSkpo164dJSUlAKxZAxMmQI8eqf9uGgDJzYUhQ2DB\nAhg92gEQqTnZsk9I0pbsE5JqYo+QFMQ+ISmIfUKSlG3cCaSJqayszHjdqlWrnbpO69atWbdu3Xav\nW1vJZJKpU6fSrVs32rZtu93zWrVqxYYNGwDo3r073/rWt7Z7bnl5OfPnzwegS5cudOnSZbvnVlRU\nMHv2bAA6dOjA3nvvvd1z4/F49V/m8vPz+c53vrP9bwyYPn06iUSCnJwc+vbtW+O5s2bNorKykmg0\nykEHHVTjufPmzWP16tUAHHjggTVOGJeWlrJ8+XIA+vTpQ25u7nbPLSsro6ysDICePXtSUFCw3XOX\nLVvGwoULAdfD9UhpqPVYvz7C0KGLmTy5AytWtKyut2wJl1wCw4bB5t+C65Hiz0ea65HmeqS4Hmmu\nR5rrkeJ6pLkeaa5HiuuR5nqkuR4prkea65HmeqS4HmmuR5rrkZIN61ET1yPNn48U1yOtOa2H1NS4\nE0gTs2mAYpMWLXZujqdly5YZr9evX7/TmSA1BPLjH/+YY489lgEDBmz314033lj99Z///Ocar/n2\n229Xn3vffffVeO6CBQuqzx03blyN565du7b63CuuuCLwezvmmGMYMGAAAwcODDx34MCBDBgwgGOO\nOSbw3CuuuKI6x9rNn4exDePGjas+d8GCBTWee99991Wf+/bbb9d47p///GfX499cj5T6Xo/WrfPp\n02ciZ57Zn9tu61w9ABKNwqBB8MkncNddmQMg4Hps4s9HmuuRlm3rkZ+fz0knnUR+fr7rsRl/PtJc\nj5TmvB6b9wlwPTbnz0eK65HWHNdjyx6xieuR4s9HmuuR1tzWY3t9wvVI8+cjzfVIaW7rsb0+Aa7H\n5vz5SHE90lwPqfGKFBcXJ8MO0RxMmzaNW2+9NaNWXFxc6+v85Cc/obS0tPr1j370Iy655JJaX+cH\nP/gBK1asqH49ePBgzjrrrFpfp7CwkEQiQSQS4eGHH3YnECcvAddjc811PeJxmDoVxoxJPeJlcyef\nvII772xPr17bv67rkeLPR5rrkeZ6pLgeaa5HmuuR4nqkuR5prkeK65HmeqS5HimuR5rrkeZ6pLge\naa5HmuuR4nqkuR5prkeK65HW1Ndj//33J5FIEI1GKSoqqvF9UmPgEMguUl9DIJdeeilz5sypfv3D\nH/5wh6bVtnTqqadmPA7mF7/4Baeffnqtr7NpCCQajRKPx2v9fknZJZGAp5+GkSPh33/vqnb66TBu\nHBxwQDjZJEmSJEmSJEmSaisWizkEoiZl554lotBsOXFXWVm5U9fZ8rEyNU3ySVKQZBJefBFGjIAP\nP8w8duKJMH48HHZYONkkSZIkSZIkSZKk5sIhkCZmy2fSbf5Ilx21atUqNm7cmFGr6REuklST4mIY\nPhzeeiuzfuSRMGECHHtsOLkkSZIkSZIkSZKk5sYhkCZmr732yni9ZMmSWl9j6dKlW9W6deu205kk\nNU/vvJMa/thy57ODD07t/PG970EkEk42SZIkSZIkSZIkqTlyCKSJ6d69e8brxYsXk0wmidTik9ay\nsrKM1y1btqRLly71kk9S9ispSQ1/PP98Zr1vXxg7Fn7wA4c/JEmSJEmSJEmSpDBEww6g2vn2t7+d\n8Xrt2rUsXLiwVteYNWtWxuuuXbsSi8XqGk1Slps7F846Cw46KHMApEcPePhh+Ogj+OEPHQCRJEmS\nJEmSJEmSwuIQSBPTs2dP8vPzM2ozZsyo1TW2PP/ggw+ucy5J2evzz+GnP03t9PHEE+n6XnvBfffB\nnDnw4x+Ds2SSJEmSJEmSJElSuBwCaWJisRjf/e53M2rFxcU7/P4lS5Ywe/bsjNqRRx5ZL9kkZZev\nvoLLL4deveD3v4dEIlXfYw/49a9h3jy45BJo2XL715g+fToFBQVMnz59l2SW1PTYJyQFsU9Iqok9\nQlIQ+4SkIPYJSVK2cQikCTrqqKMyXn/wwQd8+eWXO/TeF154gcSmT3KBgoICDjzwwHrNJ6lpW7YM\nrr0W9t0XJk2CqqpUfbfd4KabYMECuOoqyMkJvlYikWD16tUZfUeSNmefkBTEPiGpJvYISUHsE5KC\n2CckSdnGIZAm6Mgjj6Rbt27Vr5PJJHfeeWfg+7766iuefPLJjNrAgQOJ+QwHScCqVTByJOyzD9xx\nB1RWpupt28Lw4fDZZ3DDDanXOyonJ4e+ffuSsyMTI5KaJfuEpCD2CUk1sUdICmKfkBTEPiFJyjaR\n4uLiZNghmoNp06Zx6623ZtRq8xiXLb3yyiuMGzcuo3beeecxaNCgbZ6/YsUKhg4dyrx586pru+22\nG48++ii5ubk7naOwsJBEIkE0GiUej+/0dSSFZ+1a+O1v4bbbYMWKdL1169TjYK6/PvUIGEmSJEmS\nJEmSpOYmFotVfx5aVFQUdhwpUIuwA2STuXPnMnfu3G0emzlz5la15557brvXOvHEE2nTps12jx9/\n/PG88MILfPDBB9W1hx9+mE8//ZRzzjmH3r1706JFC9asWcOrr77Kww8/zJIlSzKucemll9ZpAERS\n01ZZCffdl3rEy9Kl6XqLFnDxxTBsGHTtGl4+SZIkSZIkSZIkSbXjTiD16Pe//z1Tpkypl2s99thj\ndO7cucZzVq5cyZVXXskXX3yx1bFoNEpubi5r167d5nsHDhzIZZddVuec7gQiNT1VVfD738PYsbBo\nUboejcJ558GoUalHwkiSJEmSJEmSJDV37gSipiYadgDtvN12242JEydywAEHbHUskUhscwAkGo0y\naNCgehkAkdS0xOMwdSr06QOXXJI5ADJwIMyYkRoOcQBEkiRJkiRJkiRJapp8HEwTt/vuu/PrX/+a\nadOm8cQTT1BaWrrN82KxGIcffjgXXHABPXv23MUpJYUpmYRnnoGRI2HLJ1OddhqMGwcHHRRONkmS\nJEmSJEmSJEn1x8fBZJmFCxfyySef8PXXX7Nx40Zyc3PZa6+96N+/P23btq33+/k4GKnxSibhpZdg\n+HB4//3MYyecAOPHw+GHh5NNkiRJkiRJkiSpKfBxMGpq3Akky3Tv3p3u3buHHUNSyF57DYYNgzfe\nyKx/97swYUJqCESSJEmSJEmSJElSdnEIRJKyyL/+ldr54+WXM+sHHZTa+eOUUyASCSebJEmSJEmS\nJEmSpIYVDTuAJKnuPv4YzjgDDj00cwBkv/3giSdSj4M59dRdPwAya9Ys+vXrx6xZs3btjSU1GfYJ\nSUHsE5JqYo+QFMQ+ISmIfUKSlG3cCUSSmrB582DUKPjjHyGZTNe//W0YPRrOPRdahNjpKysrmTVr\nFpWVleGFkNSo2SckBbFPSKqJPUJSEPuEpCD2CUlStnEIRJKaoNJSGDsWpkyBeDxd33NPGDECBg2C\nVq3Cy7dJNBolPz+faNSNpyRtm31CUhD7hKSa2CMkBbFPSApin5AkZZtIcXFxMvg0adsKCwtJJBJE\no1Him38SLalBLF4MEybA/ffDhg3p+re+BTfcAJdeCrm54eWTJEmSJEmSJEnKJrFYrPrz0KKiorDj\nSIHcCUSSmoDly+G22+C3v4WKinS9XTu49lr4+c8hPz+8fJIkSZIkSZIkSZLC5xCIJDVi5eXwq1+l\nfq1ena7n5aUGP669Ftq3Dy+fJEmSJEmSJEmSpMbDIRBJaoTWrYO77oJbb4VvvknXW7dOPfLlhhug\nY8fw8kmSJEmSJEmSJElqfBwCkaRGZP16mDwZJkyAxYvT9RYtYNAgGD4cunULL58kSZIkSZIkSZKk\nxsshEElqBDZuhClTYOxYWLgwXY9E4Mc/hlGjYN99w8snSZIkSZIkSZIkqfFzCESSQpRIwOOPp4Y8\n5s3LPPbDH6aGQvr2DSebJEmSJEmSJEmSpKbFIRBJCkEyCc89ByNGwMcfZx77/vdh3DgYMCCcbJIk\nSZIkSZIkSZKapmjYASSpOUkm4eWX4bDD4IwzMgdAjj0W3ngDXnwxewZA5s2bx8knn8y8Lbc5kaR/\ns09ICmKfkFQTe4SkIPYJSUHsE5KkbONOIJK0i7zxBgwbBq+9llk/9FCYMAEKCyESCSdbQ1m9ejUv\nv/wyq1evDjuKpEbKPiEpiH1CUk3sEZKC2CckBbFPSJKyjUMgktTA3n8fhg+HadMy6wcckHrsy3/9\nV/YNf0iSJEmSJEmSJEna9SLFxcXJsEOo6SosLCS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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Is the batch size of 2 \"good enough\"?\n", "plot_time_per_image_and_memory_consumption(df_all, 'deepscale-squeezenet-1.1', 'cpu')" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "\n", "## Compare AlexNet and SqueezeNet 1.1" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "\n", "### Memory consumption" ] }, { "cell_type": "code", "execution_count": 100, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/plain": [ "lib\n", "clblas 3.882476\n", "clblast 3.882476\n", "cpu 3.882476\n", "cuda 3.882476\n", "cudnn 3.882476\n", "libdnn-clblas 3.882476\n", "libdnn-clblast 3.882476\n", "libdnn-cuda 3.882476\n", "libdnn-viennacl 3.882476\n", "nvidia-cuda 3.882476\n", "nvidia-cudnn 3.882476\n", "nvidia-fp16-cuda 4.113806\n", "nvidia-fp16-cudnn 4.113806\n", "viennacl 3.882476\n", "dtype: float64" ] }, "execution_count": 100, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# SqueezeNet consumes about 4 times more memory than AlexNet.\n", "df_memory.ix[['bvlc-alexnet', 'deepscale-squeezenet-1.1']].iloc[1] / \\\n", "df_memory.ix[['bvlc-alexnet', 'deepscale-squeezenet-1.1']].iloc[0]" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "\n", "### Execution time" ] }, { "cell_type": "code", "execution_count": 101, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 101, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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nzkW3bt2Eo8G7du2q0nxEVLXo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XGYUFlP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\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lQXljeXh44OOPP8aKFSuEOs1kymHDhknatk2Xli1bwsLCQtIx9vb2okRJfQmVmsFNmUxW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\n/vUv0Q4xxoiOjsa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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mean = df_model_lib_mean[['bvlc-alexnet', 'deepscale-squeezenet-1.1']].unstack('lib')\n", "std = df_model_lib_std[['bvlc-alexnet', 'deepscale-squeezenet-1.1']].unstack('lib')\n", "plot(mean, std)" ] }, { "cell_type": "code", "execution_count": 102, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/plain": [ "lib\n", "clblas 0.934168\n", "clblast 2.217205\n", "cpu 0.588886\n", "cuda 1.267865\n", "cudnn 1.416452\n", "libdnn-clblas 1.169965\n", "libdnn-clblast 0.999485\n", "libdnn-cuda 0.819863\n", "libdnn-viennacl 0.786956\n", "nvidia-cuda 1.247205\n", "nvidia-cudnn 1.283083\n", "nvidia-fp16-cuda 0.883257\n", "nvidia-fp16-cudnn 0.706551\n", "viennacl 0.726248\n", "dtype: float64" ] }, "execution_count": 102, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_model_lib_mean[['bvlc-alexnet', 'deepscale-squeezenet-1.1']].unstack('lib').iloc[1] / \\\n", "df_model_lib_mean[['bvlc-alexnet', 'deepscale-squeezenet-1.1']].unstack('lib').iloc[0]" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "\n", "## Conclusion" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "\n", "### What are the improvements brought on by each approach?" ] }, { "cell_type": "code", "execution_count": 103, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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jJkSIWWQQMAVyNnQW3hjnnL+fPn/5+9Ow+Lsur/B/6eGYZdFDdEUVwDJBPNxDW31EylNK18fPpq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\nU15eXpXO6a7BgwcbbjxkZ2drwYIFpse56KKLDO0NGzZUeG1ls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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# cuDNN-fp32 is up to 129x faster than the CPU.\n", "plot_speedup_over_baseline(df_mean_time_per_image, baseline='cpu', libs_to_drop=[], fontsize=14)" ] }, { "cell_type": "code", "execution_count": 104, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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OnDlTy5cvd0s8+fn5eumll4x2VFSU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p588kl17txZL774opKTk+2qcZc1JX1dXLx4seE3tbe3t1544QV17drVbturFcVCQ0PV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\n6tQp9NwAFA1ilv8hZ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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# cuDNN-fp32 is up to 3.1x faster than cuBLAS-fp32.\n", "plot_speedup_over_baseline(df_mean_time_per_image, baseline='nvidia-cuda', libs_to_drop=[], fontsize=14)" ] }, { "cell_type": "code", "execution_count": 105, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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Rgbt374piQUFBCAkJUXi9Dzt85ufn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\nRozAiBEjMHbsWMF22IVJSUnBh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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# AlexNet and SqueezeNet 1.1 have very similar performance with cuBLAS-fp32 and cuDNN-fp32, as well as very similar accuracy!\n", "# At the same time, SqueezeNet requires about 4 times more activation memory and 50 times less memory for \n", "# the weights than AlexNet.\n", "plot_speedup_over_baseline(df_mean_time_per_image.ix[['bvlc-alexnet', 'deepscale-squeezenet-1.1']],\n", " baseline='nvidia-cuda', libs_to_drop=[], fontsize=20)" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "\n", "## [cknowledge.org/ai](http://cknowledge.org/ai): Crowdsourcing benchmarking and optimisation of AI" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "A suite of open-source tools for [collecting knowledge on optimising AI](http://bit.ly/hipeac49-ckdl):\n", "\n", "\n", "* [Android app](https://play.google.com/store/apps/details?id=openscience.crowdsource.video.experiments&hl=en_GB)\n", "* [Desktop app](https://github.com/dividiti/ck-crowdsource-dnn-optimization)\n", "* [CK-Caffe](https://github.com/dividiti/ck-caffe)\n", "* [CK-Caffe2](https://github.com/ctuning/ck-caffe2)\n", "* [CK-TensorRT](https://github.com/dividiti/ck-tensorrt)\n", "* [CK-TensorFlow](https://github.com/ctuning/ck-tensorflow)\n", "* etc." ] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.12" } }, "nbformat": 4, "nbformat_minor": 0 }